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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/a-good-life-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Minneapolis-St. Paul teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/a-good-life-group", "short": "2026 REAI Founding Honoree, #23 Minneapolis-St. Paul Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/a-good-life-group", "newsletter": "A Good Life Group has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Minneapolis-St. Paul team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/a-good-life-group" } } }, { "candidate_key": "new-york-metro::team::ac-co-team", "name": "A.C. & Co Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Sotheby's International Realty, Inc.", "consumer_authority_score": 31.9, "ai_visibility_score": 17.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 39, "profile_url": "directory/ac-co-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 24, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "nashville::individual::aaron-glicken", "name": "Aaron Glicken", "market": "Nashville", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 59.8, "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/aaron-glicken/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 31, "average_rating_public": 4.6, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/aaron-glicken.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/aaron-glicken" } } }, { "candidate_key": "chicago::individual::aaron-hilton", "name": "Aaron Hilton", "market": "Chicago", "entity_type": "Individual", "brokerage": "CENTURY 21 Family Tree", "consumer_authority_score": 37.3, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 54, "profile_url": "directory/aaron-hilton/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "los-angeles::team::aaron-kirman", "name": "Aaron Kirman", "market": "Los Angeles", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 80.1, "ai_visibility_score": 44.9, "ai_visibility_evidence": "32 checks / 11 mentions", "authority_band": "Elite public proof", "category_rank": 3, "profile_url": "directory/aaron-kirman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 11, "mention_rate": 0.344, "captured_citation_rate": 0.4545, "entity_clarity_rate": 1.0, "sales_transactions_public": 151, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-5.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-5.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-5.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-5.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/aaron-kirman.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/aaron-kirman" } } }, { "candidate_key": "denver::individual::aaron-lebovic", "name": "Aaron Lebovic", "market": "Denver", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 55.9, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 13, "profile_url": "directory/aaron-lebovic/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 70, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/aaron-lebovic.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/aaron-lebovic", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published Denver individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/aaron-lebovic", "short": "2026 REAI Founding Honoree, #13 Denver Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/aaron-lebovic", "newsletter": "Aaron Lebovic has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the Denver individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/aaron-lowe" } } }, { "candidate_key": "chicago::individual::aaron-share", "name": "Aaron Share", "market": "Chicago", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 19.2, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 58, "profile_url": "directory/aaron-share/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/action-home-sellers", "internal_announcement": "Please join us in congratulating Action Home Sellers, recognized as a 2026 REAI Founding Honoree and published at #25 in the San Diego team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/action-home-sellers", "press_blurb": "Action Home Sellers was named a 2026 REAI Founding Honoree and ranked #25 in the San Diego team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/action-home-sellers" } } }, { "candidate_key": "los-angeles::individual::adam-aumi-katz", "name": "Adam \"Aumi\" Katz", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Rodeo Realty", "consumer_authority_score": 47.7, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/adam-aumi-katz/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 2, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/adam-aumi-katz.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/adam-aumi-katz", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/adam-aumi-katz", "short": "2026 REAI Founding Honoree, #22 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/adam-aumi-katz", "newsletter": "Adam \"Aumi\" Katz has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/adam-aumi-katz", "internal_announcement": "Please join us in congratulating Adam \"Aumi\" Katz, recognized as a 2026 REAI Founding Honoree and published at #22 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/adam-aumi-katz", "press_blurb": "Adam \"Aumi\" Katz was named a 2026 REAI Founding Honoree and ranked #22 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/adam-aumi-katz" } } }, { "candidate_key": "seattle::individual::adam-braddock", "name": "Adam Braddock", "market": "Seattle", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 35.8, "ai_visibility_score": 25.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 23, "profile_url": "directory/adam-braddock/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 14, "review_count_public": 30, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/adam-braddock.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/adam-braddock", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/adam-braddock", "short": "2026 REAI Founding Honoree, #23 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/adam-braddock", "newsletter": "Adam Braddock has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/adam-braddock", "internal_announcement": "Please join us in congratulating Adam Braddock, recognized as a 2026 REAI Founding Honoree and published at #23 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/adam-braddock", "press_blurb": "Adam Braddock was named a 2026 REAI Founding Honoree and ranked #23 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/adam-braddock" } } }, { "candidate_key": "seattle::individual::adam-cothes", "name": "Adam Cothes", "market": "Seattle", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 74.0, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 9, "profile_url": "directory/adam-cothes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 32, "review_count_public": 124, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-10.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/adam-cothes.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/adam-cothes", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #9 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/adam-cothes", "short": "2026 REAI Founding Honoree, #9 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/adam-cothes", "newsletter": "Adam Cothes has been recognized as a 2026 REAI Founding Honoree, ranking #9 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/adam-cothes", "internal_announcement": "Please join us in congratulating Adam Cothes, recognized as a 2026 REAI Founding Honoree and published at #9 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/adam-cothes", "press_blurb": "Adam Cothes was named a 2026 REAI Founding Honoree and ranked #9 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/adam-cothes" } } }, { "candidate_key": "philadelphia::individual::adam-ferst", "name": "Adam Ferst", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 61.7, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/adam-ferst/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 62, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/adam-ferst.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/adam-ferst", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published Philadelphia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/adam-ferst", "short": "2026 REAI Founding Honoree, #14 Philadelphia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/adam-ferst", "newsletter": "Adam Ferst has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the Philadelphia individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/adam-ferst" } } }, { "candidate_key": "boston::team::adam-geragosian", "name": "Adam Geragosian", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 70.1, "ai_visibility_score": 43.2, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Strong public proof", "category_rank": 4, "profile_url": "directory/adam-geragosian/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 39, "review_count_public": 142, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-5.webp", "social_png_url": "/assets/badges/2026/boston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-5.png", "square_jpg": "/assets/badges/2026/boston/team/top-5.jpg", "website_webp": "/assets/badges/2026/boston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/adam-geragosian.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/adam-geragosian", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Boston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/adam-geragosian", "short": "2026 REAI Founding Honoree, #4 Boston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/adam-geragosian", "newsletter": "Adam Geragosian has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Boston team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/adam-geragosian" } } }, { "candidate_key": "atlanta::individual::adam-morrison", "name": "Adam Morrison", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Atlanta Fine Homes Sotheby's International Realty", "consumer_authority_score": 56.6, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/adam-morrison/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 64, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/adam-morrison.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/adam-morrison" } } }, { "candidate_key": "los-angeles::individual::adam-sires", "name": "Adam Sires", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Nourmand & Associates", "consumer_authority_score": 41.0, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 48, "profile_url": "directory/adam-sires/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 29, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "boston::individual::adam-stivaletta", "name": "Adam Stivaletta", "market": "Boston", "entity_type": "Individual", "brokerage": "The Agency", "consumer_authority_score": 58.3, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/adam-stivaletta/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 48, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/adam-stivaletta.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/adam-stivaletta" } } }, { "candidate_key": "chicago::individual::adam-zenullahi", "name": "Adam Zenullahi", "market": "Chicago", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 44.0, "ai_visibility_score": 23.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 38, "profile_url": "directory/adam-zenullahi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 25, "review_count_public": 68, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "los-angeles::individual::adi-livyatan", "name": "Adi Livyatan", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Rodeo Realty", "consumer_authority_score": 47.1, "ai_visibility_score": 29.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 5, "profile_url": "directory/adi-livyatan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 20, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-5.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-5.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/adi-livyatan.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/aida-younis-team" } } }, { "candidate_key": "new-york-metro::individual::aimee-fink", "name": "Aimee Fink", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Howard Hanna Real Estate Services", "consumer_authority_score": 35.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 51, "profile_url": "directory/aimee-fink/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 34, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "san-francisco-bay-area::individual::aimee-song", "name": "Aimee Song", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 79.2, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 6, "profile_url": "directory/aimee-song/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 219, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/aimee-song.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/albert-bitici" } } }, { "candidate_key": "seattle::individual::alee-heidar", "name": "Alee Heidar", "market": "Seattle", "entity_type": "Individual", "brokerage": "Realogics Sotheby's International Realty", "consumer_authority_score": 49.2, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 19, "profile_url": "directory/alee-heidar/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 51, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/alee-heidar.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/alee-heidar", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/alee-heidar", "short": "2026 REAI Founding Honoree, #19 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/alee-heidar", "newsletter": "Alee Heidar has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/alee-heidar", "internal_announcement": "Please join us in congratulating Alee Heidar, recognized as a 2026 REAI Founding Honoree and published at #19 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/alee-heidar", "press_blurb": "Alee Heidar was named a 2026 REAI Founding Honoree and ranked #19 in the Seattle individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/alee-heidar" } } }, { "candidate_key": "chicago::individual::alejandra-reyes", "name": "Alejandra Reyes", "market": "Chicago", "entity_type": "Individual", "brokerage": "REMAX 10", "consumer_authority_score": 17.4, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 59, "profile_url": "directory/alejandra-reyes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/alex-brenda-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published San Diego teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/alex-brenda-team", "short": "2026 REAI Founding Honoree, #19 San Diego Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/alex-brenda-team", "newsletter": "Alex & Brenda Team has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the San Diego team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/alex-brenda-team" } } }, { "candidate_key": "las-vegas::individual::alex-adabashi", "name": "Alex Adabashi", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 78.0, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/alex-adabashi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 174, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-10.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-10.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/alex-adabashi.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/alex-adabashi" } } }, { "candidate_key": "nashville::individual::alex-brandau", "name": "Alex Brandau", "market": "Nashville", "entity_type": "Individual", "brokerage": "Aperture Global", "consumer_authority_score": 63.2, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 23, "profile_url": "directory/alex-brandau/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 26, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/alex-brandau.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/alex-bruno-team" } } }, { "candidate_key": "chicago::individual::alex-fenske", "name": "Alex Fenske", "market": "Chicago", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 25.4, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 57, "profile_url": "directory/alex-fenske/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 29, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "nashville::team::alex-helton", "name": "Alex Helton", "market": "Nashville", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 47.9, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/alex-helton/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 72, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/alex-helton.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/alicia-lammersdorf" } } }, { "candidate_key": "orlando::team::align-real-estate-orlando", "name": "Align Real Estate", "market": "Orlando", "entity_type": "Team", "brokerage": "Align Real Estate", "consumer_authority_score": 53.1, "ai_visibility_score": 43.4, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Source-backed candidate", "category_rank": 5, "profile_url": "directory/align-real-estate-orlando/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.5, "entity_clarity_rate": 1.0, "sales_transactions_public": 77, "review_count_public": 93, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-5.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-5.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-5.png", "square_jpg": "/assets/badges/2026/orlando/team/top-5.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/align-real-estate-orlando.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/align-real-estate-orlando", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #5 for AI Visibility among published Orlando teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/align-real-estate-orlando", "short": "2026 REAI Founding Honoree, #5 Orlando Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/align-real-estate-orlando", "newsletter": "Align Real Estate has been recognized as a 2026 REAI Founding Honoree, ranking #5 in the Orlando team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/align-real-estate-orlando", "internal_announcement": "Please join us in congratulating Align Real Estate, recognized as a 2026 REAI Founding Honoree and published at #5 in the Orlando team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/align-real-estate-orlando", "press_blurb": "Align Real Estate was named a 2026 REAI Founding Honoree and ranked #5 in the Orlando team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/align-real-estate-orlando" } } }, { "candidate_key": "san-diego::team::align-real-estate-san-diego", "name": "Align Real Estate", "market": "San Diego", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 82.5, "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/align-real-estate-san-diego/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 72, "review_count_public": 551, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-10.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-10.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-10.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-10.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/align-real-estate-san-diego.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/align-real-estate-san-diego", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published San Diego teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/align-real-estate-san-diego", "short": "2026 REAI Founding Honoree, #8 San Diego Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/align-real-estate-san-diego", "newsletter": "Align Real Estate has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the San Diego team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/align-real-estate-san-diego" } } }, { "candidate_key": "boston::team::alina-wang-team", "name": "Alina Wang Team", "market": "Boston", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 81.6, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 7, "profile_url": "directory/alina-wang-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 60, "review_count_public": 179, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-10.webp", "social_png_url": "/assets/badges/2026/boston/team/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-10.png", "square_jpg": "/assets/badges/2026/boston/team/top-10.jpg", "website_webp": "/assets/badges/2026/boston/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/alina-wang-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/alina-wang-team", "internal_announcement": "Please join us in congratulating Alina Wang Team, recognized as a 2026 REAI Founding Honoree and published at #7 in the Boston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/alina-wang-team", "press_blurb": "Alina Wang Team was named a 2026 REAI Founding Honoree and ranked #7 in the Boston team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/alina-wang-team" } } }, { "candidate_key": "new-york-metro::individual::alison-mcqueen", "name": "Alison McQueen", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Corcoran", "consumer_authority_score": 26.0, "ai_visibility_score": 12.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 42, "profile_url": "directory/alison-mcqueen/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 20, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "philadelphia::individual::alison-simon", "name": "Alison Simon", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Keller Williams Empower", "consumer_authority_score": 69.4, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/alison-simon/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 82, "review_count_public": 39, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/alison-simon.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/alissa-christie" } } }, { "candidate_key": "new-york-metro::individual::alix-shulman", "name": "Alix Shulman", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Keller Williams NYC", "consumer_authority_score": 23.2, "ai_visibility_score": 8.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 47, "profile_url": "directory/alix-shulman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; 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not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 42, "review_count_public": 102, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/alli-urguby.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/alli-urguby" } } }, { "candidate_key": "new-york-metro::team::alliance-ny-team-at-compass", "name": "Alliance NY Team at Compass", "market": "New York Metro", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 34.8, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 55, "profile_url": "directory/alliance-ny-team-at-compass/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 43, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "miami-south-florida::individual::allison-kaufman", "name": "Allison Kaufman", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "CENTURY 21 Stein Posner", "consumer_authority_score": 58.3, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/allison-kaufman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 51, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/allison-kaufman.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/allison-kaufman" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::allison-taylor", "name": "Allison Taylor", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 71.7, "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 20, "profile_url": "directory/allison-taylor/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 56, "review_count_public": 100, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/allison-taylor.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/allyson-sullivan" } } }, { "candidate_key": "new-york-metro::team::aloia-stroub-team", "name": "Aloia Stroub Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Corcoran Legends Realty", "consumer_authority_score": 24.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 57, "profile_url": "directory/aloia-stroub-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 29, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "las-vegas::team::alt-group", "name": "Alt Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 57.1, "ai_visibility_score": 28.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 13, "profile_url": "directory/alt-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 69, "review_count_public": 222, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/alt-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/amanda-pope" } } }, { "candidate_key": "kansas-city::individual::amanda-verona", "name": "Amanda Verona", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 54.1, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/amanda-verona/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 30, "review_count_public": 30, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/amanda-verona.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/amanda-verona", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/amanda-verona", "short": "2026 REAI Founding Honoree, #25 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/amanda-verona", "newsletter": "Amanda Verona has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the Kansas City individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/amanda-verona" } } }, { "candidate_key": "dallas-fort-worth::individual::amber-butcher", "name": "Amber Butcher", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Engel & Volkers Dallas Southlake", "consumer_authority_score": 73.0, "ai_visibility_score": 37.2, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 4, "profile_url": "directory/amber-butcher/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 25, "review_count_public": 44, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-5.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-5.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/amber-butcher.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/amber-butcher" } } }, { "candidate_key": "chicago::individual::amber-kardosh", "name": "Amber Kardosh", "market": "Chicago", "entity_type": "Individual", "brokerage": "@Properties Christie's International Real Estate", "consumer_authority_score": 28.0, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 55, "profile_url": "directory/amber-kardosh/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 33, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "nashville::team::amber-stormberg", "name": "Amber Stormberg", "market": "Nashville", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 54.5, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/amber-stormberg/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 141, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/amber-stormberg.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ames-group-chicago" } } }, { "candidate_key": "san-diego::team::ami-markowitz", "name": "Ami Markowitz", "market": "San Diego", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 36.2, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 22, "profile_url": "directory/ami-markowitz/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 11, "review_count_public": 40, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/ami-markowitz.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/ami-markowitz", "internal_announcement": "Please join us in congratulating Ami Markowitz, recognized as a 2026 REAI Founding Honoree and published at #22 in the San Diego team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/ami-markowitz", "press_blurb": "Ami Markowitz was named a 2026 REAI Founding Honoree and ranked #22 in the San Diego team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ami-markowitz" } } }, { "candidate_key": "chicago::individual::amie-klujian", "name": "Amie Klujian", "market": "Chicago", "entity_type": "Individual", "brokerage": "SwakeGroup at Dream Town Realty", "consumer_authority_score": 61.0, "ai_visibility_score": 21.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 41, "profile_url": "directory/amie-klujian/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 194, "review_count_public": 18, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "chicago::individual::amir-fouad", "name": "Amir Fouad", "market": "Chicago", "entity_type": "Individual", "brokerage": "@Properties Christie's International Real Estate", "consumer_authority_score": 47.2, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 13, "profile_url": "directory/amir-fouad/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 27, "review_count_public": 48, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/amir-fouad.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/amir-fouad" } } }, { "candidate_key": "new-york-metro::team::amiri-team", "name": "Amiri Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 43.3, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 48, "profile_url": "directory/amiri-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/amy-berglund" } } }, { "candidate_key": "new-york-metro::individual::amy-bergman-bonomi", "name": "Amy Bergman Bonomi", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 43.4, "ai_visibility_score": 17.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 40, "profile_url": "directory/amy-bergman-bonomi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 25, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "st-louis::individual::amy-carter", "name": "Amy Carter", "market": "St. Louis", "entity_type": "Individual", "brokerage": "RE/MAX Results", "consumer_authority_score": 86.7, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 7, "profile_url": "directory/amy-carter/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 137, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-10.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-10.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-10.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/amy-carter.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/amy-cohen" } } }, { "candidate_key": "new-york-metro::team::amy-ensign-and-whitney-okun", "name": "Amy Ensign and Whitney Okun", "market": "New York Metro", "entity_type": "Team", "brokerage": "Julia B. Fee Sotheby's International Realty", "consumer_authority_score": 42.7, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 27, "profile_url": "directory/amy-ensign-and-whitney-okun/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 32, "review_count_public": 29, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "st-louis::team::amy-florida-co", "name": "Amy Florida & Co", "market": "St. Louis", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 46.9, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/amy-florida-co/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 76, "review_count_public": 27, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/amy-florida-co.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/amy-florida-co", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published St. Louis teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/amy-florida-co", "short": "2026 REAI Founding Honoree, #25 St. Louis Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/amy-florida-co", "newsletter": "Amy Florida & Co has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the St. Louis team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/amy-florida-co" } } }, { "candidate_key": "chicago::individual::amy-gugliuzza", "name": "Amy Gugliuzza", "market": "Chicago", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 76.4, "ai_visibility_score": 24.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 26, "profile_url": "directory/amy-gugliuzza/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/amy-lipton" } } }, { "candidate_key": "los-angeles::individual::amy-oganyan", "name": "Amy Oganyan", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Keller Williams Beverly Hills", "consumer_authority_score": 67.4, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 9, "profile_url": "directory/amy-oganyan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 23, "review_count_public": 113, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-10.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-10.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-10.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/amy-oganyan.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/an-homes", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Denver teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/an-homes", "short": "2026 REAI Founding Honoree, #23 Denver Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/an-homes", "newsletter": "AN Homes has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Denver team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/an-homes" } } }, { "candidate_key": "dallas-fort-worth::individual::anastasia-riley", "name": "Anastasia Riley", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 80.3, "ai_visibility_score": 34.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 6, "profile_url": "directory/anastasia-riley/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 92, "review_count_public": 58, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/anastasia-riley.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/andersen-group-realty" } } }, { "candidate_key": "new-york-metro::team::anderson-ehrmann-morales-team", "name": "Anderson Ehrmann Morales Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Douglas Elliman", "consumer_authority_score": 24.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 58, "profile_url": "directory/anderson-ehrmann-morales-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/andors-team" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::andrea-courduvelis", "name": "Andrea Courduvelis", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 65.6, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 5, "profile_url": "directory/andrea-courduvelis/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/andrea-courduvelis.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/andrea-courduvelis" } } }, { "candidate_key": "houston::team::andrea-curran-team", "name": "Andrea Curran Team", "market": "Houston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 45.5, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/andrea-curran-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 104, "review_count_public": 85, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/andrea-curran-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/andrea-curran-team" } } }, { "candidate_key": "new-york-metro::team::andrew-and-amelia-team", "name": "Andrew and Amelia Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Brown Harris Stevens", "consumer_authority_score": 62.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 42, "profile_url": "directory/andrew-and-amelia-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 173, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "denver::individual::andrew-arevalo", "name": "Andrew Arevalo", "market": "Denver", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 69.3, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 11, "profile_url": "directory/andrew-arevalo/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 32, "review_count_public": 75, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/andrew-arevalo.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/andy-potarf" } } }, { "candidate_key": "boston::individual::angela-stevenson", "name": "Angela Stevenson", "market": "Boston", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 60.0, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 12, "profile_url": "directory/angela-stevenson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 22, "review_count_public": 58, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/angela-stevenson.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/anne-dresser-kocur" } } }, { "candidate_key": "chicago::team::anne-gain-group", "name": "Anne Gain Group", "market": "Chicago", "entity_type": "Team", "brokerage": "@Properties Christie's International Real Estate", "consumer_authority_score": 47.0, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 36, "profile_url": "directory/anne-gain-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 68, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "minneapolis-st-paul::individual::anne-shaeffer", "name": "Anne Shaeffer", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Lakes Sotheby's International Realty", "consumer_authority_score": 63.8, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 18, "profile_url": "directory/anne-shaeffer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 59, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/anne-shaeffer.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/anne-shaeffer" } } }, { "candidate_key": "boston::individual::anne-spry", "name": "Anne Spry", "market": "Boston", "entity_type": "Individual", "brokerage": "Barrett Sotheby's International Realty", "consumer_authority_score": 66.6, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 13, "profile_url": "directory/anne-spry/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 31, "review_count_public": 55, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/anne-spry.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/anne-townes-team" } } }, { "candidate_key": "new-york-metro::individual::annette-mina", "name": "Annette Mina", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Douglas Elliman", "consumer_authority_score": 75.2, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 14, "profile_url": "directory/annette-mina/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 49, "review_count_public": 132, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/annette-mina.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/anthony-lam" } } }, { "candidate_key": "los-angeles::individual::anthony-marguleas", "name": "Anthony Marguleas", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Amalfi Estates", "consumer_authority_score": 89.6, "ai_visibility_score": 37.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 3, "profile_url": "directory/anthony-marguleas/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 127, "review_count_public": 336, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-5.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-5.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/anthony-marguleas.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/anthony-marguleas", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/anthony-marguleas", "short": "2026 REAI Founding Honoree, #3 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/anthony-marguleas", "newsletter": "Anthony Marguleas has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/anthony-marguleas", "internal_announcement": "Please join us in congratulating Anthony Marguleas, recognized as a 2026 REAI Founding Honoree and published at #3 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/anthony-marguleas", "press_blurb": "Anthony Marguleas was named a 2026 REAI Founding Honoree and ranked #3 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/anthony-marguleas" } } }, { "candidate_key": "new-york-metro::individual::anzhela-staraya", "name": "Anzhela Staraya", "market": "New York Metro", "entity_type": "Individual", "brokerage": "REMAX Edge", "consumer_authority_score": 79.6, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/anzhela-staraya/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 55, "review_count_public": 146, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/anzhela-staraya.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/anzhela-staraya", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published New York Metro individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/anzhela-staraya", "short": "2026 REAI Founding Honoree, #13 New York Metro Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/anzhela-staraya", "newsletter": "Anzhela Staraya has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/anzhela-staraya", "internal_announcement": "Please join us in congratulating Anzhela Staraya, recognized as a 2026 REAI Founding Honoree and published at #13 in the New York Metro individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/anzhela-staraya", "press_blurb": "Anzhela Staraya was named a 2026 REAI Founding Honoree and ranked #13 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/anzhela-staraya" } } }, { "candidate_key": "denver::team::apollo-group", "name": "Apollo Group", "market": "Denver", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 95.7, "ai_visibility_score": 28.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 7, "profile_url": "directory/apollo-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 498, "review_count_public": 350, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-10.webp", "social_png_url": "/assets/badges/2026/denver/team/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-10.png", "square_jpg": "/assets/badges/2026/denver/team/top-10.jpg", "website_webp": "/assets/badges/2026/denver/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/apollo-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/apollo-group" } } }, { "candidate_key": "kansas-city::team::applebaum-kc-homes", "name": "Applebaum KC Homes", "market": "Kansas City", "entity_type": "Team", "brokerage": "The Real Brokerage Inc", "consumer_authority_score": 63.9, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 16, "profile_url": "directory/applebaum-kc-homes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 82, "review_count_public": 189, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/applebaum-kc-homes.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/applebaum-kc-homes" } } }, { "candidate_key": "chicago::team::april-baker-homes", "name": "April Baker Homes", "market": "Chicago", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Chicago", "consumer_authority_score": 15.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 64, "profile_url": "directory/april-baker-homes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 22, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "boston::team::aranson-maguire-group", "name": "Aranson Maguire Group", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.0, "ai_visibility_score": 37.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 6, "profile_url": "directory/aranson-maguire-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 113, "review_count_public": 35, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-10.webp", "social_png_url": "/assets/badges/2026/boston/team/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-10.png", "square_jpg": "/assets/badges/2026/boston/team/top-10.jpg", "website_webp": "/assets/badges/2026/boston/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/aranson-maguire-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/aranson-maguire-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Boston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/aranson-maguire-group", "short": "2026 REAI Founding Honoree, #6 Boston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/aranson-maguire-group", "newsletter": "Aranson Maguire Group has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Boston team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/aranson-maguire-group" } } }, { "candidate_key": "new-york-metro::team::arc-residential-team-at-compass", "name": "Arc Residential Team at Compass", "market": "New York Metro", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 43.0, "ai_visibility_score": 17.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 37, "profile_url": "directory/arc-residential-team-at-compass/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 30, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "los-angeles::team::aria-properties", "name": "ARIA Properties", "market": "Los Angeles", "entity_type": "Team", "brokerage": "LPT Realty", "consumer_authority_score": 64.7, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 23, "profile_url": "directory/aria-properties/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 97, "review_count_public": 64, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/aria-properties.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/aria-properties" } } }, { "candidate_key": "new-york-metro::team::ariffin-kromer-team", "name": "Ariffin Kromer Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Brown Harris Stevens", "consumer_authority_score": 24.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 59, "profile_url": "directory/ariffin-kromer-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 29, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "washington-dc-northern-virginia::individual::arlene-fernandez", "name": "Arlene Fernandez", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 36.9, "ai_visibility_score": 22.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/arlene-fernandez/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 36, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/arlene-fernandez.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/barbara-leogrande" } } }, { "candidate_key": "minneapolis-st-paul::team::barker-hedges-evolution-team", "name": "Barker Hedges Evolution Team", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "REMAX Results", "consumer_authority_score": 48.0, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/barker-hedges-evolution-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 55, "review_count_public": 94, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/barker-hedges-evolution-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/barker-hedges-evolution-team" } } }, { "candidate_key": "miami-south-florida::team::barkin-group", "name": "Barkin Group", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 51.1, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/barkin-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 67, "review_count_public": 47, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/barkin-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/be-one-denver" } } }, { "candidate_key": "san-diego::team::beal-group", "name": "Beal Group", "market": "San Diego", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 79.1, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 11, "profile_url": "directory/beal-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 76, "review_count_public": 213, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/beal-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/beal-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #11 for AI Visibility among published San Diego teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/beal-group", "short": "2026 REAI Founding Honoree, #11 San Diego Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/beal-group", "newsletter": "Beal Group has been recognized as a 2026 REAI Founding Honoree, ranking #11 in the San Diego team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/beal-group" } } }, { "candidate_key": "seattle::team::beck-group-real-estate", "name": "Beck Group Real Estate", "market": "Seattle", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 49.6, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/beck-group-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 119, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/beck-group-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/beck-group-real-estate", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #15 for AI Visibility among published Seattle teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/beck-group-real-estate", "short": "2026 REAI Founding Honoree, #15 Seattle Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/beck-group-real-estate", "newsletter": "Beck Group Real Estate has been recognized as a 2026 REAI Founding Honoree, ranking #15 in the Seattle team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/beck-group-real-estate" } } }, { "candidate_key": "nashville::individual::becky-holtzclaw", "name": "Becky Holtzclaw", "market": "Nashville", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 86.5, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/becky-holtzclaw/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 122, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-10.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-10.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-10.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/becky-holtzclaw.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/becky-holtzclaw" } } }, { "candidate_key": "chicago::individual::becky-wipperfurth", "name": "Becky Wipperfurth", "market": "Chicago", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 73.3, "ai_visibility_score": 24.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 27, "profile_url": "directory/becky-wipperfurth/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 54, "review_count_public": 167, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "san-diego::team::beer-home-team", "name": "Beer Home Team", "market": "San Diego", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 90.1, "ai_visibility_score": 41.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/beer-home-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 171, "review_count_public": 617, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-5.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-5.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-5.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-5.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/beer-home-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/bell-petrini-group" } } }, { "candidate_key": "chicago::team::bellahart-group", "name": "BellaHart Group", "market": "Chicago", "entity_type": "Team", "brokerage": "Baird & Warner", "consumer_authority_score": 62.5, "ai_visibility_score": 17.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 27, "profile_url": "directory/bellahart-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 68, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "los-angeles::team::bellet-grakal-glick-real-estate-group-llc", "name": "Bellet, Grakal, Glick Real Estate Group, LLC", "market": "Los Angeles", "entity_type": "Team", "brokerage": "Keller Williams Beverly Hills", "consumer_authority_score": 57.3, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/bellet-grakal-glick-real-estate-group-llc/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 40, "review_count_public": 141, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/bellet-grakal-glick-real-estate-group-llc.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/bellet-grakal-glick-real-estate-group-llc", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #18 for AI Visibility among published Los Angeles teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/bellet-grakal-glick-real-estate-group-llc", "short": "2026 REAI Founding Honoree, #18 Los Angeles Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/bellet-grakal-glick-real-estate-group-llc", "newsletter": "Bellet, Grakal, Glick Real Estate Group, LLC has been recognized as a 2026 REAI Founding Honoree, ranking #18 in the Los Angeles team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/bellet-grakal-glick-real-estate-group-llc" } } }, { "candidate_key": "san-francisco-bay-area::team::bellings-brothers-real-estate-team", "name": "Bellings Brothers Real Estate Team", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 53.3, "ai_visibility_score": 40.6, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Source-backed candidate", "category_rank": 7, "profile_url": "directory/bellings-brothers-real-estate-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 97, "review_count_public": 115, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-10.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-10.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-10.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-10.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/bellings-brothers-real-estate-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/bellings-brothers-real-estate-team" } } }, { "candidate_key": "new-york-metro::team::belvedere-advisors-team", "name": "Belvedere Advisors Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 17.7, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 63, "profile_url": "directory/belvedere-advisors-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 25, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "boston::team::ben-and-kate-real-estate", "name": "Ben and Kate Real Estate", "market": "Boston", "entity_type": "Team", "brokerage": "Keller Williams Signature Properties", "consumer_authority_score": 58.0, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/ben-and-kate-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 56, "review_count_public": 49, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/ben-and-kate-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ben-caballero" } } }, { "candidate_key": "philadelphia::team::benjamin-hardy", "name": "Benjamin Hardy", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 48.3, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/benjamin-hardy/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 70, "review_count_public": 86, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/benjamin-hardy.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/benjamin-hardy" } } }, { "candidate_key": "san-diego::team::beran", "name": "Beran", "market": "San Diego", "entity_type": "Team", "brokerage": "First Team Real Estate", "consumer_authority_score": 39.5, "ai_visibility_score": 38.4, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Production proof captured", "category_rank": 7, "profile_url": "directory/beran/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 19, "review_count_public": 35, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-10.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-10.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-10.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-10.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/beran.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/beran" } } }, { "candidate_key": "atlanta::team::beshara-real-estate-team", "name": "Beshara Real Estate Team", "market": "Atlanta", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 61.3, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 10, "profile_url": "directory/beshara-real-estate-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 62, "review_count_public": 197, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-10.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-10.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-10.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-10.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/beshara-real-estate-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/beshara-real-estate-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Atlanta teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/beshara-real-estate-team", "short": "2026 REAI Founding Honoree, #10 Atlanta Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/beshara-real-estate-team", "newsletter": "Beshara Real Estate Team has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Atlanta team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/beshara-real-estate-team" } } }, { "candidate_key": "dallas-fort-worth::team::best-life-realty-group", "name": "Best Life Realty Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 40.4, "ai_visibility_score": 35.0, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Production proof captured", "category_rank": 6, "profile_url": "directory/best-life-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 63, "review_count_public": 67, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-10.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-10.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/best-life-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/best-life-realty-group" } } }, { "candidate_key": "seattle::team::beth-g-homes", "name": "Beth G Homes", "market": "Seattle", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 54.3, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 11, "profile_url": "directory/beth-g-homes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 23, "review_count_public": 165, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/beth-g-homes.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/beth-g-homes" } } }, { "candidate_key": "boston::team::beth-sager-group", "name": "Beth Sager Group", "market": "Boston", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 66.1, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 16, "profile_url": "directory/beth-sager-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 55, "review_count_public": 93, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/beth-sager-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/bizzarro-agency" } } }, { "candidate_key": "miami-south-florida::team::blackbook-properties", "name": "Blackbook Properties", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Blackbook Properties", "consumer_authority_score": 58.7, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 13, "profile_url": "directory/blackbook-properties/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 172, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/blackbook-properties.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/bonanza-group-real-estate-services" } } }, { "candidate_key": "new-york-metro::individual::boris-fabrikant", "name": "Boris Fabrikant", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 72.2, "ai_visibility_score": 35.0, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 4, "profile_url": "directory/boris-fabrikant/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 220, "review_count_public": 52, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-5.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-5.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-5.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/boris-fabrikant.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/boris-fabrikant", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published New York Metro individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/boris-fabrikant", "short": "2026 REAI Founding Honoree, #4 New York Metro Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/boris-fabrikant", "newsletter": "Boris Fabrikant has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the New York Metro individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/boris-fabrikant" } } }, { "candidate_key": "boston::team::boston-real-estate-group", "name": "Boston Real Estate Group", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 69.6, "ai_visibility_score": 39.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 5, "profile_url": "directory/boston-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 34, "review_count_public": 171, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-5.webp", "social_png_url": "/assets/badges/2026/boston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-5.png", "square_jpg": "/assets/badges/2026/boston/team/top-5.jpg", "website_webp": "/assets/badges/2026/boston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/boston-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/boston-real-estate-group" } } }, { "candidate_key": "san-francisco-bay-area::team::boyenga-team", "name": "Boyenga Team", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 34.4, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/boyenga-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 53, "review_count_public": 123, "average_rating_public": 3.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/boyenga-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/boyenga-team" } } }, { "candidate_key": "seattle::individual::brad-hinckley", "name": "Brad Hinckley", "market": "Seattle", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 77.3, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 5, "profile_url": "directory/brad-hinckley/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 182, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-5.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-5.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-5.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/brad-hinckley.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brad-poole-group" } } }, { "candidate_key": "new-york-metro::team::breen-walsh-team-at-compass", "name": "Breen & Walsh Team at Compass", "market": "New York Metro", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 45.3, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/breen-walsh-team-at-compass/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 29, "review_count_public": 74, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/breen-walsh-team-at-compass.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brett-colby" } } }, { "candidate_key": "new-york-metro::individual::brett-fischer", "name": "Brett Fischer", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Sefirot Real Estate", "consumer_authority_score": 49.8, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 27, "profile_url": "directory/brett-fischer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 12, "review_count_public": 55, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "philadelphia::team::brett-rosenthal-team", "name": "Brett Rosenthal Team", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 46.2, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/brett-rosenthal-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 70, "review_count_public": 55, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/brett-rosenthal-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brett-rosenthal-team" } } }, { "candidate_key": "chicago::individual::brian-behan", "name": "Brian Behan", "market": "Chicago", "entity_type": "Individual", "brokerage": "@properties Christie's International Real Estate", "consumer_authority_score": 73.5, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 11, "profile_url": "directory/brian-behan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 48, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/brian-behan.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brian-behan" } } }, { "candidate_key": "miami-south-florida::individual::brian-boles", "name": "Brian Boles", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "RE/MAX Services", "consumer_authority_score": 86.3, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/brian-boles/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 44, "review_count_public": 168, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-5.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-5.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-5.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/brian-boles.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brian-hyser" } } }, { "candidate_key": "minneapolis-st-paul::individual::brian-marcus", "name": "Brian Marcus", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "REMAX Results", "consumer_authority_score": 74.6, "ai_visibility_score": 28.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 4, "profile_url": "directory/brian-marcus/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 233, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/brian-marcus.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/brian-marcus", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/brian-marcus", "short": "2026 REAI Founding Honoree, #4 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/brian-marcus", "newsletter": "Brian Marcus has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Minneapolis-St. Paul individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brian-marcus" } } }, { "candidate_key": "las-vegas::individual::brian-mercado", "name": "Brian Mercado", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 64.9, "ai_visibility_score": 28.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 4, "profile_url": "directory/brian-mercado/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 22, "review_count_public": 286, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-5.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-5.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-5.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/brian-mercado.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/brian-mercado", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/brian-mercado", "short": "2026 REAI Founding Honoree, #4 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/brian-mercado", "newsletter": "Brian Mercado has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Las Vegas individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brian-mercado" } } }, { "candidate_key": "orlando::individual::brian-teach", "name": "Brian Teach", "market": "Orlando", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 65.9, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/brian-teach/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 51, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/brian-teach.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brian-teach" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::brian-wilson", "name": "Brian Wilson", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 52.0, "ai_visibility_score": 23.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/brian-wilson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 31, "review_count_public": 99, "average_rating_public": 4.7, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/brian-wilson.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brightstar" } } }, { "candidate_key": "los-angeles::individual::brita-kleingartner", "name": "Brita Kleingartner", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "TRG Real Estate", "consumer_authority_score": 50.8, "ai_visibility_score": 9.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 44, "profile_url": "directory/brita-kleingartner/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 127, "review_count_public": 35, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "dallas-fort-worth::individual::brittany-stewart", "name": "Brittany Stewart", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "The Luxe Realty Group", "consumer_authority_score": 74.2, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 25, "profile_url": "directory/brittany-stewart/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 89, "review_count_public": 35, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/brittany-stewart.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/brittany-stewart" } } }, { "candidate_key": "boston::team::broadway-group", "name": "Broadway Group", "market": "Boston", "entity_type": "Team", "brokerage": "Engel & V\u00f6lkers Boston", "consumer_authority_score": 60.4, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/broadway-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 49, "review_count_public": 100, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/broadway-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/camille-canales-group" } } }, { "candidate_key": "chicago::team::capitanini-team", "name": "Capitanini Team", "market": "Chicago", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 37.5, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 41, "profile_url": "directory/capitanini-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 46, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "chicago::team::cara-team", "name": "CARA Team", "market": "Chicago", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 53.5, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/cara-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.167, "entity_clarity_rate": 1.0, "sales_transactions_public": 41, "review_count_public": 100, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-25.png", "square_jpg": "/assets/badges/2026/chicago/team/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/cara-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cara-team" } } }, { "candidate_key": "kansas-city::individual::carie-averill", "name": "Carie Averill", "market": "Kansas City", "entity_type": "Individual", "brokerage": "RE/MAX Heritage", "consumer_authority_score": 66.4, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 23, "profile_url": "directory/carie-averill/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 37, "review_count_public": 28, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/carie-averill.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/carie-averill", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/carie-averill", "short": "2026 REAI Founding Honoree, #23 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/carie-averill", "newsletter": "Carie Averill has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/carie-averill", "internal_announcement": "Please join us in congratulating Carie Averill, recognized as a 2026 REAI Founding Honoree and published at #23 in the Kansas City individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/carie-averill", "press_blurb": "Carie Averill was named a 2026 REAI Founding Honoree and ranked #23 in the Kansas City individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/carie-averill" } } }, { "candidate_key": "orlando::individual::carl-head", "name": "Carl Head", "market": "Orlando", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 72.2, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 8, "profile_url": "directory/carl-head/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 36, "review_count_public": 98, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-10.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-10.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-10.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/carl-head.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/carl-head" } } }, { "candidate_key": "las-vegas::individual::carla-coronado-terry", "name": "Carla Coronado-Terry", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 57.5, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 19, "profile_url": "directory/carla-coronado-terry/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 41, "review_count_public": 45, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/carla-coronado-terry.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/carla-coronado-terry" } } }, { "candidate_key": "boston::team::carlisle-group", "name": "Carlisle Group", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 95.3, "ai_visibility_score": 45.5, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/carlisle-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 116, "review_count_public": 347, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-5.webp", "social_png_url": "/assets/badges/2026/boston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-5.png", "square_jpg": "/assets/badges/2026/boston/team/top-5.jpg", "website_webp": "/assets/badges/2026/boston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/carlisle-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/carlisle-group" } } }, { "candidate_key": "miami-south-florida::individual::carlos-caicedo", "name": "Carlos Caicedo", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "RE/MAX Direct", "consumer_authority_score": 57.6, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 11, "profile_url": "directory/carlos-caicedo/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 101, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/carlos-caicedo.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/carlos-caicedo", "internal_announcement": "Please join us in congratulating Carlos Caicedo, recognized as a 2026 REAI Founding Honoree and published at #11 in the Miami / South Florida individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/carlos-caicedo", "press_blurb": "Carlos Caicedo was named a 2026 REAI Founding Honoree and ranked #11 in the Miami / South Florida individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/carlos-caicedo" } } }, { "candidate_key": "orlando::team::carlos-german-team", "name": "Carlos German & Team", "market": "Orlando", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 59.9, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/carlos-german-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 238, "review_count_public": 66, "average_rating_public": 4.6, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/carlos-german-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/carlos-german-team" } } }, { "candidate_key": "san-diego::individual::carlos-gutierrez", "name": "Carlos Gutierrez", "market": "San Diego", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 70.2, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/carlos-gutierrez/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 69, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-10.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-10.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-10.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/carlos-gutierrez.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/carmelo-nuccio" } } }, { "candidate_key": "dallas-fort-worth::individual::carol-thompson", "name": "Carol Thompson", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 57.3, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 28, "profile_url": "directory/carol-thompson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/carrie-mccormick-luxury-group" } } }, { "candidate_key": "kansas-city::individual::casey-carley", "name": "Casey Carley", "market": "Kansas City", "entity_type": "Individual", "brokerage": "ReeceNichols Real Estate", "consumer_authority_score": 64.3, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/casey-carley/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 71, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/casey-carley.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/casey-carley", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/casey-carley", "short": "2026 REAI Founding Honoree, #19 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/casey-carley", "newsletter": "Casey Carley has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/casey-carley", "internal_announcement": "Please join us in congratulating Casey Carley, recognized as a 2026 REAI Founding Honoree and published at #19 in the Kansas City individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/casey-carley", "press_blurb": "Casey Carley was named a 2026 REAI Founding Honoree and ranked #19 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/casey-carley" } } }, { "candidate_key": "atlanta::individual::casey-rutherford", "name": "Casey Rutherford", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Ansley Real Estate Christie's International", "consumer_authority_score": 68.3, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 24, "profile_url": "directory/casey-rutherford/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 37, "review_count_public": 28, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/casey-rutherford.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/casey-rutherford", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Atlanta individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/casey-rutherford", "short": "2026 REAI Founding Honoree, #24 Atlanta Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/casey-rutherford", "newsletter": "Casey Rutherford has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/casey-rutherford", "internal_announcement": "Please join us in congratulating Casey Rutherford, recognized as a 2026 REAI Founding Honoree and published at #24 in the Atlanta individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/casey-rutherford", "press_blurb": "Casey Rutherford was named a 2026 REAI Founding Honoree and ranked #24 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/casey-rutherford" } } }, { "candidate_key": "chicago::team::cashman-closes-team", "name": "Cashman Closes Team", "market": "Chicago", "entity_type": "Team", "brokerage": "@Properties Christie's International Real Estate", "consumer_authority_score": 39.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 39, "profile_url": "directory/cashman-closes-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/cathy-blum", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Houston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/cathy-blum", "short": "2026 REAI Founding Honoree, #3 Houston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/cathy-blum", "newsletter": "Cathy Blum has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Houston individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cathy-blum" } } }, { "candidate_key": "san-diego::individual::catrina-russell", "name": "Catrina Russell", "market": "San Diego", "entity_type": "Individual", "brokerage": "Coldwell Banker West", "consumer_authority_score": 66.3, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 11, "profile_url": "directory/catrina-russell/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 36, "review_count_public": 36, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/catrina-russell.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/catrina-russell", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #11 for AI Visibility among published San Diego individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/catrina-russell", "short": "2026 REAI Founding Honoree, #11 San Diego Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/catrina-russell", "newsletter": "Catrina Russell has been recognized as a 2026 REAI Founding Honoree, ranking #11 in the San Diego individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/catrina-russell" } } }, { "candidate_key": "washington-dc-northern-virginia::team::caza-group", "name": "CAZA Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 81.4, "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 13, "profile_url": "directory/caza-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/caza-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/caza-group" } } }, { "candidate_key": "orlando::individual::cece-wong", "name": "Cece Wong", "market": "Orlando", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 52.0, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/cece-wong/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 28, "review_count_public": 33, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/cece-wong.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cece-wong" } } }, { "candidate_key": "new-york-metro::team::century-21-realty-first", "name": "CENTURY 21 Realty First", "market": "New York Metro", "entity_type": "Team", "brokerage": "CENTURY 21 Realty First", "consumer_authority_score": 54.0, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 43, "profile_url": "directory/century-21-realty-first/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 81, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "dallas-fort-worth::individual::chad-singer", "name": "Chad Singer", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Amalfi Estates", "consumer_authority_score": 76.8, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 14, "profile_url": "directory/chad-singer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 34, "review_count_public": 71, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/chad-singer.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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Scott", "consumer_authority_score": 46.4, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 16, "profile_url": "directory/chalker-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 10, "review_count_public": 119, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/chalker-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/chalker-team" } } }, { "candidate_key": "seattle::individual::chandra-kaladhar-vennapusa", "name": "Chandra Kaladhar Vennapusa", "market": "Seattle", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 80.0, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 12, "profile_url": "directory/chandra-kaladhar-vennapusa/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 71, "review_count_public": 112, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/chandra-kaladhar-vennapusa.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/charlie-baker" } } }, { "candidate_key": "dallas-fort-worth::team::charlie-brown-group", "name": "Charlie Brown Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 63.9, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 26, "profile_url": "directory/charlie-brown-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 176, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "dallas-fort-worth::individual::chase-duran", "name": "Chase Duran", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Allie Beth Allman & Associates", "consumer_authority_score": 70.7, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 22, "profile_url": "directory/chase-duran/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 48, "review_count_public": 43, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/chase-duran.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/chase-duran", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Dallas-Fort Worth individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/chase-duran", "short": "2026 REAI Founding Honoree, #22 Dallas-Fort Worth Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/chase-duran", "newsletter": "Chase Duran has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Dallas-Fort Worth individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/chase-duran" } } }, { "candidate_key": "atlanta::individual::chase-mizell", "name": "Chase Mizell", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Atlanta Fine Homes Sotheby's International Realty", "consumer_authority_score": 74.3, "ai_visibility_score": 62.2, "ai_visibility_evidence": "32 checks / 15 mentions", "authority_band": "Strong public proof", "category_rank": 1, "profile_url": "directory/chase-mizell/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 15, "mention_rate": 0.469, "captured_citation_rate": 0.9333, "entity_clarity_rate": 1.0, "sales_transactions_public": 67, "review_count_public": 29, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-5.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-5.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-5.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/chase-mizell.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/chase-mizell" } } }, { "candidate_key": "las-vegas::individual::chaw-tun", "name": "Chaw Tun", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 68.6, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 18, "profile_url": "directory/chaw-tun/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 52, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/chaw-tun.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/chaw-tun" } } }, { "candidate_key": "denver::individual::chelsea-steen", "name": "Chelsea Steen", "market": "Denver", "entity_type": "Individual", "brokerage": "Your Castle Real Estate", "consumer_authority_score": 60.1, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/chelsea-steen/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 28, "review_count_public": 64, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/chelsea-steen.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cheree-bray" } } }, { "candidate_key": "st-louis::individual::cheri-peterson-dill", "name": "Cheri Peterson-Dill", "market": "St. Louis", "entity_type": "Individual", "brokerage": "RE/MAX Edge", "consumer_authority_score": 72.2, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 14, "profile_url": "directory/cheri-peterson-dill/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 34, "review_count_public": 88, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/cheri-peterson-dill.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/cheri-peterson-dill", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published St. Louis individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/cheri-peterson-dill", "short": "2026 REAI Founding Honoree, #14 St. Louis Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/cheri-peterson-dill", "newsletter": "Cheri Peterson-Dill has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the St. Louis individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cheri-peterson-dill" } } }, { "candidate_key": "chicago::team::cheryi-gatti-team", "name": "Cheryi Gatti Team", "market": "Chicago", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 49.4, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 34, "profile_url": "directory/cheryi-gatti-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 71, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "atlanta::individual::cheryl-amari", "name": "Cheryl Amari", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Keller Williams Realty Community Partners", "consumer_authority_score": 35.8, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/cheryl-amari/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 13, "review_count_public": 26, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/cheryl-amari.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/chez-realty" } } }, { "candidate_key": "chicago::individual::chezi-rafaeli", "name": "Chezi Rafaeli", "market": "Chicago", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 63.7, "ai_visibility_score": 18.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 42, "profile_url": "directory/chezi-rafaeli/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/chicago-residential-partners" } } }, { "candidate_key": "chicago::team::chicagohome-brokerage-network", "name": "ChicagoHome Brokerage Network", "market": "Chicago", "entity_type": "Team", "brokerage": "@Properties Christie's International Real Estate", "consumer_authority_score": 34.8, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 44, "profile_url": "directory/chicagohome-brokerage-network/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 41, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "nashville::individual::chirag-patel", "name": "Chirag Patel", "market": "Nashville", "entity_type": "Individual", "brokerage": "Reliant Realty ERA Powered", "consumer_authority_score": 71.6, "ai_visibility_score": 28.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 4, "profile_url": "directory/chirag-patel/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 312, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-5.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-5.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-5.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/chirag-patel.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 33, "review_count_public": 38, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/chris-junior.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/chris-junior" } } }, { "candidate_key": "boston::team::chris-kostopoulos-group", "name": "Chris Kostopoulos Group", "market": "Boston", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 73.9, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 11, "profile_url": "directory/chris-kostopoulos-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 60, "review_count_public": 116, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/chris-kostopoulos-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/chris-kostopoulos-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #11 for AI Visibility among published Boston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/chris-kostopoulos-group", "short": "2026 REAI Founding Honoree, #11 Boston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/chris-kostopoulos-group", "newsletter": "Chris Kostopoulos Group has been recognized as a 2026 REAI Founding Honoree, ranking #11 in the Boston team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/chris-kostopoulos-group" } } }, { "candidate_key": "chicago::team::chris-pequet-group", "name": "Chris Pequet Group", "market": "Chicago", "entity_type": "Team", "brokerage": "Jameson Sotheby's International Realty", "consumer_authority_score": 16.6, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 62, "profile_url": "directory/chris-pequet-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 24, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "san-diego::individual::chris-priola", "name": "Chris Priola", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 67.9, "ai_visibility_score": 24.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/chris-priola/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 252, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/chris-priola.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/chris-priola", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published San Diego individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/chris-priola", "short": "2026 REAI Founding Honoree, #14 San Diego Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/chris-priola", "newsletter": "Chris Priola has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the San Diego individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christensen-realty-group" } } }, { "candidate_key": "chicago::team::christie-ascione-property-group", "name": "Christie Ascione Property Group", "market": "Chicago", "entity_type": "Team", "brokerage": "@Properties Christie's International Real Estate", "consumer_authority_score": 15.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 65, "profile_url": "directory/christie-ascione-property-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 22, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "dallas-fort-worth::team::christie-cannon", "name": "Christie Cannon", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "LPT Realty", "consumer_authority_score": 91.8, "ai_visibility_score": 38.8, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/christie-cannon/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.5, "entity_clarity_rate": 1.0, "sales_transactions_public": 1241, "review_count_public": 693, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-5.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-5.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/christie-cannon.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/christie-cannon", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/christie-cannon", "short": "2026 REAI Founding Honoree, #3 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/christie-cannon", "newsletter": "Christie Cannon has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Dallas-Fort Worth team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christie-cannon" } } }, { "candidate_key": "san-diego::individual::christie-duguid", "name": "Christie Duguid", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 66.3, "ai_visibility_score": 23.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/christie-duguid/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 96, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/christie-duguid.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christie-duguid" } } }, { "candidate_key": "seattle::team::christine-company-inc", "name": "Christine & Company Inc.", "market": "Seattle", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 54.8, "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/christine-company-inc/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 67, "review_count_public": 36, "average_rating_public": 4.4, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/christine-company-inc.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christine-company-inc" } } }, { "candidate_key": "atlanta::team::christine-bradley-team", "name": "Christine Bradley Team", "market": "Atlanta", "entity_type": "Team", "brokerage": "Atlanta Fine Homes Sotheby's International Realty", "consumer_authority_score": 34.9, "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/christine-bradley-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 32, "review_count_public": 25, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/christine-bradley-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christine-bradley-team" } } }, { "candidate_key": "chicago::team::christine-cutrone-katie-hill", "name": "Christine Cutrone & Katie Hill", "market": "Chicago", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Chicago", "consumer_authority_score": 23.7, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 55, "profile_url": "directory/christine-cutrone-katie-hill/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 29, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "new-york-metro::individual::christine-hazelton", "name": "Christine Hazelton", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Houlihan Lawrence", "consumer_authority_score": 79.9, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 18, "profile_url": "directory/christine-hazelton/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 57, "review_count_public": 110, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/christine-hazelton.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/christine-hazelton", "internal_announcement": "Please join us in congratulating Christine Hazelton, recognized as a 2026 REAI Founding Honoree and published at #18 in the New York Metro individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/christine-hazelton", "press_blurb": "Christine Hazelton was named a 2026 REAI Founding Honoree and ranked #18 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christine-hazelton" } } }, { "candidate_key": "dallas-fort-worth::individual::christine-mckenny", "name": "Christine McKenny", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 59.3, "ai_visibility_score": 30.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 8, "profile_url": "directory/christine-mckenny/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 43, "review_count_public": 3, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/christine-mckenny.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/christine-mckenny", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Dallas-Fort Worth individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/christine-mckenny", "short": "2026 REAI Founding Honoree, #8 Dallas-Fort Worth Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/christine-mckenny", "newsletter": "Christine McKenny has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Dallas-Fort Worth individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/christine-mckenny", "internal_announcement": "Please join us in congratulating Christine McKenny, recognized as a 2026 REAI Founding Honoree and published at #8 in the Dallas-Fort Worth individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/christine-mckenny", "press_blurb": "Christine McKenny was named a 2026 REAI Founding Honoree and ranked #8 in the Dallas-Fort Worth individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christine-mckenny" } } }, { "candidate_key": "boston::team::christine-norcross-partners", "name": "Christine Norcross & Partners", "market": "Boston", "entity_type": "Team", "brokerage": "William Raveis Real Estate", "consumer_authority_score": 70.0, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 10, "profile_url": "directory/christine-norcross-partners/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 49, "review_count_public": 133, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-10.webp", "social_png_url": "/assets/badges/2026/boston/team/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-10.png", "square_jpg": "/assets/badges/2026/boston/team/top-10.jpg", "website_webp": "/assets/badges/2026/boston/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/christine-norcross-partners.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/christine-norcross-partners", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Boston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/christine-norcross-partners", "short": "2026 REAI Founding Honoree, #10 Boston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/christine-norcross-partners", "newsletter": "Christine Norcross & Partners has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Boston team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/christine-norcross-partners", "internal_announcement": "Please join us in congratulating Christine Norcross & Partners, recognized as a 2026 REAI Founding Honoree and published at #10 in the Boston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/christine-norcross-partners", "press_blurb": "Christine Norcross & Partners was named a 2026 REAI Founding Honoree and ranked #10 in the Boston team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christine-norcross-partners" } } }, { "candidate_key": "kansas-city::individual::christopher-kelly", "name": "Christopher Kelly", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Platinum Realty", "consumer_authority_score": 76.8, "ai_visibility_score": 38.1, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 1, "profile_url": "directory/christopher-kelly/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 62, "review_count_public": 51, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-5.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-5.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-5.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/christopher-kelly.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/christopher-kelly" } } }, { "candidate_key": "dallas-fort-worth::individual::christy-arnold", "name": "Christy Arnold", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 72.4, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 11, "profile_url": "directory/christy-arnold/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 107, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/christy-arnold.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cindi-sodolski-group" } } }, { "candidate_key": "st-louis::individual::cindy-burcham", "name": "Cindy Burcham", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Select Properties", "consumer_authority_score": 36.7, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/cindy-burcham/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 19, "review_count_public": 31, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/cindy-burcham.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/cindy-burcham", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published St. Louis individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/cindy-burcham", "short": "2026 REAI Founding Honoree, #25 St. Louis Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/cindy-burcham", "newsletter": "Cindy Burcham has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the St. Louis individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cindy-giles" } } }, { "candidate_key": "seattle::team::cindy-kelly-associates", "name": "Cindy Kelly & Associates", "market": "Seattle", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 48.7, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 14, "profile_url": "directory/cindy-kelly-associates/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 16, "review_count_public": 139, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/cindy-kelly-associates.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/city-real-estate" } } }, { "candidate_key": "new-york-metro::team::city-sphere", "name": "CITY SPHERE", "market": "New York Metro", "entity_type": "Team", "brokerage": "CITY SPHERE", "consumer_authority_score": 47.2, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 47, "profile_url": "directory/city-sphere/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 63, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "houston::team::cityside-properties-group", "name": "CitySide Properties Group", "market": "Houston", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 59.8, "ai_visibility_score": 24.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/cityside-properties-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 205, "review_count_public": 129, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/cityside-properties-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/cl-tang", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/cl-tang", "short": "2026 REAI Founding Honoree, #3 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/cl-tang", "newsletter": "CL Tang has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Seattle individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cl-tang" } } }, { "candidate_key": "st-louis::individual::clayton-cobler", "name": "Clayton Cobler", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 78.1, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/clayton-cobler/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 61, "review_count_public": 59, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/clayton-cobler.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/clayton-cobler", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published St. Louis individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/clayton-cobler", "short": "2026 REAI Founding Honoree, #16 St. Louis Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/clayton-cobler", "newsletter": "Clayton Cobler has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the St. Louis individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/clayton-cobler" } } }, { "candidate_key": "dallas-fort-worth::team::cliff-freeman-group", "name": "Cliff Freeman Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 85.9, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 18, "profile_url": "directory/cliff-freeman-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 282, "review_count_public": 157, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/cliff-freeman-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cloud-city-homes" } } }, { "candidate_key": "denver::team::co-lifestyle-real-estate-group", "name": "CO Lifestyle Real Estate Group", "market": "Denver", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 86.8, "ai_visibility_score": 28.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/co-lifestyle-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 242, "review_count_public": 270, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-10.webp", "social_png_url": "/assets/badges/2026/denver/team/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-10.png", "square_jpg": "/assets/badges/2026/denver/team/top-10.jpg", "website_webp": "/assets/badges/2026/denver/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/co-lifestyle-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/co-lifestyle-real-estate-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Denver teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/co-lifestyle-real-estate-group", "short": "2026 REAI Founding Honoree, #8 Denver Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/co-lifestyle-real-estate-group", "newsletter": "CO Lifestyle Real Estate Group has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Denver team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/co-lifestyle-real-estate-group" } } }, { "candidate_key": "los-angeles::individual::cody-brown", "name": "Cody Brown", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Rodeo Realty", "consumer_authority_score": 48.8, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/cody-brown/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 16, "review_count_public": 42, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/cody-brown.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/cody-brown", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/cody-brown", "short": "2026 REAI Founding Honoree, #25 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/cody-brown", "newsletter": "Cody Brown has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the Los Angeles individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cody-brown" } } }, { "candidate_key": "new-york-metro::individual::cody-vichinsky", "name": "Cody Vichinsky", "market": "New York Metro", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 79.2, "ai_visibility_score": 17.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 38, "profile_url": "directory/cody-vichinsky/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/connie-dornan-group" } } }, { "candidate_key": "st-louis::individual::connor-kapp", "name": "Connor Kapp", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty - Gundaker", "consumer_authority_score": 53.2, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/connor-kapp/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/connor-kapp.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/connor-kapp", "internal_announcement": "Please join us in congratulating Connor Kapp, recognized as a 2026 REAI Founding Honoree and published at #20 in the St. Louis individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/connor-kapp", "press_blurb": "Connor Kapp was named a 2026 REAI Founding Honoree and ranked #20 in the St. Louis individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/connor-kapp" } } }, { "candidate_key": "orlando::team::core-group", "name": "Core Group", "market": "Orlando", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 82.5, "ai_visibility_score": 41.2, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 7, "profile_url": "directory/core-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 227, "review_count_public": 516, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-10.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-10.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-10.png", "square_jpg": "/assets/badges/2026/orlando/team/top-10.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/core-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/core-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Orlando teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/core-group", "short": "2026 REAI Founding Honoree, #7 Orlando Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/core-group", "newsletter": "Core Group has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Orlando team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/core-group", "internal_announcement": "Please join us in congratulating Core Group, recognized as a 2026 REAI Founding Honoree and published at #7 in the Orlando team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/core-group", "press_blurb": "Core Group was named a 2026 REAI Founding Honoree and ranked #7 in the Orlando team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/core-group" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::corine-farhat", "name": "Corine Farhat", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 50.2, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 10, "profile_url": "directory/corine-farhat/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 64, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/corine-farhat.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/corine-farhat", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Washington DC / Northern Virginia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/corine-farhat", "short": "2026 REAI Founding Honoree, #10 Washington DC / Northern Virginia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/corine-farhat", "newsletter": "Corine Farhat has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Washington DC / Northern Virginia individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/corine-farhat" } } }, { "candidate_key": "boston::individual::courtney-goff-heald", "name": "Courtney Goff Heald", "market": "Boston", "entity_type": "Individual", "brokerage": "Corcoran Property Advisors", "consumer_authority_score": 42.2, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 19, "profile_url": "directory/courtney-goff-heald/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 10, "review_count_public": 46, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/courtney-goff-heald.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/courtney-goff-heald", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Boston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/courtney-goff-heald", "short": "2026 REAI Founding Honoree, #19 Boston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/courtney-goff-heald", "newsletter": "Courtney Goff Heald has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Boston individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/courtney-goff-heald" } } }, { "candidate_key": "los-angeles::individual::courtney-poulos", "name": "Courtney Poulos", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "ACME Real Estate", "consumer_authority_score": 77.4, "ai_visibility_score": 40.0, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Strong public proof", "category_rank": 1, "profile_url": "directory/courtney-poulos/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 40, "review_count_public": 107, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-5.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-5.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/courtney-poulos.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/courtney-poulos" } } }, { "candidate_key": "nashville::individual::courtney-yates", "name": "Courtney Yates", "market": "Nashville", "entity_type": "Individual", "brokerage": "Keller Williams Realty (Team Yates)", "consumer_authority_score": 82.7, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 9, "profile_url": "directory/courtney-yates/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 43, "review_count_public": 82, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-10.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-10.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-10.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/courtney-yates.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/courtney-yates" } } }, { "candidate_key": "san-francisco-bay-area::individual::craig-curreri", "name": "Craig Curreri", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 56.5, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/craig-curreri/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 34, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/craig-curreri.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/craig-curreri", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published San Francisco Bay Area individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/craig-curreri", "short": "2026 REAI Founding Honoree, #22 San Francisco Bay Area Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/craig-curreri", "newsletter": "Craig Curreri has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the San Francisco Bay Area individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/craig-curreri" } } }, { "candidate_key": "houston::individual::creston-inderrieden", "name": "Creston Inderrieden", "market": "Houston", "entity_type": "Individual", "brokerage": "Realty of America, LLC", "consumer_authority_score": 69.3, "ai_visibility_score": 18.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 27, "profile_url": "directory/creston-inderrieden/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 45, "review_count_public": 185, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/houston/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/houston/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "seattle::team::crowthers-shepodd", "name": "Crowthers & Shepodd", "market": "Seattle", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 69.6, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 12, "profile_url": "directory/crowthers-shepodd/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 66, "review_count_public": 146, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/crowthers-shepodd.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/curt-kelliher" } } }, { "candidate_key": "chicago::individual::cynthia-stolfe", "name": "Cynthia Stolfe", "market": "Chicago", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 78.2, "ai_visibility_score": 24.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 22, "profile_url": "directory/cynthia-stolfe/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 52, "review_count_public": 202, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/cynthia-stolfe.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/cynthia-stolfe", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Chicago individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/cynthia-stolfe", "short": "2026 REAI Founding Honoree, #22 Chicago Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/cynthia-stolfe", "newsletter": "Cynthia Stolfe has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Chicago individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cynthia-stolfe" } } }, { "candidate_key": "los-angeles::individual::cyrene-dellinger", "name": "Cyrene Dellinger", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Keller Williams Encino/Sherman Oaks", "consumer_authority_score": 38.4, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 27, "profile_url": "directory/cyrene-dellinger/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 10, "review_count_public": 36, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "seattle::individual::cyrus-fiene", "name": "Cyrus Fiene", "market": "Seattle", "entity_type": "Individual", "brokerage": "Coldwell Banker Bain", "consumer_authority_score": 65.1, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 18, "profile_url": "directory/cyrus-fiene/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 46, "review_count_public": 69, "average_rating_public": 4.97, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/cyrus-fiene.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/cyrus-fiene", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #18 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/cyrus-fiene", "short": "2026 REAI Founding Honoree, #18 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/cyrus-fiene", "newsletter": "Cyrus Fiene has been recognized as a 2026 REAI Founding Honoree, ranking #18 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/cyrus-fiene", "internal_announcement": "Please join us in congratulating Cyrus Fiene, recognized as a 2026 REAI Founding Honoree and published at #18 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/cyrus-fiene", "press_blurb": "Cyrus Fiene was named a 2026 REAI Founding Honoree and ranked #18 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/cyrus-fiene" } } }, { "candidate_key": "philadelphia::team::damon-michels-team", "name": "Damon Michels Team", "market": "Philadelphia", "entity_type": "Team", "brokerage": "KW Main Line", "consumer_authority_score": 65.5, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 16, "profile_url": "directory/damon-michels-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 124, "review_count_public": 205, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/damon-michels-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/damon-michels-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/damon-michels-team", "short": "2026 REAI Founding Honoree, #16 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/damon-michels-team", "newsletter": "Damon Michels Team has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the Philadelphia team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/damon-michels-team" } } }, { "candidate_key": "nashville::team::damon-smith-team", "name": "Damon Smith Team", "market": "Nashville", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 52.3, "ai_visibility_score": 28.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/damon-smith-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 19, "review_count_public": 240, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/damon-smith-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/damon-smith-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #15 for AI Visibility among published Nashville teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/damon-smith-team", "short": "2026 REAI Founding Honoree, #15 Nashville Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/damon-smith-team", "newsletter": "Damon Smith Team has been recognized as a 2026 REAI Founding Honoree, ranking #15 in the Nashville team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/damon-smith-team" } } }, { "candidate_key": "dallas-fort-worth::individual::damon-williamson", "name": "Damon Williamson", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 62.3, "ai_visibility_score": 35.5, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Established public proof", "category_rank": 5, "profile_url": "directory/damon-williamson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.25, "entity_clarity_rate": 1.0, "sales_transactions_public": 50, "review_count_public": 7, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-5.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-5.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/damon-williamson.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/damon-williamson" } } }, { "candidate_key": "houston::individual::dan-mccarver", "name": "Dan McCarver", "market": "Houston", "entity_type": "Individual", "brokerage": "Better Homes and Gardens Real Estate Gary Greene", "consumer_authority_score": 66.1, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 17, "profile_url": "directory/dan-mccarver/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 30, "review_count_public": 466, "average_rating_public": 4.95, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/dan-mccarver.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/dan-mccarver", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published Houston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/dan-mccarver", "short": "2026 REAI Founding Honoree, #17 Houston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/dan-mccarver", "newsletter": "Dan McCarver has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/dan-mccarver", "internal_announcement": "Please join us in congratulating Dan McCarver, recognized as a 2026 REAI Founding Honoree and published at #17 in the Houston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/dan-mccarver", "press_blurb": "Dan McCarver was named a 2026 REAI Founding Honoree and ranked #17 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dan-mccarver" } } }, { "candidate_key": "las-vegas::individual::dan-mumm", "name": "Dan Mumm", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis", "consumer_authority_score": 83.6, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 6, "profile_url": "directory/dan-mumm/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 189, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-10.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-10.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/dan-mumm.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/dan-mumm", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/dan-mumm", "short": "2026 REAI Founding Honoree, #6 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/dan-mumm", "newsletter": "Dan Mumm has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/dan-mumm", "internal_announcement": "Please join us in congratulating Dan Mumm, recognized as a 2026 REAI Founding Honoree and published at #6 in the Las Vegas individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/dan-mumm", "press_blurb": "Dan Mumm was named a 2026 REAI Founding Honoree and ranked #6 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dan-mumm" } } }, { "candidate_key": "los-angeles::individual::dan-urbach", "name": "Dan Urbach", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 58.6, "ai_visibility_score": 16.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 39, "profile_url": "directory/dan-urbach/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 52, "review_count_public": 36, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "san-francisco-bay-area::team::dana-green-team", "name": "Dana Green Team", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 52.6, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/dana-green-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 67, "review_count_public": 66, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/dana-green-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/dana-green-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published San Francisco Bay Area teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/dana-green-team", "short": "2026 REAI Founding Honoree, #21 San Francisco Bay Area Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/dana-green-team", "newsletter": "Dana Green Team has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the San Francisco Bay Area team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/dana-green-team", "internal_announcement": "Please join us in congratulating Dana Green Team, recognized as a 2026 REAI Founding Honoree and published at #21 in the San Francisco Bay Area team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/dana-green-team", "press_blurb": "Dana Green Team was named a 2026 REAI Founding Honoree and ranked #21 in the San Francisco Bay Area team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dana-green-team" } } }, { "candidate_key": "houston::individual::dana-johnson", "name": "Dana Johnson", "market": "Houston", "entity_type": "Individual", "brokerage": "Douglas Elliman", "consumer_authority_score": 83.1, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 10, "profile_url": "directory/dana-johnson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 55, "review_count_public": 151, "average_rating_public": 4.97, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-10.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-10.png", "square_jpg": "/assets/badges/2026/houston/individual/top-10.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/dana-johnson.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/dana-johnson", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Houston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/dana-johnson", "short": "2026 REAI Founding Honoree, #10 Houston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/dana-johnson", "newsletter": "Dana Johnson has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Houston individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dana-johnson" } } }, { "candidate_key": "st-louis::individual::dana-tippit", "name": "Dana Tippit", "market": "St. Louis", "entity_type": "Individual", "brokerage": "RE/MAX Results", "consumer_authority_score": 44.5, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 21, "profile_url": "directory/dana-tippit/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 16, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/dana-tippit.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dana-tippit" } } }, { "candidate_key": "kansas-city::team::dani-beyer-real-estate", "name": "Dani Beyer Real Estate", "market": "Kansas City", "entity_type": "Team", "brokerage": "Keller Williams Kansas City North", "consumer_authority_score": 82.8, "ai_visibility_score": 53.1, "ai_visibility_evidence": "32 checks / 8 mentions", "authority_band": "Elite public proof", "category_rank": 2, "profile_url": "directory/dani-beyer-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 8, "mention_rate": 0.25, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 220, "review_count_public": 303, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-5.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-5.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-5.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-5.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/dani-beyer-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/dani-beyer-real-estate", "internal_announcement": "Please join us in congratulating Dani Beyer Real Estate, recognized as a 2026 REAI Founding Honoree and published at #2 in the Kansas City team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/dani-beyer-real-estate", "press_blurb": "Dani Beyer Real Estate was named a 2026 REAI Founding Honoree and ranked #2 in the Kansas City team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dani-beyer-real-estate" } } }, { "candidate_key": "philadelphia::individual::daniel-mccloskey", "name": "Daniel McCloskey", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "RE/MAX Properties Ltd", "consumer_authority_score": 75.5, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/daniel-mccloskey/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 40, "review_count_public": 69, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/daniel-mccloskey.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/daniel-mccloskey", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published Philadelphia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/daniel-mccloskey", "short": "2026 REAI Founding Honoree, #13 Philadelphia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/daniel-mccloskey", "newsletter": "Daniel McCloskey has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/daniel-mccloskey", "internal_announcement": "Please join us in congratulating Daniel McCloskey, recognized as a 2026 REAI Founding Honoree and published at #13 in the Philadelphia individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/daniel-mccloskey", "press_blurb": "Daniel McCloskey was named a 2026 REAI Founding Honoree and ranked #13 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/daniel-mccloskey" } } }, { "candidate_key": "chicago::individual::danielle-dowell", "name": "Danielle Dowell", "market": "Chicago", "entity_type": "Individual", "brokerage": "Berkshire Hathaway Home Services - Chicago", "consumer_authority_score": 73.4, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Strong public proof", "category_rank": 19, "profile_url": "directory/danielle-dowell/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 166, "review_count_public": 334, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/danielle-dowell.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/danielle-dowell", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Chicago individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/danielle-dowell", "short": "2026 REAI Founding Honoree, #19 Chicago Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/danielle-dowell", "newsletter": "Danielle Dowell has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/danielle-dowell", "internal_announcement": "Please join us in congratulating Danielle Dowell, recognized as a 2026 REAI Founding Honoree and published at #19 in the Chicago individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/danielle-dowell", "press_blurb": "Danielle Dowell was named a 2026 REAI Founding Honoree and ranked #19 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/danielle-dowell" } } }, { "candidate_key": "las-vegas::individual::danielle-hess", "name": "Danielle Hess", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Nevada Properties", "consumer_authority_score": 51.9, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 10, "profile_url": "directory/danielle-hess/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 96, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-10.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-10.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/danielle-hess.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/danielle-hess", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/danielle-hess", "short": "2026 REAI Founding Honoree, #10 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/danielle-hess", "newsletter": "Danielle Hess has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Las Vegas individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/danielle-hess" } } }, { "candidate_key": "san-diego::team::dannecker-associates", "name": "Dannecker & Associates", "market": "San Diego", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/dannecker-associates/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 137, "review_count_public": 85, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/dannecker-associates.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/dannecker-associates", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published San Diego teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/dannecker-associates", "short": "2026 REAI Founding Honoree, #16 San Diego Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/dannecker-associates", "newsletter": "Dannecker & Associates has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the San Diego team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dannecker-associates" } } }, { "candidate_key": "seattle::individual::danny-greco", "name": "Danny Greco", "market": "Seattle", "entity_type": "Individual", "brokerage": "Keller Williams Greater Seattle", "consumer_authority_score": 75.7, "ai_visibility_score": 43.6, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Strong public proof", "category_rank": 1, "profile_url": "directory/danny-greco/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 34, "review_count_public": 161, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-5.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-5.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-5.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/danny-greco.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/danny-greco", "internal_announcement": "Please join us in congratulating Danny Greco, recognized as a 2026 REAI Founding Honoree and published at #1 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/danny-greco", "press_blurb": "Danny Greco was named a 2026 REAI Founding Honoree and ranked #1 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/danny-greco" } } }, { "candidate_key": "los-angeles::individual::danny-navarro", "name": "Danny Navarro", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "DN Real Estate", "consumer_authority_score": 43.6, "ai_visibility_score": 8.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 46, "profile_url": "directory/danny-navarro/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 106, "review_count_public": 15, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "seattle::individual::darius-cincys", "name": "Darius Cincys", "market": "Seattle", "entity_type": "Individual", "brokerage": "Coldwell Banker Bain", "consumer_authority_score": 57.4, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/darius-cincys/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 21, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/darius-cincys.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/darius-cincys", "internal_announcement": "Please join us in congratulating Darius Cincys, recognized as a 2026 REAI Founding Honoree and published at #20 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/darius-cincys", "press_blurb": "Darius Cincys was named a 2026 REAI Founding Honoree and ranked #20 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/darius-cincys" } } }, { "candidate_key": "boston::individual::darleen-lannon", "name": "Darleen Lannon", "market": "Boston", "entity_type": "Individual", "brokerage": "William Raveis Real Estate", "consumer_authority_score": 94.1, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 5, "profile_url": "directory/darleen-lannon/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 72, "review_count_public": 106, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-5.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-5.png", "square_jpg": "/assets/badges/2026/boston/individual/top-5.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/darleen-lannon.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/darleen-lannon" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::daryl-judy", "name": "Daryl Judy", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "consumer_authority_score": 81.6, "ai_visibility_score": 42.4, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Elite public proof", "category_rank": 1, "profile_url": "directory/daryl-judy/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/daryl-judy.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/daryl-judy" } } }, { "candidate_key": "chicago::individual::dave-moreno", "name": "Dave Moreno", "market": "Chicago", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 50.9, "ai_visibility_score": 22.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 40, "profile_url": "directory/dave-moreno/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 37, "review_count_public": 52, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "new-york-metro::individual::david-calabrese", "name": "David Calabrese", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Howard Hanna Rand Realty", "consumer_authority_score": 60.6, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 11, "profile_url": "directory/david-calabrese/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 13, "review_count_public": 161, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/david-calabrese.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/david-dorman" } } }, { "candidate_key": "los-angeles::individual::david-parnes", "name": "David Parnes", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 79.4, "ai_visibility_score": 17.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 37, "profile_url": "directory/david-parnes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.3, "entity_clarity_rate": 0.917, "sales_transactions_public": 70, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "los-angeles::individual::david-rothblum", "name": "David Rothblum", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "RE/MAX ONE", "consumer_authority_score": 68.9, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 15, "profile_url": "directory/david-rothblum/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 88, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/david-rothblum.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dawn-mckenna-group" } } }, { "candidate_key": "chicago::individual::deb-hess", "name": "Deb Hess", "market": "Chicago", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 56.6, "ai_visibility_score": 11.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 49, "profile_url": "directory/deb-hess/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 128, "review_count_public": 104, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "washington-dc-northern-virginia::team::debbie-dogrul-associates", "name": "Debbie Dogrul Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 86.8, "ai_visibility_score": 40.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 7, "profile_url": "directory/debbie-dogrul-associates/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/debbie-dogrul-associates.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/debbie-dogrul-associates" } } }, { "candidate_key": "atlanta::individual::debbie-sonenshine", "name": "Debbie Sonenshine", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 41.0, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 22, "profile_url": "directory/debbie-sonenshine/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 11, "review_count_public": 37, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/debbie-sonenshine.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/debbie-sonenshine", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Atlanta individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/debbie-sonenshine", "short": "2026 REAI Founding Honoree, #22 Atlanta Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/debbie-sonenshine", "newsletter": "Debbie Sonenshine has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Atlanta individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/debbie-sonenshine" } } }, { "candidate_key": "boston::individual::debi-benoit", "name": "Debi Benoit", "market": "Boston", "entity_type": "Individual", "brokerage": "William Raveis", "consumer_authority_score": 74.7, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 9, "profile_url": "directory/debi-benoit/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 76, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-10.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-10.png", "square_jpg": "/assets/badges/2026/boston/individual/top-10.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/debi-benoit.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/debi-benoit" } } }, { "candidate_key": "orlando::individual::debi-roldan", "name": "Debi Roldan", "market": "Orlando", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 51.3, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 13, "profile_url": "directory/debi-roldan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 58, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/debi-roldan.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/deborah-kern" } } }, { "candidate_key": "chicago::individual::debra-dobbs", "name": "Debra Dobbs", "market": "Chicago", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 48.6, "ai_visibility_score": 9.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 50, "profile_url": "directory/debra-dobbs/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 166, "review_count_public": 26, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "atlanta::individual::debra-johnston", "name": "Debra Johnston", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty | Global Luxury", "consumer_authority_score": 41.9, "ai_visibility_score": 45.8, "ai_visibility_evidence": "32 checks / 6 mentions", "authority_band": "Production proof captured", "category_rank": 3, "profile_url": "directory/debra-johnston/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 6, "mention_rate": 0.188, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 6, "review_count_public": 27, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-5.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-5.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-5.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/debra-johnston.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/debra-johnston", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Atlanta individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/debra-johnston", "short": "2026 REAI Founding Honoree, #3 Atlanta Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/debra-johnston", "newsletter": "Debra Johnston has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/debra-johnston", "internal_announcement": "Please join us in congratulating Debra Johnston, recognized as a 2026 REAI Founding Honoree and published at #3 in the Atlanta individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/debra-johnston", "press_blurb": "Debra Johnston was named a 2026 REAI Founding Honoree and ranked #3 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/debra-johnston" } } }, { "candidate_key": "seattle::individual::deepti-gupta", "name": "Deepti Gupta", "market": "Seattle", "entity_type": "Individual", "brokerage": "Deepti Gupta Real Estate", "consumer_authority_score": 77.2, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/deepti-gupta/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 61, "review_count_public": 100, "average_rating_public": 4.96, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/deepti-gupta.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/deepti-gupta", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/deepti-gupta", "short": "2026 REAI Founding Honoree, #13 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/deepti-gupta", "newsletter": "Deepti Gupta has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/deepti-gupta", "internal_announcement": "Please join us in congratulating Deepti Gupta, recognized as a 2026 REAI Founding Honoree and published at #13 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/deepti-gupta", "press_blurb": "Deepti Gupta was named a 2026 REAI Founding Honoree and ranked #13 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/deepti-gupta" } } }, { "candidate_key": "san-francisco-bay-area::individual::denise-lucchesi", "name": "Denise Lucchesi", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "CENTURY 21 Epic", "consumer_authority_score": 63.5, "ai_visibility_score": 25.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 25, "profile_url": "directory/denise-lucchesi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 55, "review_count_public": 25, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/denise-lucchesi.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/denise-lucchesi" } } }, { "candidate_key": "boston::individual::denise-mosher", "name": "Denise Mosher", "market": "Boston", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 78.8, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 10, "profile_url": "directory/denise-mosher/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 51, "review_count_public": 66, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-10.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-10.png", "square_jpg": "/assets/badges/2026/boston/individual/top-10.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/denise-mosher.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/denise-mosher" } } }, { "candidate_key": "boston::team::depend-on-dakota", "name": "Depend on Dakota", "market": "Boston", "entity_type": "Team", "brokerage": "Keller Williams Realty", "consumer_authority_score": 75.0, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 9, "profile_url": "directory/depend-on-dakota/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 56, "review_count_public": 147, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-10.webp", "social_png_url": "/assets/badges/2026/boston/team/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-10.png", "square_jpg": "/assets/badges/2026/boston/team/top-10.jpg", "website_webp": "/assets/badges/2026/boston/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/depend-on-dakota.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/depend-on-dakota" } } }, { "candidate_key": "denver::individual::derrick-wheeler-ii", "name": "Derrick Wheeler II", "market": "Denver", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 42.9, "ai_visibility_score": 34.5, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Production proof captured", "category_rank": 4, "profile_url": "directory/derrick-wheeler-ii/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 24, "review_count_public": 60, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-5.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-5.png", "square_jpg": "/assets/badges/2026/denver/individual/top-5.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/derrick-wheeler-ii.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/derrick-wheeler-ii", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Denver individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/derrick-wheeler-ii", "short": "2026 REAI Founding Honoree, #4 Denver Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/derrick-wheeler-ii", "newsletter": "Derrick Wheeler II has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/derrick-wheeler-ii", "internal_announcement": "Please join us in congratulating Derrick Wheeler II, recognized as a 2026 REAI Founding Honoree and published at #4 in the Denver individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/derrick-wheeler-ii", "press_blurb": "Derrick Wheeler II was named a 2026 REAI Founding Honoree and ranked #4 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/derrick-wheeler-ii" } } }, { "candidate_key": "minneapolis-st-paul::team::desrochers-realty-group", "name": "Desrochers Realty Group", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 82.5, "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 12, "profile_url": "directory/desrochers-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 448, "review_count_public": 315, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/desrochers-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/desrochers-realty-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published Minneapolis-St. Paul teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/desrochers-realty-group", "short": "2026 REAI Founding Honoree, #12 Minneapolis-St. Paul Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/desrochers-realty-group", "newsletter": "Desrochers Realty Group has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the Minneapolis-St. Paul team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/desrochers-realty-group" } } }, { "candidate_key": "dallas-fort-worth::team::detwiler-wood-group", "name": "Detwiler + Wood Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 60.8, "ai_visibility_score": 38.4, "ai_visibility_evidence": "32 checks / 6 mentions", "authority_band": "Established public proof", "category_rank": 4, "profile_url": "directory/detwiler-wood-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 6, "mention_rate": 0.188, "captured_citation_rate": 0.5, "entity_clarity_rate": 1.0, "sales_transactions_public": 105, "review_count_public": 1, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-5.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-5.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/detwiler-wood-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/detwiler-wood-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/detwiler-wood-group", "short": "2026 REAI Founding Honoree, #4 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/detwiler-wood-group", "newsletter": "Detwiler + Wood Group has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Dallas-Fort Worth team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/detwiler-wood-group", "internal_announcement": "Please join us in congratulating Detwiler + Wood Group, recognized as a 2026 REAI Founding Honoree and published at #4 in the Dallas-Fort Worth team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/detwiler-wood-group", "press_blurb": "Detwiler + Wood Group was named a 2026 REAI Founding Honoree and ranked #4 in the Dallas-Fort Worth team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/detwiler-wood-group" } } }, { "candidate_key": "philadelphia::individual::diane-reddington", "name": "Diane Reddington", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 84.9, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 10, "profile_url": "directory/diane-reddington/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 98, "review_count_public": 98, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-10.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-10.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-10.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/diane-reddington.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/diane-reddington", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Philadelphia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/diane-reddington", "short": "2026 REAI Founding Honoree, #10 Philadelphia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/diane-reddington", "newsletter": "Diane Reddington has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Philadelphia individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/diane-reddington" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::dina-gorrell", "name": "Dina Gorrell", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 61.6, "ai_visibility_score": 24.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 16, "profile_url": "directory/dina-gorrell/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 23, "review_count_public": 300, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/dina-gorrell.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/dina-gorrell" } } }, { "candidate_key": "las-vegas::team::diraffaele-group", "name": "DiRaffaele Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 50.0, "ai_visibility_score": 39.0, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 6, "profile_url": "directory/diraffaele-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 59, "review_count_public": 103, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-10.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-10.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-10.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-10.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/diraffaele-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/diraffaele-group" } } }, { "candidate_key": "san-francisco-bay-area::team::disen-cai-real-estate-group", "name": "Disen Cai Real Estate Group", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 41.1, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/disen-cai-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 79, "review_count_public": 28, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/disen-cai-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/disen-cai-real-estate-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published San Francisco Bay Area teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/disen-cai-real-estate-group", "short": "2026 REAI Founding Honoree, #25 San Francisco Bay Area Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/disen-cai-real-estate-group", "newsletter": "Disen Cai Real Estate Group has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the San Francisco Bay Area team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/disen-cai-real-estate-group" } } }, { "candidate_key": "denver::team::divito-dream-makers", "name": "DiVito Dream Makers", "market": "Denver", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 69.0, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 16, "profile_url": "directory/divito-dream-makers/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 107, "review_count_public": 76, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-25.webp", "social_png_url": "/assets/badges/2026/denver/team/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-25.png", "square_jpg": "/assets/badges/2026/denver/team/top-25.jpg", "website_webp": "/assets/badges/2026/denver/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/divito-dream-makers.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/divito-dream-makers" } } }, { "candidate_key": "denver::individual::dominic-miller", "name": "Dominic Miller", "market": "Denver", "entity_type": "Individual", "brokerage": "Compass (Dominic Miller Homes)", "consumer_authority_score": 83.0, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 9, "profile_url": "directory/dominic-miller/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 50, "review_count_public": 85, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-10.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-10.png", "square_jpg": "/assets/badges/2026/denver/individual/top-10.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/dominic-miller.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/doyle-goodrowe-curated-living" } } }, { "candidate_key": "los-angeles::individual::drew-fenton", "name": "Drew Fenton", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 81.0, "ai_visibility_score": 17.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 36, "profile_url": "directory/drew-fenton/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.325, "entity_clarity_rate": 0.846, "sales_transactions_public": 22, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "miami-south-florida::team::drew-kern", "name": "Drew Kern", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices EWM Realty", "consumer_authority_score": 63.8, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/drew-kern/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 61, "review_count_public": 144, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/drew-kern.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/edward-meltser" } } }, { "candidate_key": "new-york-metro::team::eklund-gomes-team", "name": "Eklund-Gomes Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 65.9, "ai_visibility_score": 25.2, "ai_visibility_evidence": "32 checks / 6 mentions", "authority_band": "Established public proof", "category_rank": 28, "profile_url": "directory/eklund-gomes-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 6, "mention_rate": 0.188, "captured_citation_rate": 0.3333, "entity_clarity_rate": 1.0, "sales_transactions_public": 1965, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "atlanta::individual::elena-gist", "name": "Elena Gist", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 93.4, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 7, "profile_url": "directory/elena-gist/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 70, "review_count_public": 160, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-10.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-10.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-10.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/elena-gist.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/elena-gist", "internal_announcement": "Please join us in congratulating Elena Gist, recognized as a 2026 REAI Founding Honoree and published at #7 in the Atlanta individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/elena-gist", "press_blurb": "Elena Gist was named a 2026 REAI Founding Honoree and ranked #7 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/elena-gist" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::elena-gorbounova", "name": "Elena Gorbounova", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "RE/MAX Allegiance", "consumer_authority_score": 66.1, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 6, "profile_url": "directory/elena-gorbounova/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 126, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/elena-gorbounova.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/elena-gorbounova", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Washington DC / Northern Virginia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/elena-gorbounova", "short": "2026 REAI Founding Honoree, #6 Washington DC / Northern Virginia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/elena-gorbounova", "newsletter": "Elena Gorbounova has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Washington DC / Northern Virginia individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/elena-gorbounova" } } }, { "candidate_key": "philadelphia::team::eli-qarkaxhia-team-q-u-team", "name": "Eli Qarkaxhia Team (Q & U Team)", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.8, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 15, "profile_url": "directory/eli-qarkaxhia-team-q-u-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 254, "review_count_public": 194, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/eli-qarkaxhia-team-q-u-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/eli-qarkaxhia-team-q-u-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #15 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/eli-qarkaxhia-team-q-u-team", "short": "2026 REAI Founding Honoree, #15 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/eli-qarkaxhia-team-q-u-team", "newsletter": "Eli Qarkaxhia Team (Q & U Team) has been recognized as a 2026 REAI Founding Honoree, ranking #15 in the Philadelphia team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/eli-qarkaxhia-team-q-u-team" } } }, { "candidate_key": "san-diego::individual::elidie-strouse", "name": "Elidie Strouse", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 39.2, "ai_visibility_score": 23.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 21, "profile_url": "directory/elidie-strouse/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 63, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/elidie-strouse.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/elidie-strouse" } } }, { "candidate_key": "san-diego::individual::elisa-hammer", "name": "Elisa Hammer", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 41.5, "ai_visibility_score": 21.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/elisa-hammer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 27, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/elisa-hammer.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/elisa-hammer" } } }, { "candidate_key": "san-francisco-bay-area::individual::elisa-uribe", "name": "Elisa Uribe", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Golden Gate Sotheby's International Realty", "consumer_authority_score": 43.1, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 20, "profile_url": "directory/elisa-uribe/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 9, "review_count_public": 42, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/elisa-uribe.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/elisa-uribe" } } }, { "candidate_key": "chicago::individual::elizabeth-august", "name": "Elizabeth August", "market": "Chicago", "entity_type": "Individual", "brokerage": "@Properties Christie's International Real Estate", "consumer_authority_score": 79.3, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/elizabeth-august/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 32, "review_count_public": 105, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-10.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-10.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-10.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/elizabeth-august.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/elizabeth-august" } } }, { "candidate_key": "chicago::individual::elizabeth-badrinath", "name": "Elizabeth Badrinath", "market": "Chicago", "entity_type": "Individual", "brokerage": "@properties Christie's International Real Estate", "consumer_authority_score": 37.3, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 20, "profile_url": "directory/elizabeth-badrinath/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 11, "review_count_public": 26, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/elizabeth-badrinath.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/elizabeth-badrinath" } } }, { "candidate_key": "denver::individual::elizabeth-zimmermann", "name": "Elizabeth Zimmermann", "market": "Denver", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 60.3, "ai_visibility_score": 23.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 24, "profile_url": "directory/elizabeth-zimmermann/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 80, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/elizabeth-zimmermann.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/emily-sachs-wong" } } }, { "candidate_key": "houston::team::energy-realty", "name": "Energy Realty", "market": "Houston", "entity_type": "Team", "brokerage": "Energy Realty", "consumer_authority_score": 79.2, "ai_visibility_score": 29.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 6, "profile_url": "directory/energy-realty/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 163, "review_count_public": 681, "average_rating_public": 4.98, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-10.webp", "social_png_url": "/assets/badges/2026/houston/team/top-10.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-10.png", "square_jpg": "/assets/badges/2026/houston/team/top-10.jpg", "website_webp": "/assets/badges/2026/houston/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/energy-realty.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/energy-realty", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Houston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/energy-realty", "short": "2026 REAI Founding Honoree, #6 Houston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/energy-realty", "newsletter": "Energy Realty has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Houston team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/energy-realty", "internal_announcement": "Please join us in congratulating Energy Realty, recognized as a 2026 REAI Founding Honoree and published at #6 in the Houston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/energy-realty", "press_blurb": "Energy Realty was named a 2026 REAI Founding Honoree and ranked #6 in the Houston team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/energy-realty" } } }, { "candidate_key": "kansas-city::team::eric-craig-real-estate-team", "name": "Eric Craig Real Estate Team", "market": "Kansas City", "entity_type": "Team", "brokerage": "ReeceNichols (KC Northland/Smithville MO)", "consumer_authority_score": 89.4, "ai_visibility_score": 28.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 10, "profile_url": "directory/eric-craig-real-estate-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 517, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-10.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-10.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-10.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-10.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/eric-craig-real-estate-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/eric-craig-real-estate-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Kansas City teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/eric-craig-real-estate-team", "short": "2026 REAI Founding Honoree, #10 Kansas City Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/eric-craig-real-estate-team", "newsletter": "Eric Craig Real Estate Team has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Kansas City team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/eric-craig-real-estate-team" } } }, { "candidate_key": "miami-south-florida::individual::eric-farmelant", "name": "Eric Farmelant", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 58.0, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/eric-farmelant/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 48, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/eric-farmelant.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/eric-farmelant" } } }, { "candidate_key": "los-angeles::individual::eric-lavey", "name": "Eric Lavey", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "The Agency", "consumer_authority_score": 61.9, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 20, "profile_url": "directory/eric-lavey/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 11, "review_count_public": 53, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/eric-lavey.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/eric-lavey" } } }, { "candidate_key": "miami-south-florida::individual::eric-levy-pa", "name": "Eric Levy, Pa", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 71.3, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 12, "profile_url": "directory/eric-levy-pa/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 89, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/eric-levy-pa.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/eric-stein-team", "internal_announcement": "Please join us in congratulating Eric Stein Team, recognized as a 2026 REAI Founding Honoree and published at #6 in the New York Metro team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/eric-stein-team", "press_blurb": "Eric Stein Team was named a 2026 REAI Founding Honoree and ranked #6 in the New York Metro team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/eric-stein-team" } } }, { "candidate_key": "philadelphia::team::erica-deuschle-co", "name": "Erica Deuschle & Co", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Keller Williams Main Line", "consumer_authority_score": 92.6, "ai_visibility_score": 29.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 9, "profile_url": "directory/erica-deuschle-co/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 372, "review_count_public": 588, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-10.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-10.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-10.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/erica-deuschle-co.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/erica-deuschle-co", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #9 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/erica-deuschle-co", "short": "2026 REAI Founding Honoree, #9 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/erica-deuschle-co", "newsletter": "Erica Deuschle & Co has been recognized as a 2026 REAI Founding Honoree, ranking #9 in the Philadelphia team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/erica-deuschle-co", "internal_announcement": "Please join us in congratulating Erica Deuschle & Co, recognized as a 2026 REAI Founding Honoree and published at #9 in the Philadelphia team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/erica-deuschle-co", "press_blurb": "Erica Deuschle & Co was named a 2026 REAI Founding Honoree and ranked #9 in the Philadelphia team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/erica-deuschle-co" } } }, { "candidate_key": "washington-dc-northern-virginia::team::erich-cabe-team", "name": "Erich Cabe Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.7, "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 15, "profile_url": "directory/erich-cabe-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/erich-cabe-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/erich-cabe-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #15 for AI Visibility among published Washington DC / Northern Virginia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/erich-cabe-team", "short": "2026 REAI Founding Honoree, #15 Washington DC / Northern Virginia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/erich-cabe-team", "newsletter": "Erich Cabe Team has been recognized as a 2026 REAI Founding Honoree, ranking #15 in the Washington DC / Northern Virginia team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/erich-cabe-team", "internal_announcement": "Please join us in congratulating Erich Cabe Team, recognized as a 2026 REAI Founding Honoree and published at #15 in the Washington DC / Northern Virginia team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/erich-cabe-team", "press_blurb": "Erich Cabe Team was named a 2026 REAI Founding Honoree and ranked #15 in the Washington DC / Northern Virginia team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/erich-cabe-team" } } }, { "candidate_key": "minneapolis-st-paul::individual::erik-wood", "name": "Erik Wood", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 44.1, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 16, "profile_url": "directory/erik-wood/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 11, "review_count_public": 65, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/erik-wood.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/erik-wood" } } }, { "candidate_key": "nashville::team::erin-krueger-team", "name": "Erin Krueger Team", "market": "Nashville", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 71.5, "ai_visibility_score": 49.6, "ai_visibility_evidence": "32 checks / 7 mentions", "authority_band": "Strong public proof", "category_rank": 2, "profile_url": "directory/erin-krueger-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 7, "mention_rate": 0.219, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 130, "review_count_public": 81, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-5.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-5.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-5.png", "square_jpg": "/assets/badges/2026/nashville/team/top-5.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/erin-krueger-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/erin-krueger-team" } } }, { "candidate_key": "dallas-fort-worth::individual::erin-mathews", "name": "Erin Mathews", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 63.1, "ai_visibility_score": 30.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 7, "profile_url": "directory/erin-mathews/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 21, "review_count_public": 3, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/erin-mathews.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/erin-mathews" } } }, { "candidate_key": "houston::individual::erin-mckie", "name": "Erin McKie", "market": "Houston", "entity_type": "Individual", "brokerage": "Corcoran Prestige Realty", "consumer_authority_score": 48.7, "ai_visibility_score": 31.0, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 5, "profile_url": "directory/erin-mckie/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 21, "review_count_public": 227, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-5.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-5.png", "square_jpg": "/assets/badges/2026/houston/individual/top-5.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/erin-mckie.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/erin-mckie", "internal_announcement": "Please join us in congratulating Erin McKie, recognized as a 2026 REAI Founding Honoree and published at #5 in the Houston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/erin-mckie", "press_blurb": "Erin McKie was named a 2026 REAI Founding Honoree and ranked #5 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/erin-mckie" } } }, { "candidate_key": "orlando::team::eve-metlis-team", "name": "Eve Metlis Team", "market": "Orlando", "entity_type": "Team", "brokerage": "Watson Realty Corp.", "consumer_authority_score": 45.4, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 19, "profile_url": "directory/eve-metlis-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 32, "review_count_public": 100, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/eve-metlis-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/eve-metlis-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Orlando teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/eve-metlis-team", "short": "2026 REAI Founding Honoree, #19 Orlando Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/eve-metlis-team", "newsletter": "Eve Metlis Team has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Orlando team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/eve-metlis-team", "internal_announcement": "Please join us in congratulating Eve Metlis Team, recognized as a 2026 REAI Founding Honoree and published at #19 in the Orlando team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/eve-metlis-team", "press_blurb": "Eve Metlis Team was named a 2026 REAI Founding Honoree and ranked #19 in the Orlando team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/eve-metlis-team" } } }, { "candidate_key": "st-louis::team::experience-real-estate-partners", "name": "Experience Real Estate Partners", "market": "St. Louis", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 67.9, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 12, "profile_url": "directory/experience-real-estate-partners/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 94, "review_count_public": 143, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/experience-real-estate-partners.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/experience-real-estate-partners", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published St. Louis teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/experience-real-estate-partners", "short": "2026 REAI Founding Honoree, #12 St. Louis Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/experience-real-estate-partners", "newsletter": "Experience Real Estate Partners has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the St. Louis team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/experience-real-estate-partners", "internal_announcement": "Please join us in congratulating Experience Real Estate Partners, recognized as a 2026 REAI Founding Honoree and published at #12 in the St. Louis team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/experience-real-estate-partners", "press_blurb": "Experience Real Estate Partners was named a 2026 REAI Founding Honoree and ranked #12 in the St. Louis team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/experience-real-estate-partners" } } }, { "candidate_key": "washington-dc-northern-virginia::team::fass-results-group", "name": "FASS Results Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 57.2, "ai_visibility_score": 40.7, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 6, "profile_url": "directory/fass-results-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/fass-results-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/fass-results-group" } } }, { "candidate_key": "orlando::team::figueroa-team-aka-fig-team", "name": "Figueroa Team AKA FIG Team", "market": "Orlando", "entity_type": "Team", "brokerage": "eXp Realty (team also brands under the 'PLACE' team-operating platform: 'The Fig Team | Veronica Figueroa | eXp | PLACE')", "consumer_authority_score": 90.4, "ai_visibility_score": 29.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 10, "profile_url": "directory/figueroa-team-aka-fig-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 465, "review_count_public": 883, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-10.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-10.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-10.png", "square_jpg": "/assets/badges/2026/orlando/team/top-10.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/figueroa-team-aka-fig-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/figueroa-team-aka-fig-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Orlando teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/figueroa-team-aka-fig-team", "short": "2026 REAI Founding Honoree, #10 Orlando Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/figueroa-team-aka-fig-team", "newsletter": "Figueroa Team AKA FIG Team has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Orlando team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/figueroa-team-aka-fig-team" } } }, { "candidate_key": "san-francisco-bay-area::individual::fion-yau", "name": "Fion Yau", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 52.9, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/fion-yau/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 32, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/fion-yau.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/fiona-gilmour", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Houston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/fiona-gilmour", "short": "2026 REAI Founding Honoree, #21 Houston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/fiona-gilmour", "newsletter": "Fiona Gilmour has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Houston individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/fiona-gilmour" } } }, { "candidate_key": "nashville::individual::fiorella-villarruel", "name": "Fiorella Villarruel", "market": "Nashville", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 54.3, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/fiorella-villarruel/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 59, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/fiorella-villarruel.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/fiorella-villarruel", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #15 for AI Visibility among published Nashville individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/fiorella-villarruel", "short": "2026 REAI Founding Honoree, #15 Nashville Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/fiorella-villarruel", "newsletter": "Fiorella Villarruel has been recognized as a 2026 REAI Founding Honoree, ranking #15 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/fiorella-villarruel", "internal_announcement": "Please join us in congratulating Fiorella Villarruel, recognized as a 2026 REAI Founding Honoree and published at #15 in the Nashville individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/fiorella-villarruel", "press_blurb": "Fiorella Villarruel was named a 2026 REAI Founding Honoree and ranked #15 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/fiorella-villarruel" } } }, { "candidate_key": "denver::team::flourish-collective", "name": "Flourish Collective", "market": "Denver", "entity_type": "Team", "brokerage": "Flourish Collective | Real Broker", "consumer_authority_score": 92.0, "ai_visibility_score": 28.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 6, "profile_url": "directory/flourish-collective/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 269, "review_count_public": 390, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-10.webp", "social_png_url": "/assets/badges/2026/denver/team/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-10.png", "square_jpg": "/assets/badges/2026/denver/team/top-10.jpg", "website_webp": "/assets/badges/2026/denver/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/flourish-collective.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/flourish-collective" } } }, { "candidate_key": "houston::team::found-realty-group", "name": "Found Realty Group", "market": "Houston", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 67.6, "ai_visibility_score": 41.6, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 3, "profile_url": "directory/found-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 85, "review_count_public": 669, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-5.webp", "social_png_url": "/assets/badges/2026/houston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-5.png", "square_jpg": "/assets/badges/2026/houston/team/top-5.jpg", "website_webp": "/assets/badges/2026/houston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/found-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/found-realty-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Houston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/found-realty-group", "short": "2026 REAI Founding Honoree, #3 Houston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/found-realty-group", "newsletter": "Found Realty Group has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Houston team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/found-realty-group" } } }, { "candidate_key": "washington-dc-northern-virginia::team::fox-homes-team", "name": "Fox Homes Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 91.4, "ai_visibility_score": 30.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 10, "profile_url": "directory/fox-homes-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/fox-homes-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/fox-homes-team" } } }, { "candidate_key": "nashville::individual::fran-wolfe", "name": "Fran Wolfe", "market": "Nashville", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 82.2, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 12, "profile_url": "directory/fran-wolfe/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 63, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/fran-wolfe.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/fran-wolfe" } } }, { "candidate_key": "orlando::individual::frank-benevento", "name": "Frank Benevento", "market": "Orlando", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 87.5, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 7, "profile_url": "directory/frank-benevento/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 40, "review_count_public": 104, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-10.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-10.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-10.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/frank-benevento.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/frank-benevento", "internal_announcement": "Please join us in congratulating Frank Benevento, recognized as a 2026 REAI Founding Honoree and published at #7 in the Orlando individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/frank-benevento", "press_blurb": "Frank Benevento was named a 2026 REAI Founding Honoree and ranked #7 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/frank-benevento" } } }, { "candidate_key": "new-york-metro::team::friedman-team", "name": "Friedman Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Daniel Gale Sotheby's International Realty", "consumer_authority_score": 74.7, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/friedman-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 59, "review_count_public": 92, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/friedman-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/friedman-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published New York Metro teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/friedman-team", "short": "2026 REAI Founding Honoree, #16 New York Metro Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/friedman-team", "newsletter": "Friedman Team has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the New York Metro team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/friedman-team", "internal_announcement": "Please join us in congratulating Friedman Team, recognized as a 2026 REAI Founding Honoree and published at #16 in the New York Metro team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/friedman-team", "press_blurb": "Friedman Team was named a 2026 REAI Founding Honoree and ranked #16 in the New York Metro team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/friedman-team" } } }, { "candidate_key": "minneapolis-st-paul::individual::fritz-kroll", "name": "Fritz Kroll", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Edina Realty", "consumer_authority_score": 67.7, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 9, "profile_url": "directory/fritz-kroll/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 159, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/fritz-kroll.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/fritz-kroll" } } }, { "candidate_key": "nashville::team::fykes-realty-group", "name": "Fykes Realty Group", "market": "Nashville", "entity_type": "Team", "brokerage": "Keller Williams Realty", "consumer_authority_score": 68.4, "ai_visibility_score": 39.6, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 8, "profile_url": "directory/fykes-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 65, "review_count_public": 270, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-10.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-10.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-10.png", "square_jpg": "/assets/badges/2026/nashville/team/top-10.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/fykes-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/fykes-realty-group" } } }, { "candidate_key": "nashville::individual::gabriela-fletcher", "name": "Gabriela Fletcher", "market": "Nashville", "entity_type": "Individual", "brokerage": "Benchmark Realty", "consumer_authority_score": 73.3, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 21, "profile_url": "directory/gabriela-fletcher/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 95, "review_count_public": 34, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/gabriela-fletcher.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/gabriela-fletcher" } } }, { "candidate_key": "san-francisco-bay-area::individual::gagan-singh", "name": "Gagan Singh", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 94.4, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 8, "profile_url": "directory/gagan-singh/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 80, "review_count_public": 172, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/gagan-singh.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/gail-higley" } } }, { "candidate_key": "minneapolis-st-paul::team::ganje-partners", "name": "Ganje & Partners", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Lakes Sotheby's International Realty", "consumer_authority_score": 68.5, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/ganje-partners/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 77, "review_count_public": 181, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/ganje-partners.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ganje-partners" } } }, { "candidate_key": "st-louis::team::gateway-realty-group", "name": "Gateway Realty Group", "market": "St. Louis", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Select Properties", "consumer_authority_score": 70.0, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/gateway-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 94, "review_count_public": 139, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/gateway-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/gateway-realty-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published St. Louis teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/gateway-realty-group", "short": "2026 REAI Founding Honoree, #13 St. Louis Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/gateway-realty-group", "newsletter": "Gateway Realty Group has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the St. Louis team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/gateway-realty-group" } } }, { "candidate_key": "kansas-city::team::george-medina-team-george-eli-medina", "name": "George Medina Team (George & Eli Medina)", "market": "Kansas City", "entity_type": "Team", "brokerage": "ReeceNichols Real Estate", "consumer_authority_score": 66.7, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 18, "profile_url": "directory/george-medina-team-george-eli-medina/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 103, "review_count_public": 141, "average_rating_public": 4.92, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/george-medina-team-george-eli-medina.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/gerard-group" } } }, { "candidate_key": "seattle::team::get-happy-at-home-team", "name": "Get Happy at Home Team", "market": "Seattle", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.7, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 17, "profile_url": "directory/get-happy-at-home-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 61, "review_count_public": 103, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/get-happy-at-home-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/get-happy-at-home-team" } } }, { "candidate_key": "kansas-city::individual::gina-walton", "name": "Gina Walton", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 75.3, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/gina-walton/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 34, "review_count_public": 79, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/gina-walton.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/gina-walton", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/gina-walton", "short": "2026 REAI Founding Honoree, #13 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/gina-walton", "newsletter": "Gina Walton has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the Kansas City individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/gina-walton" } } }, { "candidate_key": "los-angeles::individual::ginger-glass", "name": "Ginger Glass", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 62.3, "ai_visibility_score": 18.2, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 33, "profile_url": "directory/ginger-glass/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 57, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "dallas-fort-worth::individual::ginger-weeks", "name": "Ginger Weeks", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 61.7, "ai_visibility_score": 30.2, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 9, "profile_url": "directory/ginger-weeks/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 399, "review_count_public": 1, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/ginger-weeks.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/ginger-weeks", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #9 for AI Visibility among published Dallas-Fort Worth individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/ginger-weeks", "short": "2026 REAI Founding Honoree, #9 Dallas-Fort Worth Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/ginger-weeks", "newsletter": "Ginger Weeks has been recognized as a 2026 REAI Founding Honoree, ranking #9 in the Dallas-Fort Worth individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ginger-weeks" } } }, { "candidate_key": "new-york-metro::team::gino-bello-homes-real-estate-team", "name": "Gino Bello Homes Real Estate Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Howard Hanna Rand Realty", "consumer_authority_score": 90.5, "ai_visibility_score": 28.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/gino-bello-homes-real-estate-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 92, "review_count_public": 397, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-5.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-5.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-5.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-5.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/gino-bello-homes-real-estate-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/gino-bello-homes-real-estate-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published New York Metro teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/gino-bello-homes-real-estate-team", "short": "2026 REAI Founding Honoree, #3 New York Metro Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/gino-bello-homes-real-estate-team", "newsletter": "Gino Bello Homes Real Estate Team has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the New York Metro team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/gino-bello-homes-real-estate-team" } } }, { "candidate_key": "new-york-metro::individual::glorianne-mattesi", "name": "Glorianne Mattesi", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Douglas Elliman", "consumer_authority_score": 58.9, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/glorianne-mattesi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 75, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/glorianne-mattesi.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/glorianne-mattesi" } } }, { "candidate_key": "los-angeles::individual::grace-chang", "name": "Grace Chang", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 62.2, "ai_visibility_score": 17.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 35, "profile_url": "directory/grace-chang/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 121, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "minneapolis-st-paul::individual::greg-winegarden", "name": "Greg Winegarden", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 69.7, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/greg-winegarden/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 48, "review_count_public": 49, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/greg-winegarden.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/greg-winegarden", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/greg-winegarden", "short": "2026 REAI Founding Honoree, #19 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/greg-winegarden", "newsletter": "Greg Winegarden has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/greg-winegarden", "internal_announcement": "Please join us in congratulating Greg Winegarden, recognized as a 2026 REAI Founding Honoree and published at #19 in the Minneapolis-St. Paul individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/greg-winegarden", "press_blurb": "Greg Winegarden was named a 2026 REAI Founding Honoree and ranked #19 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/greg-winegarden" } } }, { "candidate_key": "minneapolis-st-paul::individual::gregg-larsen", "name": "Gregg Larsen", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 84.8, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 11, "profile_url": "directory/gregg-larsen/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 48, "review_count_public": 104, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/gregg-larsen.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/gregg-larsen", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #11 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/gregg-larsen", "short": "2026 REAI Founding Honoree, #11 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/gregg-larsen", "newsletter": "Gregg Larsen has been recognized as a 2026 REAI Founding Honoree, ranking #11 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/gregg-larsen", "internal_announcement": "Please join us in congratulating Gregg Larsen, recognized as a 2026 REAI Founding Honoree and published at #11 in the Minneapolis-St. Paul individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/gregg-larsen", "press_blurb": "Gregg Larsen was named a 2026 REAI Founding Honoree and ranked #11 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/gregg-larsen" } } }, { "candidate_key": "san-diego::individual::gregg-phillipson", "name": "Gregg Phillipson", "market": "San Diego", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 84.7, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 3, "profile_url": "directory/gregg-phillipson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 86, "review_count_public": 148, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-5.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-5.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-5.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/gregg-phillipson.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/gregg-phillipson", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published San Diego individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/gregg-phillipson", "short": "2026 REAI Founding Honoree, #3 San Diego Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/gregg-phillipson", "newsletter": "Gregg Phillipson has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/gregg-phillipson", "internal_announcement": "Please join us in congratulating Gregg Phillipson, recognized as a 2026 REAI Founding Honoree and published at #3 in the San Diego individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/gregg-phillipson", "press_blurb": "Gregg Phillipson was named a 2026 REAI Founding Honoree and ranked #3 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/gregg-phillipson" } } }, { "candidate_key": "denver::team::griffith-home-team", "name": "Griffith Home Team", "market": "Denver", "entity_type": "Team", "brokerage": "RE/MAX Professionals", "consumer_authority_score": 75.3, "ai_visibility_score": 37.9, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 5, "profile_url": "directory/griffith-home-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 415, "review_count_public": 61, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-5.webp", "social_png_url": "/assets/badges/2026/denver/team/top-5.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-5.png", "square_jpg": "/assets/badges/2026/denver/team/top-5.jpg", "website_webp": "/assets/badges/2026/denver/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/griffith-home-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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Scott", "consumer_authority_score": 48.1, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/hamid-ali/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 73, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/hamid-ali.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/hamid-ali", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/hamid-ali", "short": "2026 REAI Founding Honoree, #17 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/hamid-ali", "newsletter": "Hamid Ali has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the Seattle individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/hamid-ali" } } }, { "candidate_key": "kansas-city::individual::hannah-murrell", "name": "Hannah Murrell", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 72.9, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 18, "profile_url": "directory/hannah-murrell/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 37, "review_count_public": 62, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/hannah-murrell.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/hannah-murrell", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #18 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/hannah-murrell", "short": "2026 REAI Founding Honoree, #18 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/hannah-murrell", "newsletter": "Hannah Murrell has been recognized as a 2026 REAI Founding Honoree, ranking #18 in the Kansas City individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/hannah-murrell" } } }, { "candidate_key": "new-york-metro::team::hanrahan-team", "name": "Hanrahan Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 50.6, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/hanrahan-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 43, "review_count_public": 34, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/hanrahan-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/hanrahan-team" } } }, { "candidate_key": "boston::individual::hans-nagrath", "name": "Hans Nagrath", "market": "Boston", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 79.1, "ai_visibility_score": 42.5, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Strong public proof", "category_rank": 1, "profile_url": "directory/hans-nagrath/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.25, "entity_clarity_rate": 1.0, "sales_transactions_public": null, "review_count_public": 79, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-5.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-5.png", "square_jpg": "/assets/badges/2026/boston/individual/top-5.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/hans-nagrath.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/hbc-group-huckaby-briscoe-conroy-group" } } }, { "candidate_key": "denver::individual::heather-beckett", "name": "Heather Beckett", "market": "Denver", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 61.6, "ai_visibility_score": 23.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 21, "profile_url": "directory/heather-beckett/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 128, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/heather-beckett.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/heather-beckett" } } }, { "candidate_key": "seattle::individual::helena-chen", "name": "Helena Chen", "market": "Seattle", "entity_type": "Individual", "brokerage": "The Agency Northwest", "consumer_authority_score": 76.8, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/helena-chen/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 43, "review_count_public": 82, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/helena-chen.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/helena-chen" } } }, { "candidate_key": "houston::individual::herma-hayes", "name": "Herma Hayes", "market": "Houston", "entity_type": "Individual", "brokerage": "RE/MAX Universal", "consumer_authority_score": 66.5, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 12, "profile_url": "directory/herma-hayes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 43, "review_count_public": 111, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/herma-hayes.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/herma-hayes" } } }, { "candidate_key": "dallas-fort-worth::team::hershenberg-group", "name": "Hershenberg Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 80.9, "ai_visibility_score": 28.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 14, "profile_url": "directory/hershenberg-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 169, "review_count_public": 343, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/hershenberg-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/hinson-dream-makers" } } }, { "candidate_key": "houston::team::hinton-home-team", "name": "Hinton Home Team", "market": "Houston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 66.2, "ai_visibility_score": 28.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 10, "profile_url": "directory/hinton-home-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 68, "review_count_public": 402, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-10.webp", "social_png_url": "/assets/badges/2026/houston/team/top-10.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-10.png", "square_jpg": "/assets/badges/2026/houston/team/top-10.jpg", "website_webp": "/assets/badges/2026/houston/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/hinton-home-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/hinton-home-team", "internal_announcement": "Please join us in congratulating Hinton Home Team, recognized as a 2026 REAI Founding Honoree and published at #10 in the Houston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/hinton-home-team", "press_blurb": "Hinton Home Team was named a 2026 REAI Founding Honoree and ranked #10 in the Houston team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/hinton-home-team" } } }, { "candidate_key": "nashville::individual::holly-black", "name": "Holly Black", "market": "Nashville", "entity_type": "Individual", "brokerage": "Keller Williams Realty Nashville - Franklin", "consumer_authority_score": 74.8, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/holly-black/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 33, "review_count_public": 119, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-10.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-10.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-10.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/holly-black.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/holly-black", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Nashville individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/holly-black", "short": "2026 REAI Founding Honoree, #7 Nashville Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/holly-black", "newsletter": "Holly Black has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/holly-black", "internal_announcement": "Please join us in congratulating Holly Black, recognized as a 2026 REAI Founding Honoree and published at #7 in the Nashville individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/holly-black", "press_blurb": "Holly Black was named a 2026 REAI Founding Honoree and ranked #7 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/holly-black" } } }, { "candidate_key": "atlanta::team::home-with-sherry-team", "name": "Home with Sherry Team", "market": "Atlanta", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 61.0, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 17, "profile_url": "directory/home-with-sherry-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 92, "review_count_public": 106, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/home-with-sherry-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/home-with-sherry-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published Atlanta teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/home-with-sherry-team", "short": "2026 REAI Founding Honoree, #17 Atlanta Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/home-with-sherry-team", "newsletter": "Home with Sherry Team has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the Atlanta team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/home-with-sherry-team" } } }, { "candidate_key": "kansas-city::team::house-of-couse", "name": "House of Couse", "market": "Kansas City", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 60.4, "ai_visibility_score": 28.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 12, "profile_url": "directory/house-of-couse/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 34, "review_count_public": 303, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/house-of-couse.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/house-of-couse", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published Kansas City teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/house-of-couse", "short": "2026 REAI Founding Honoree, #12 Kansas City Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/house-of-couse", "newsletter": "House of Couse has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the Kansas City team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/house-of-couse" } } }, { "candidate_key": "dallas-fort-worth::team::housed-real-estate-group", "name": "Housed Real Estate Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 80.6, "ai_visibility_score": 39.9, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 2, "profile_url": "directory/housed-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 204, "review_count_public": 169, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-5.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-5.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/housed-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/housed-real-estate-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #2 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/housed-real-estate-group", "short": "2026 REAI Founding Honoree, #2 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/housed-real-estate-group", "newsletter": "Housed Real Estate Group has been recognized as a 2026 REAI Founding Honoree, ranking #2 in the Dallas-Fort Worth team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/housed-real-estate-group" } } }, { "candidate_key": "houston::team::houston-properties-team", "name": "Houston Properties Team", "market": "Houston", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 95.4, "ai_visibility_score": 51.6, "ai_visibility_evidence": "32 checks / 6 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/houston-properties-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 6, "mention_rate": 0.188, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 245, "review_count_public": 1550, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-5.webp", "social_png_url": "/assets/badges/2026/houston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-5.png", "square_jpg": "/assets/badges/2026/houston/team/top-5.jpg", "website_webp": "/assets/badges/2026/houston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/houston-properties-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/houston-properties-team" } } }, { "candidate_key": "houston::team::htx-real-estate-group", "name": "HTX Real Estate Group", "market": "Houston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 43.2, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 15, "profile_url": "directory/htx-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 30, "review_count_public": 111, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/htx-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/htx-real-estate-group", "internal_announcement": "Please join us in congratulating HTX Real Estate Group, recognized as a 2026 REAI Founding Honoree and published at #15 in the Houston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/htx-real-estate-group", "press_blurb": "HTX Real Estate Group was named a 2026 REAI Founding Honoree and ranked #15 in the Houston team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/htx-real-estate-group" } } }, { "candidate_key": "minneapolis-st-paul::team::huerkamp-home-group", "name": "Huerkamp Home Group", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 81.6, "ai_visibility_score": 40.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/huerkamp-home-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 439, "review_count_public": 336, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-5.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-5.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/huerkamp-home-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/huerkamp-home-group" } } }, { "candidate_key": "seattle::individual::hutton-moyer", "name": "Hutton Moyer", "market": "Seattle", "entity_type": "Individual", "brokerage": "Windermere Real Estate", "consumer_authority_score": 59.2, "ai_visibility_score": 25.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/hutton-moyer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 30, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/hutton-moyer.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jake-berisa" } } }, { "candidate_key": "kansas-city::individual::jamie-burks", "name": "Jamie Burks", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 73.2, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 14, "profile_url": "directory/jamie-burks/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 36, "review_count_public": 78, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/jamie-burks.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/jamie-burks", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/jamie-burks", "short": "2026 REAI Founding Honoree, #14 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/jamie-burks", "newsletter": "Jamie Burks has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the Kansas City individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jamila-luaders" } } }, { "candidate_key": "kansas-city::individual::jane-gaschler", "name": "Jane Gaschler", "market": "Kansas City", "entity_type": "Individual", "brokerage": "RE/MAX State Line", "consumer_authority_score": 52.4, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/jane-gaschler/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 78, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/jane-gaschler.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/jane-gaschler", "internal_announcement": "Please join us in congratulating Jane Gaschler, recognized as a 2026 REAI Founding Honoree and published at #15 in the Kansas City individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/jane-gaschler", "press_blurb": "Jane Gaschler was named a 2026 REAI Founding Honoree and ranked #15 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jane-gaschler" } } }, { "candidate_key": "philadelphia::individual::janice-brown", "name": "Janice Brown", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 64.7, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 9, "profile_url": "directory/janice-brown/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 110, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-10.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-10.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-10.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/janice-brown.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/janice-brown" } } }, { "candidate_key": "atlanta::team::janice-overbeck-team", "name": "Janice Overbeck Team", "market": "Atlanta", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 91.1, "ai_visibility_score": 29.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 8, "profile_url": "directory/janice-overbeck-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 323, "review_count_public": 576, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-10.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-10.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-10.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-10.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/janice-overbeck-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/janice-overbeck-team" } } }, { "candidate_key": "minneapolis-st-paul::team::jarrod-peterson-real-estate-group", "name": "Jarrod Peterson Real Estate Group", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Edina Realty", "consumer_authority_score": 43.6, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 21, "profile_url": "directory/jarrod-peterson-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 45, "review_count_public": 88, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/jarrod-peterson-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jason-moon" } } }, { "candidate_key": "minneapolis-st-paul::team::jay-fletch-real-estate-group", "name": "Jay Fletch Real Estate Group", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Edina Realty", "consumer_authority_score": 60.0, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/jay-fletch-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 99, "review_count_public": 113, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/jay-fletch-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/jay-fletch-real-estate-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Minneapolis-St. Paul teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/jay-fletch-real-estate-group", "short": "2026 REAI Founding Honoree, #19 Minneapolis-St. Paul Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/jay-fletch-real-estate-group", "newsletter": "Jay Fletch Real Estate Group has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Minneapolis-St. Paul team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/jay-fletch-real-estate-group", "internal_announcement": "Please join us in congratulating Jay Fletch Real Estate Group, recognized as a 2026 REAI Founding Honoree and published at #19 in the Minneapolis-St. Paul team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/jay-fletch-real-estate-group", "press_blurb": "Jay Fletch Real Estate Group was named a 2026 REAI Founding Honoree and ranked #19 in the Minneapolis-St. Paul team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jay-fletch-real-estate-group" } } }, { "candidate_key": "san-diego::individual::jeff-nix", "name": "Jeff Nix", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 85.1, "ai_visibility_score": 24.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 13, "profile_url": "directory/jeff-nix/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 53, "review_count_public": 306, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/jeff-nix.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/jeff-nix", "internal_announcement": "Please join us in congratulating Jeff Nix, recognized as a 2026 REAI Founding Honoree and published at #13 in the San Diego individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/jeff-nix", "press_blurb": "Jeff Nix was named a 2026 REAI Founding Honoree and ranked #13 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jeff-nix" } } }, { "candidate_key": "denver::individual::jeff-plous", "name": "Jeff Plous", "market": "Denver", "entity_type": "Individual", "brokerage": "Hatch Realty", "consumer_authority_score": 73.3, "ai_visibility_score": 37.2, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 2, "profile_url": "directory/jeff-plous/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 77, "review_count_public": 44, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-5.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-5.png", "square_jpg": "/assets/badges/2026/denver/individual/top-5.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/jeff-plous.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jeff-plous" } } }, { "candidate_key": "minneapolis-st-paul::team::jeff-steeves-real-estate-professionals", "name": "Jeff Steeves Real Estate Professionals", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Edina Realty", "consumer_authority_score": 58.0, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 16, "profile_url": "directory/jeff-steeves-real-estate-professionals/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 57, "review_count_public": 191, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/jeff-steeves-real-estate-professionals.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jeff-steeves-real-estate-professionals" } } }, { "candidate_key": "boston::individual::jenepher-spencer", "name": "Jenepher Spencer", "market": "Boston", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 94.2, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/jenepher-spencer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 66, "review_count_public": 195, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-5.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-5.png", "square_jpg": "/assets/badges/2026/boston/individual/top-5.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/jenepher-spencer.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jenepher-spencer" } } }, { "candidate_key": "washington-dc-northern-virginia::team::jenn-smira-and-co", "name": "Jenn Smira and Co", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "ai_visibility_score": 41.2, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 5, "profile_url": "directory/jenn-smira-and-co/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/jenn-smira-and-co.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/jenn-smira-and-co", "internal_announcement": "Please join us in congratulating Jenn Smira and Co, recognized as a 2026 REAI Founding Honoree and published at #5 in the Washington DC / Northern Virginia team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/jenn-smira-and-co", "press_blurb": "Jenn Smira and Co was named a 2026 REAI Founding Honoree and ranked #5 in the Washington DC / Northern Virginia team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jenn-smira-and-co" } } }, { "candidate_key": "philadelphia::team::jennifer-geddes", "name": "Jennifer Geddes", "market": "Philadelphia", "entity_type": "Team", "brokerage": "KW Empower", "consumer_authority_score": 62.0, "ai_visibility_score": 40.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 6, "profile_url": "directory/jennifer-geddes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 70, "review_count_public": 306, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-10.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-10.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-10.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/jennifer-geddes.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/jennifer-geddes", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/jennifer-geddes", "short": "2026 REAI Founding Honoree, #6 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/jennifer-geddes", "newsletter": "Jennifer Geddes has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Philadelphia team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/jennifer-geddes", "internal_announcement": "Please join us in congratulating Jennifer Geddes, recognized as a 2026 REAI Founding Honoree and published at #6 in the Philadelphia team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/jennifer-geddes", "press_blurb": "Jennifer Geddes was named a 2026 REAI Founding Honoree and ranked #6 in the Philadelphia team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jennifer-geddes" } } }, { "candidate_key": "kansas-city::individual::jennifer-karr", "name": "Jennifer Karr", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Keller Williams Diamond Partners", "consumer_authority_score": 46.3, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/jennifer-karr/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 32, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/jennifer-karr.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/jennifer-karr", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/jennifer-karr", "short": "2026 REAI Founding Honoree, #24 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/jennifer-karr", "newsletter": "Jennifer Karr has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/jennifer-karr", "internal_announcement": "Please join us in congratulating Jennifer Karr, recognized as a 2026 REAI Founding Honoree and published at #24 in the Kansas City individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/jennifer-karr", "press_blurb": "Jennifer Karr was named a 2026 REAI Founding Honoree and ranked #24 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jennifer-karr" } } }, { "candidate_key": "boston::individual::jennifer-keenan", "name": "Jennifer Keenan", "market": "Boston", "entity_type": "Individual", "brokerage": "Keller Williams (4Squares Residential Group)", "consumer_authority_score": 58.3, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 6, "profile_url": "directory/jennifer-keenan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 100, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-10.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-10.png", "square_jpg": "/assets/badges/2026/boston/individual/top-10.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/jennifer-keenan.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/jennifer-keenan", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Boston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/jennifer-keenan", "short": "2026 REAI Founding Honoree, #6 Boston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/jennifer-keenan", "newsletter": "Jennifer Keenan has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Boston individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jennifer-keenan" } } }, { "candidate_key": "dallas-fort-worth::individual::jennifer-shindler", "name": "Jennifer Shindler", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Briggs Freeman Sotheby's International Realty", "consumer_authority_score": 62.2, "ai_visibility_score": 38.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 2, "profile_url": "directory/jennifer-shindler/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 14, "review_count_public": 72, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-5.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-5.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/jennifer-shindler.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jennifer-shindler" } } }, { "candidate_key": "kansas-city::individual::jennifer-smeltzer", "name": "Jennifer Smeltzer", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Keller Williams Platinum Partners", "consumer_authority_score": 94.3, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 4, "profile_url": "directory/jennifer-smeltzer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 75, "review_count_public": 142, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-5.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-5.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-5.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/jennifer-smeltzer.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/jennifer-smeltzer", "internal_announcement": "Please join us in congratulating Jennifer Smeltzer, recognized as a 2026 REAI Founding Honoree and published at #4 in the Kansas City individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/jennifer-smeltzer", "press_blurb": "Jennifer Smeltzer was named a 2026 REAI Founding Honoree and ranked #4 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jennifer-smeltzer" } } }, { "candidate_key": "washington-dc-northern-virginia::team::jennifer-young-team", "name": "Jennifer Young Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 83.0, "ai_visibility_score": 41.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/jennifer-young-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/jennifer-young-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/jennifer-young-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Washington DC / Northern Virginia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/jennifer-young-team", "short": "2026 REAI Founding Honoree, #4 Washington DC / Northern Virginia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/jennifer-young-team", "newsletter": "Jennifer Young Team has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Washington DC / Northern Virginia team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jennifer-young-team" } } }, { "candidate_key": "nashville::team::jenny-fann-the-gurus", "name": "Jenny Fann & The Gurus", "market": "Nashville", "entity_type": "Team", "brokerage": "Keller Williams Nashville-Spring Hill", "consumer_authority_score": 49.2, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/jenny-fann-the-gurus/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 57, "review_count_public": 117, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/jenny-fann-the-gurus.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jenny-fann-the-gurus" } } }, { "candidate_key": "houston::individual::jeremy-fain", "name": "Jeremy Fain", "market": "Houston", "entity_type": "Individual", "brokerage": "Greenwood King Properties", "consumer_authority_score": 79.8, "ai_visibility_score": 24.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 22, "profile_url": "directory/jeremy-fain/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 64, "review_count_public": 184, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/jeremy-fain.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jeremy-fain" } } }, { "candidate_key": "new-york-metro::individual::jeremy-zucker", "name": "Jeremy Zucker", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Keller Williams NY Realty", "consumer_authority_score": 69.4, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 24, "profile_url": "directory/jeremy-zucker/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 45, "review_count_public": 67, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/jeremy-zucker.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jessica-estrada" } } }, { "candidate_key": "chicago::individual::jessica-jakubowski", "name": "Jessica Jakubowski", "market": "Chicago", "entity_type": "Individual", "brokerage": "@properties Christie's International Real Estate", "consumer_authority_score": 70.5, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 10, "profile_url": "directory/jessica-jakubowski/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 37, "review_count_public": 55, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-10.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-10.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-10.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/jessica-jakubowski.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/jessica-jakubowski", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Chicago individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/jessica-jakubowski", "short": "2026 REAI Founding Honoree, #10 Chicago Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/jessica-jakubowski", "newsletter": "Jessica Jakubowski has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Chicago individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jessica-jakubowski" } } }, { "candidate_key": "kansas-city::individual::jessica-jasa", "name": "Jessica Jasa", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Compass Realty Group", "consumer_authority_score": 47.5, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/jessica-jasa/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 45, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/jessica-jasa.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jessica-jasa" } } }, { "candidate_key": "new-york-metro::team::jessica-moves-you-team", "name": "Jessica Moves You Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 85.0, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 10, "profile_url": "directory/jessica-moves-you-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 110, "review_count_public": 211, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-10.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-10.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-10.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-10.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/jessica-moves-you-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jessica-moves-you-team" } } }, { "candidate_key": "las-vegas::individual::jessie-sorani", "name": "Jessie Sorani", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Coldwell Banker Premier Realty", "consumer_authority_score": 73.3, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 12, "profile_url": "directory/jessie-sorani/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 81, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/jessie-sorani.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jim-getzinger-co" } } }, { "candidate_key": "new-york-metro::team::joan-omeara-team", "name": "Joan O'Meara Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Houlihan Lawrence", "consumer_authority_score": 69.1, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/joan-omeara-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 30, "review_count_public": 125, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/joan-omeara-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/joan-omeara-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published New York Metro teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/joan-omeara-team", "short": "2026 REAI Founding Honoree, #14 New York Metro Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/joan-omeara-team", "newsletter": "Joan O'Meara Team has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the New York Metro team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joan-omeara-team", "internal_announcement": "Please join us in congratulating Joan O'Meara Team, recognized as a 2026 REAI Founding Honoree and published at #14 in the New York Metro team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joan-omeara-team", "press_blurb": "Joan O'Meara Team was named a 2026 REAI Founding Honoree and ranked #14 in the New York Metro team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joan-omeara-team" } } }, { "candidate_key": "boston::individual::joanne-conway", "name": "Joanne Conway", "market": "Boston", "entity_type": "Individual", "brokerage": "William Raveis", "consumer_authority_score": 64.0, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/joanne-conway/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 53, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/joanne-conway.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joanne-conway", "internal_announcement": "Please join us in congratulating Joanne Conway, recognized as a 2026 REAI Founding Honoree and published at #14 in the Boston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joanne-conway", "press_blurb": "Joanne Conway was named a 2026 REAI Founding Honoree and ranked #14 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joanne-conway" } } }, { "candidate_key": "chicago::individual::joanne-nemerovski", "name": "Joanne Nemerovski", "market": "Chicago", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 71.5, "ai_visibility_score": 25.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 17, "profile_url": "directory/joanne-nemerovski/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 41, "review_count_public": 31, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/joanne-nemerovski.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joanne-nemerovski" } } }, { "candidate_key": "new-york-metro::individual::jocelyn-hall-burton", "name": "Jocelyn Hall Burton", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Houlihan Lawrence", "consumer_authority_score": 74.4, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 20, "profile_url": "directory/jocelyn-hall-burton/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 50, "review_count_public": 85, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/jocelyn-hall-burton.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jodi-halpert" } } }, { "candidate_key": "boston::individual::joe-castro", "name": "Joe Castro", "market": "Boston", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 44.6, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 16, "profile_url": "directory/joe-castro/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/joe-castro.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joe-castro", "internal_announcement": "Please join us in congratulating Joe Castro, recognized as a 2026 REAI Founding Honoree and published at #16 in the Boston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joe-castro", "press_blurb": "Joe Castro was named a 2026 REAI Founding Honoree and ranked #16 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joe-castro" } } }, { "candidate_key": "orlando::individual::joe-doher", "name": "Joe Doher", "market": "Orlando", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Results Realty", "consumer_authority_score": 72.8, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 24, "profile_url": "directory/joe-doher/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 125, "review_count_public": 27, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/joe-doher.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joe-doher", "internal_announcement": "Please join us in congratulating Joe Doher, recognized as a 2026 REAI Founding Honoree and published at #24 in the Orlando individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joe-doher", "press_blurb": "Joe Doher was named a 2026 REAI Founding Honoree and ranked #24 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joe-doher" } } }, { "candidate_key": "miami-south-florida::individual::joe-lanser", "name": "Joe Lanser", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "RE/MAX Direct", "consumer_authority_score": 74.4, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 8, "profile_url": "directory/joe-lanser/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 21, "review_count_public": 116, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-10.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-10.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-10.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/joe-lanser.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joe-lanser" } } }, { "candidate_key": "las-vegas::team::joe-taylor-group", "name": "Joe Taylor Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 77.1, "ai_visibility_score": 39.1, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 5, "profile_url": "directory/joe-taylor-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 277, "review_count_public": 144, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-5.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-5.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-5.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-5.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/joe-taylor-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joe-taylor-group" } } }, { "candidate_key": "san-francisco-bay-area::team::joe-velasco-group", "name": "Joe Velasco Group", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 53.3, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/joe-velasco-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 107, "review_count_public": 51, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/joe-velasco-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joe-velasco-group" } } }, { "candidate_key": "minneapolis-st-paul::individual::joey-oslund", "name": "Joey Oslund", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "REMAX Results", "consumer_authority_score": 51.1, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 13, "profile_url": "directory/joey-oslund/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 12, "review_count_public": 105, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/joey-oslund.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joey-oslund", "internal_announcement": "Please join us in congratulating Joey Oslund, recognized as a 2026 REAI Founding Honoree and published at #13 in the Minneapolis-St. Paul individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joey-oslund", "press_blurb": "Joey Oslund was named a 2026 REAI Founding Honoree and ranked #13 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joey-oslund" } } }, { "candidate_key": "kansas-city::individual::joey-zarrillo", "name": "Joey Zarrillo", "market": "Kansas City", "entity_type": "Individual", "brokerage": "RE/MAX Heritage", "consumer_authority_score": 76.6, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/joey-zarrillo/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 31, "review_count_public": 124, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-10.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-10.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-10.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/joey-zarrillo.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/joey-zarrillo", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/joey-zarrillo", "short": "2026 REAI Founding Honoree, #7 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/joey-zarrillo", "newsletter": "Joey Zarrillo has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joey-zarrillo", "internal_announcement": "Please join us in congratulating Joey Zarrillo, recognized as a 2026 REAI Founding Honoree and published at #7 in the Kansas City individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joey-zarrillo", "press_blurb": "Joey Zarrillo was named a 2026 REAI Founding Honoree and ranked #7 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joey-zarrillo" } } }, { "candidate_key": "minneapolis-st-paul::individual::john-everett", "name": "John Everett", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Edina Realty", "consumer_authority_score": 66.4, "ai_visibility_score": 25.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 24, "profile_url": "directory/john-everett/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 37, "review_count_public": 25, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/john-everett.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/john-everett", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/john-everett", "short": "2026 REAI Founding Honoree, #24 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/john-everett", "newsletter": "John Everett has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/john-everett", "internal_announcement": "Please join us in congratulating John Everett, recognized as a 2026 REAI Founding Honoree and published at #24 in the Minneapolis-St. Paul individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/john-everett", "press_blurb": "John Everett was named a 2026 REAI Founding Honoree and ranked #24 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/john-everett" } } }, { "candidate_key": "boston::individual::john-j-dean-jr", "name": "John J. Dean Jr", "market": "Boston", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 48.0, "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/john-j-dean-jr/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 14, "review_count_public": 86, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/john-j-dean-jr.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/john-j-dean-jr" } } }, { "candidate_key": "los-angeles::individual::john-mazziotta", "name": "John Mazziotta", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Pinnacle Estate Properties", "consumer_authority_score": 70.6, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 11, "profile_url": "directory/john-mazziotta/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 106, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/john-mazziotta.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/john-mazziotta" } } }, { "candidate_key": "minneapolis-st-paul::individual::john-mcwhite", "name": "John McWhite", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 81.6, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 14, "profile_url": "directory/john-mcwhite/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 94, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/john-mcwhite.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/john-mcwhite" } } }, { "candidate_key": "minneapolis-st-paul::team::john-schuster-group", "name": "John Schuster Group", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 82.3, "ai_visibility_score": 29.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/john-schuster-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 282, "review_count_public": 820, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-10.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-10.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/john-schuster-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/john-schuster-group" } } }, { "candidate_key": "las-vegas::individual::john-sullivan", "name": "John Sullivan", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 93.7, "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/john-sullivan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 88, "review_count_public": 312, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-5.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-5.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-5.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/john-sullivan.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/john-sullivan" } } }, { "candidate_key": "miami-south-florida::individual::jonathan-lorber", "name": "Jonathan Lorber", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "The Keyes Company", "consumer_authority_score": 55.7, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/jonathan-lorber/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 45, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/jonathan-lorber.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/jonathan-lorber" } } }, { "candidate_key": "san-francisco-bay-area::individual::jordan-mott", "name": "Jordan Mott", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Intero Real Estate Services", "consumer_authority_score": 88.8, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 10, "profile_url": "directory/jordan-mott/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 57, "review_count_public": 143, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/jordan-mott.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joseph-dao" } } }, { "candidate_key": "las-vegas::individual::joseph-fann", "name": "Joseph Fann", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 68.2, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/joseph-fann/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 64, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/joseph-fann.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/joseph-fann", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/joseph-fann", "short": "2026 REAI Founding Honoree, #14 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/joseph-fann", "newsletter": "Joseph Fann has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joseph-fann", "internal_announcement": "Please join us in congratulating Joseph Fann, recognized as a 2026 REAI Founding Honoree and published at #14 in the Las Vegas individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joseph-fann", "press_blurb": "Joseph Fann was named a 2026 REAI Founding Honoree and ranked #14 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joseph-fann" } } }, { "candidate_key": "new-york-metro::individual::joseph-iannibelli", "name": "Joseph Iannibelli", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Keller Williams NY Realty", "consumer_authority_score": 46.8, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/joseph-iannibelli/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 72, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/joseph-iannibelli.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/joseph-iannibelli", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published New York Metro individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/joseph-iannibelli", "short": "2026 REAI Founding Honoree, #23 New York Metro Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/joseph-iannibelli", "newsletter": "Joseph Iannibelli has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joseph-iannibelli", "internal_announcement": "Please join us in congratulating Joseph Iannibelli, recognized as a 2026 REAI Founding Honoree and published at #23 in the New York Metro individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joseph-iannibelli", "press_blurb": "Joseph Iannibelli was named a 2026 REAI Founding Honoree and ranked #23 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joseph-iannibelli" } } }, { "candidate_key": "san-francisco-bay-area::individual::joseph-sabeh", "name": "Joseph Sabeh", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Golden Gate Sotheby's International Realty", "consumer_authority_score": 85.2, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 9, "profile_url": "directory/joseph-sabeh/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 157, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/joseph-sabeh.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/joseph-sabeh", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #9 for AI Visibility among published San Francisco Bay Area individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/joseph-sabeh", "short": "2026 REAI Founding Honoree, #9 San Francisco Bay Area Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/joseph-sabeh", "newsletter": "Joseph Sabeh has been recognized as a 2026 REAI Founding Honoree, ranking #9 in the San Francisco Bay Area individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/joseph-sabeh", "internal_announcement": "Please join us in congratulating Joseph Sabeh, recognized as a 2026 REAI Founding Honoree and published at #9 in the San Francisco Bay Area individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/joseph-sabeh", "press_blurb": "Joseph Sabeh was named a 2026 REAI Founding Honoree and ranked #9 in the San Francisco Bay Area individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joseph-sabeh" } } }, { "candidate_key": "atlanta::individual::josh-mcmichael", "name": "Josh McMichael", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 61.2, "ai_visibility_score": 39.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 4, "profile_url": "directory/josh-mcmichael/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 16, "review_count_public": 104, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-5.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-5.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-5.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/josh-mcmichael.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/josh-mcmichael", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Atlanta individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/josh-mcmichael", "short": "2026 REAI Founding Honoree, #4 Atlanta Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/josh-mcmichael", "newsletter": "Josh McMichael has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/josh-mcmichael", "internal_announcement": "Please join us in congratulating Josh McMichael, recognized as a 2026 REAI Founding Honoree and published at #4 in the Atlanta individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/josh-mcmichael", "press_blurb": "Josh McMichael was named a 2026 REAI Founding Honoree and ranked #4 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/josh-mcmichael" } } }, { "candidate_key": "san-francisco-bay-area::individual::joshua-deitch", "name": "Joshua Deitch", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 78.2, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 17, "profile_url": "directory/joshua-deitch/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 41, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/joshua-deitch.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/joshua-deitch", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published San Francisco Bay Area individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/joshua-deitch", "short": "2026 REAI Founding Honoree, #17 San Francisco Bay Area Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/joshua-deitch", "newsletter": "Joshua Deitch has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the San Francisco Bay Area individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joshua-deitch" } } }, { "candidate_key": "minneapolis-st-paul::individual::joshua-sprague", "name": "Joshua Sprague", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Lakes Sotheby's International Realty", "consumer_authority_score": 54.8, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/joshua-sprague/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 66, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/joshua-sprague.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/joshua-sprague", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #15 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/joshua-sprague", "short": "2026 REAI Founding Honoree, #15 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/joshua-sprague", "newsletter": "Joshua Sprague has been recognized as a 2026 REAI Founding Honoree, ranking #15 in the Minneapolis-St. Paul individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joshua-sprague" } } }, { "candidate_key": "atlanta::individual::joy-myrick", "name": "Joy Myrick", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Atlanta Fine Homes Sotheby's International Realty", "consumer_authority_score": 70.0, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 21, "profile_url": "directory/joy-myrick/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 23, "review_count_public": 38, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/joy-myrick.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/joy-myrick" } } }, { "candidate_key": "dallas-fort-worth::individual::judi-wright", "name": "Judi Wright", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Ebby Halliday Realtors", "consumer_authority_score": 68.0, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 15, "profile_url": "directory/judi-wright/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 63, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/judi-wright.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/judi-wright" } } }, { "candidate_key": "san-francisco-bay-area::individual::judson-gregory", "name": "Judson Gregory", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 61.2, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 15, "profile_url": "directory/judson-gregory/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 59, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/judson-gregory.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/julian-johnston-team" } } }, { "candidate_key": "new-york-metro::individual::julie-alcee", "name": "Julie Alcee", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Berkshire Hathaway New York Properties", "consumer_authority_score": 41.2, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/julie-alcee/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 8, "review_count_public": 58, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/julie-alcee.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/julie-alcee" } } }, { "candidate_key": "orlando::individual::julie-bowyer", "name": "Julie Bowyer", "market": "Orlando", "entity_type": "Individual", "brokerage": "Keller Williams at the Parks", "consumer_authority_score": 67.9, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/julie-bowyer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 40, "review_count_public": 36, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/julie-bowyer.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/julie-bowyer" } } }, { "candidate_key": "kansas-city::individual::julie-gadwood", "name": "Julie Gadwood", "market": "Kansas City", "entity_type": "Individual", "brokerage": "NextHome Gadwood Group", "consumer_authority_score": 63.1, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 10, "profile_url": "directory/julie-gadwood/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 112, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-10.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-10.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-10.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/julie-gadwood.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/julie-gadwood" } } }, { "candidate_key": "kansas-city::individual::julie-maupin", "name": "Julie Maupin", "market": "Kansas City", "entity_type": "Individual", "brokerage": "RE/MAX Heritage", "consumer_authority_score": 42.2, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 20, "profile_url": "directory/julie-maupin/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 49, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/julie-maupin.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/julie-wyss" } } }, { "candidate_key": "los-angeles::individual::justin-bonney", "name": "Justin Bonney", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Clear Way Real Estate", "consumer_authority_score": 86.5, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/justin-bonney/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 84, "review_count_public": 126, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-10.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-10.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-10.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/justin-bonney.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/justin-bonney", "internal_announcement": "Please join us in congratulating Justin Bonney, recognized as a 2026 REAI Founding Honoree and published at #8 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/justin-bonney", "press_blurb": "Justin Bonney was named a 2026 REAI Founding Honoree and ranked #8 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/justin-bonney" } } }, { "candidate_key": "los-angeles::individual::justin-borges", "name": "Justin Borges", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "eXp Realty of Greater Los Angeles", "consumer_authority_score": 83.4, "ai_visibility_score": 23.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 30, "profile_url": "directory/justin-borges/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 127, "review_count_public": 114, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "atlanta::team::justin-landis-group", "name": "Justin Landis Group", "market": "Atlanta", "entity_type": "Team", "brokerage": "Bolst", "consumer_authority_score": 96.6, "ai_visibility_score": 56.8, "ai_visibility_evidence": "32 checks / 9 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/justin-landis-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 9, "mention_rate": 0.281, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 510, "review_count_public": 1019, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-5.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-5.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-5.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-5.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/justin-landis-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/justin-landis-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #1 for AI Visibility among published Atlanta teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/justin-landis-group", "short": "2026 REAI Founding Honoree, #1 Atlanta Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/justin-landis-group", "newsletter": "Justin Landis Group has been recognized as a 2026 REAI Founding Honoree, ranking #1 in the Atlanta team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/justin-landis-group", "internal_announcement": "Please join us in congratulating Justin Landis Group, recognized as a 2026 REAI Founding Honoree and published at #1 in the Atlanta team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/justin-landis-group", "press_blurb": "Justin Landis Group was named a 2026 REAI Founding Honoree and ranked #1 in the Atlanta team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/justin-landis-group" } } }, { "candidate_key": "miami-south-florida::individual::kacie-anderson", "name": "Kacie Anderson", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "eXp Realty / The Coastal Realm", "consumer_authority_score": 70.1, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 21, "profile_url": "directory/kacie-anderson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 94, "review_count_public": 45, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/kacie-anderson.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kacie-anderson" } } }, { "candidate_key": "new-york-metro::individual::kalav-mistry", "name": "Kalav Mistry", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Elegran Real Estate", "consumer_authority_score": 41.2, "ai_visibility_score": 10.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 43, "profile_url": "directory/kalav-mistry/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 41, "review_count_public": 59, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "las-vegas::individual::kameron-kildea", "name": "Kameron Kildea", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Coldwell Banker Premier Realty", "consumer_authority_score": 61.7, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 5, "profile_url": "directory/kameron-kildea/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 212, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-5.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-5.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-5.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/kameron-kildea.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kameron-kildea", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #5 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kameron-kildea", "short": "2026 REAI Founding Honoree, #5 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kameron-kildea", "newsletter": "Kameron Kildea has been recognized as a 2026 REAI Founding Honoree, ranking #5 in the Las Vegas individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kappel-realty-group" } } }, { "candidate_key": "chicago::individual::kara-keller", "name": "Kara Keller", "market": "Chicago", "entity_type": "Individual", "brokerage": "Baird & Warner", "consumer_authority_score": 52.2, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 12, "profile_url": "directory/kara-keller/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 21, "review_count_public": 48, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/kara-keller.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kara-keller", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published Chicago individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kara-keller", "short": "2026 REAI Founding Honoree, #12 Chicago Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kara-keller", "newsletter": "Kara Keller has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kara-keller", "internal_announcement": "Please join us in congratulating Kara Keller, recognized as a 2026 REAI Founding Honoree and published at #12 in the Chicago individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kara-keller", "press_blurb": "Kara Keller was named a 2026 REAI Founding Honoree and ranked #12 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kara-keller" } } }, { "candidate_key": "san-francisco-bay-area::individual::karen-grotte", "name": "Karen Grotte", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 51.7, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/karen-grotte/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 29, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/karen-grotte.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/karen-grotte" } } }, { "candidate_key": "miami-south-florida::individual::karen-leventhal", "name": "Karen Leventhal", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "The Keyes Company", "consumer_authority_score": 41.1, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/karen-leventhal/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 28, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/karen-leventhal.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/karen-leventhal" } } }, { "candidate_key": "san-francisco-bay-area::individual::karen-mai", "name": "Karen Mai", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Keller Williams Realty San Francisco", "consumer_authority_score": 40.4, "ai_visibility_score": 37.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Production proof captured", "category_rank": 4, "profile_url": "directory/karen-mai/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 13, "review_count_public": 38, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/karen-mai.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/karen-mai" } } }, { "candidate_key": "philadelphia::team::karrie-gavin-group", "name": "Karrie Gavin Group", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Elfant Wissahickon Realtors", "consumer_authority_score": 80.9, "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 10, "profile_url": "directory/karrie-gavin-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 213, "review_count_public": 531, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-10.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-10.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-10.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/karrie-gavin-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/karrie-gavin-group" } } }, { "candidate_key": "houston::individual::kasia-mccormick", "name": "Kasia McCormick", "market": "Houston", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 61.4, "ai_visibility_score": 43.2, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Established public proof", "category_rank": 1, "profile_url": "directory/kasia-mccormick/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 31, "review_count_public": 141, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-5.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-5.png", "square_jpg": "/assets/badges/2026/houston/individual/top-5.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/kasia-mccormick.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kasia-mccormick" } } }, { "candidate_key": "chicago::individual::kate-waddell", "name": "Kate Waddell", "market": "Chicago", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 83.5, "ai_visibility_score": 24.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 30, "profile_url": "directory/kate-waddell/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 202, "review_count_public": 137, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "chicago::team::kate-waddell-group", "name": "Kate Waddell Group", "market": "Chicago", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 79.1, "ai_visibility_score": 28.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/kate-waddell-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 100, "review_count_public": 335, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-25.png", "square_jpg": "/assets/badges/2026/chicago/team/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/kate-waddell-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kate-waddell-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published Chicago teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kate-waddell-group", "short": "2026 REAI Founding Honoree, #13 Chicago Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/kate-waddell-group", "newsletter": "Kate Waddell Group has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the Chicago team AI Visibility category. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kate-works", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published New York Metro individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kate-works", "short": "2026 REAI Founding Honoree, #16 New York Metro Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kate-works", "newsletter": "Kate Works has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the New York Metro individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kate-works" } } }, { "candidate_key": "atlanta::individual::katherine-urquhart", "name": "Katherine Urquhart", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 60.0, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 11, "profile_url": "directory/katherine-urquhart/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 9, "review_count_public": 104, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/katherine-urquhart.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/katherine-urquhart" } } }, { "candidate_key": "nashville::individual::kathleen-timberlake", "name": "Kathleen Timberlake", "market": "Nashville", "entity_type": "Individual", "brokerage": "Onward Real Estate", "consumer_authority_score": 48.0, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/kathleen-timberlake/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 34, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/kathleen-timberlake.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kathleen-timberlake", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Nashville individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kathleen-timberlake", "short": "2026 REAI Founding Honoree, #22 Nashville Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kathleen-timberlake", "newsletter": "Kathleen Timberlake has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Nashville individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kathleen-timberlake" } } }, { "candidate_key": "orlando::individual::kathy-hereford", "name": "Kathy Hereford", "market": "Orlando", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 53.8, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/kathy-hereford/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 29, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/kathy-hereford.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kathy-hereford", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Orlando individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kathy-hereford", "short": "2026 REAI Founding Honoree, #23 Orlando Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kathy-hereford", "newsletter": "Kathy Hereford has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Orlando individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kathy-hereford" } } }, { "candidate_key": "boston::individual::kathy-kelley", "name": "Kathy Kelley", "market": "Boston", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Town and Country Real Estate", "consumer_authority_score": 59.2, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 11, "profile_url": "directory/kathy-kelley/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 23, "review_count_public": 67, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/kathy-kelley.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kathy-kelley", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #11 for AI Visibility among published Boston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kathy-kelley", "short": "2026 REAI Founding Honoree, #11 Boston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kathy-kelley", "newsletter": "Kathy Kelley has been recognized as a 2026 REAI Founding Honoree, ranking #11 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kathy-kelley", "internal_announcement": "Please join us in congratulating Kathy Kelley, recognized as a 2026 REAI Founding Honoree and published at #11 in the Boston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kathy-kelley", "press_blurb": "Kathy Kelley was named a 2026 REAI Founding Honoree and ranked #11 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kathy-kelley" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::kathy-whalen", "name": "Kathy Whalen", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 59.1, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 7, "profile_url": "directory/kathy-whalen/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 129, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/kathy-whalen.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kathy-whalen", "internal_announcement": "Please join us in congratulating Kathy Whalen, recognized as a 2026 REAI Founding Honoree and published at #7 in the Washington DC / Northern Virginia individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kathy-whalen", "press_blurb": "Kathy Whalen was named a 2026 REAI Founding Honoree and ranked #7 in the Washington DC / Northern Virginia individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kathy-whalen" } } }, { "candidate_key": "san-diego::individual::katie-gouletas", "name": "Katie Gouletas", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 76.7, "ai_visibility_score": 24.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/katie-gouletas/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 211, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/katie-gouletas.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/katie-gouletas" } } }, { "candidate_key": "denver::individual::katie-k-portenga", "name": "Katie K. Portenga", "market": "Denver", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 59.2, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 12, "profile_url": "directory/katie-k-portenga/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 73, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/katie-k-portenga.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/katie-k-portenga" } } }, { "candidate_key": "washington-dc-northern-virginia::team::kay-houghton-associates", "name": "Kay Houghton & Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 49.4, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/kay-houghton-associates/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 86, "review_count_public": 176, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/kay-houghton-associates.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kay-houghton-associates" } } }, { "candidate_key": "new-york-metro::individual::kay-moon", "name": "Kay Moon", "market": "New York Metro", "entity_type": "Individual", "brokerage": "The Corcoran Group", "consumer_authority_score": 74.5, "ai_visibility_score": 23.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 33, "profile_url": "directory/kay-moon/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.182, "entity_clarity_rate": 1.0, "sales_transactions_public": 61, "review_count_public": 76, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "kansas-city::team::kc-homes-365", "name": "KC Homes 365", "market": "Kansas City", "entity_type": "Team", "brokerage": "Keller Williams Realty Partners", "consumer_authority_score": 61.6, "ai_visibility_score": 39.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 6, "profile_url": "directory/kc-homes-365/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 71, "review_count_public": 189, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-10.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-10.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-10.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-10.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/kc-homes-365.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kc-homes-365", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Kansas City teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kc-homes-365", "short": "2026 REAI Founding Honoree, #6 Kansas City Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/kc-homes-365", "newsletter": "KC Homes 365 has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Kansas City team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kc-homes-365", "internal_announcement": "Please join us in congratulating KC Homes 365, recognized as a 2026 REAI Founding Honoree and published at #6 in the Kansas City team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kc-homes-365", "press_blurb": "KC Homes 365 was named a 2026 REAI Founding Honoree and ranked #6 in the Kansas City team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kc-homes-365" } } }, { "candidate_key": "dallas-fort-worth::individual::keely-harris", "name": "Keely Harris", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 80.1, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 12, "profile_url": "directory/keely-harris/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 43, "review_count_public": 100, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/keely-harris.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kelli-chabot", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #9 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kelli-chabot", "short": "2026 REAI Founding Honoree, #9 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kelli-chabot", "newsletter": "Kelli Chabot has been recognized as a 2026 REAI Founding Honoree, ranking #9 in the Kansas City individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kellyco" } } }, { "candidate_key": "atlanta::individual::ken-covers", "name": "Ken Covers", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Engel & V\u00f6lkers Atlanta", "consumer_authority_score": 58.6, "ai_visibility_score": 36.7, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 5, "profile_url": "directory/ken-covers/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 28, "review_count_public": 27, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-5.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-5.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-5.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/ken-covers.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ken-covers" } } }, { "candidate_key": "kansas-city::team::ken-hoover-team", "name": "Ken Hoover Team", "market": "Kansas City", "entity_type": "Team", "brokerage": "Keller Williams Kansas City North", "consumer_authority_score": 77.8, "ai_visibility_score": 28.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/ken-hoover-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 138, "review_count_public": 251, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/ken-hoover-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/ken-hoover-team", "internal_announcement": "Please join us in congratulating Ken Hoover Team, recognized as a 2026 REAI Founding Honoree and published at #13 in the Kansas City team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/ken-hoover-team", "press_blurb": "Ken Hoover Team was named a 2026 REAI Founding Honoree and ranked #13 in the Kansas City team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ken-hoover-team" } } }, { "candidate_key": "nashville::individual::kendra-nitz", "name": "Kendra Nitz", "market": "Nashville", "entity_type": "Individual", "brokerage": "RE/MAX Homes and Estates, Lipman Group", "consumer_authority_score": 56.9, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 14, "profile_url": "directory/kendra-nitz/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 57, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/kendra-nitz.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kendra-nitz" } } }, { "candidate_key": "st-louis::individual::kenny-reinhold", "name": "Kenny Reinhold", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty - Gundaker", "consumer_authority_score": 86.7, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 5, "profile_url": "directory/kenny-reinhold/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 32, "review_count_public": 157, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-5.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-5.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-5.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/kenny-reinhold.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kenny-reinhold" } } }, { "candidate_key": "minneapolis-st-paul::team::kerby-cristina-real-estate-experts", "name": "Kerby & Cristina Real Estate Experts", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "REMAX Results", "consumer_authority_score": 94.3, "ai_visibility_score": 42.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/kerby-cristina-real-estate-experts/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 938, "review_count_public": 1370, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-5.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-5.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/kerby-cristina-real-estate-experts.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kerby-cristina-real-estate-experts" } } }, { "candidate_key": "washington-dc-northern-virginia::team::keri-shull-team", "name": "Keri Shull Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 80.2, "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 3, "profile_url": "directory/keri-shull-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/keri-shull-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/keri-shull-team" } } }, { "candidate_key": "boston::individual::kerrin-rowley", "name": "Kerrin Rowley", "market": "Boston", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 71.2, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 8, "profile_url": "directory/kerrin-rowley/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 92, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-10.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-10.png", "square_jpg": "/assets/badges/2026/boston/individual/top-10.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/kerrin-rowley.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kerrin-rowley", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Boston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kerrin-rowley", "short": "2026 REAI Founding Honoree, #8 Boston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kerrin-rowley", "newsletter": "Kerrin Rowley has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kerrin-rowley", "internal_announcement": "Please join us in congratulating Kerrin Rowley, recognized as a 2026 REAI Founding Honoree and published at #8 in the Boston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kerrin-rowley", "press_blurb": "Kerrin Rowley was named a 2026 REAI Founding Honoree and ranked #8 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kerrin-rowley" } } }, { "candidate_key": "las-vegas::individual::kevin-dultz", "name": "Kevin Dultz", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 43.9, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 22, "profile_url": "directory/kevin-dultz/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 40, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/kevin-dultz.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kevin-dultz" } } }, { "candidate_key": "boston::individual::kevin-fruh", "name": "Kevin Fruh", "market": "Boston", "entity_type": "Individual", "brokerage": "Gibson Sotheby's International Realty", "consumer_authority_score": 79.7, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/kevin-fruh/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 49, "review_count_public": 105, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-10.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-10.png", "square_jpg": "/assets/badges/2026/boston/individual/top-10.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/kevin-fruh.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kevin-fruh" } } }, { "candidate_key": "st-louis::individual::kim-anderson", "name": "Kim Anderson", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Select Properties", "consumer_authority_score": 74.9, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 12, "profile_url": "directory/kim-anderson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 34, "review_count_public": 94, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/kim-anderson.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kim-cameron-group", "internal_announcement": "Please join us in congratulating Kim Cameron Group, recognized as a 2026 REAI Founding Honoree and published at #22 in the St. Louis team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kim-cameron-group", "press_blurb": "Kim Cameron Group was named a 2026 REAI Founding Honoree and ranked #22 in the St. Louis team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kim-cameron-group" } } }, { "candidate_key": "boston::team::kim-covino-and-co", "name": "Kim Covino and Co", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 72.7, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 23, "profile_url": "directory/kim-covino-and-co/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 124, "review_count_public": 44, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/kim-covino-and-co.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kim-covino-and-co", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Boston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kim-covino-and-co", "short": "2026 REAI Founding Honoree, #23 Boston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/kim-covino-and-co", "newsletter": "Kim Covino and Co has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Boston team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kim-covino-and-co", "internal_announcement": "Please join us in congratulating Kim Covino and Co, recognized as a 2026 REAI Founding Honoree and published at #23 in the Boston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kim-covino-and-co", "press_blurb": "Kim Covino and Co was named a 2026 REAI Founding Honoree and ranked #23 in the Boston team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kim-covino-and-co" } } }, { "candidate_key": "minneapolis-st-paul::individual::kim-ziton", "name": "Kim Ziton", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Keller Williams Premier Realty", "consumer_authority_score": 91.7, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 5, "profile_url": "directory/kim-ziton/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 69, "review_count_public": 210, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/kim-ziton.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kim-ziton", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #5 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kim-ziton", "short": "2026 REAI Founding Honoree, #5 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kim-ziton", "newsletter": "Kim Ziton has been recognized as a 2026 REAI Founding Honoree, ranking #5 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kim-ziton", "internal_announcement": "Please join us in congratulating Kim Ziton, recognized as a 2026 REAI Founding Honoree and published at #5 in the Minneapolis-St. Paul individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kim-ziton", "press_blurb": "Kim Ziton was named a 2026 REAI Founding Honoree and ranked #5 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kim-ziton" } } }, { "candidate_key": "denver::individual::kimberly-austin", "name": "Kimberly Austin", "market": "Denver", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 56.0, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/kimberly-austin/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 28, "review_count_public": 57, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/kimberly-austin.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kimberly-austin", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published Denver individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kimberly-austin", "short": "2026 REAI Founding Honoree, #17 Denver Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kimberly-austin", "newsletter": "Kimberly Austin has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kimberly-austin", "internal_announcement": "Please join us in congratulating Kimberly Austin, recognized as a 2026 REAI Founding Honoree and published at #17 in the Denver individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kimberly-austin", "press_blurb": "Kimberly Austin was named a 2026 REAI Founding Honoree and ranked #17 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kimberly-austin" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::kimberly-cestari", "name": "Kimberly Cestari", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Long & Foster", "consumer_authority_score": 73.7, "ai_visibility_score": 40.6, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Strong public proof", "category_rank": 3, "profile_url": "directory/kimberly-cestari/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/kimberly-cestari.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kimberly-cestari", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Washington DC / Northern Virginia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kimberly-cestari", "short": "2026 REAI Founding Honoree, #3 Washington DC / Northern Virginia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kimberly-cestari", "newsletter": "Kimberly Cestari has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Washington DC / Northern Virginia individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kimberly-cestari" } } }, { "candidate_key": "seattle::individual::kimberly-morgan-storey", "name": "Kimberly Morgan Storey", "market": "Seattle", "entity_type": "Individual", "brokerage": "Coldwell Banker Danforth", "consumer_authority_score": 72.6, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 6, "profile_url": "directory/kimberly-morgan-storey/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 28, "review_count_public": 170, "average_rating_public": 4.98, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-10.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/kimberly-morgan-storey.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kimberly-morgan-storey", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kimberly-morgan-storey", "short": "2026 REAI Founding Honoree, #6 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kimberly-morgan-storey", "newsletter": "Kimberly Morgan Storey has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Seattle individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kimberly-morgan-storey" } } }, { "candidate_key": "san-francisco-bay-area::team::kinetic-real-estate", "name": "Kinetic Real Estate", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Kinetic Real Estate", "consumer_authority_score": 92.9, "ai_visibility_score": 45.4, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/kinetic-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 432, "review_count_public": 757, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-5.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-5.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/kinetic-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kinetic-real-estate" } } }, { "candidate_key": "atlanta::individual::kirsten-conover", "name": "Kirsten Conover", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Georgia Properties", "consumer_authority_score": 67.4, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 17, "profile_url": "directory/kirsten-conover/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 33, "review_count_public": 64, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/kirsten-conover.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kirsten-conover" } } }, { "candidate_key": "new-york-metro::team::kirsten-jordan-team", "name": "Kirsten Jordan Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 69.1, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Established public proof", "category_rank": 21, "profile_url": "directory/kirsten-jordan-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": null, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/kirsten-jordan-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kirsten-jordan-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published New York Metro teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kirsten-jordan-team", "short": "2026 REAI Founding Honoree, #21 New York Metro Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/kirsten-jordan-team", "newsletter": "Kirsten Jordan Team has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the New York Metro team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kirsten-jordan-team" } } }, { "candidate_key": "st-louis::team::kittner-group", "name": "Kittner Group", "market": "St. Louis", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 85.2, "ai_visibility_score": 40.0, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 2, "profile_url": "directory/kittner-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 248, "review_count_public": 206, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-5.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-5.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-5.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-5.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/kittner-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kittner-group" } } }, { "candidate_key": "san-diego::team::klinge-realty-group", "name": "Klinge Realty Group", "market": "San Diego", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 51.8, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/klinge-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 34, "review_count_public": 67, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/klinge-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/korby-home-team" } } }, { "candidate_key": "kansas-city::individual::krishna-chinnam", "name": "Krishna Chinnam", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 94.2, "ai_visibility_score": 28.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/krishna-chinnam/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 44, "review_count_public": 357, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-5.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-5.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-5.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/krishna-chinnam.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/krishna-chinnam" } } }, { "candidate_key": "san-francisco-bay-area::team::krishnan-team", "name": "Krishnan Team", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.1, "ai_visibility_score": 45.1, "ai_visibility_evidence": "32 checks / 6 mentions", "authority_band": "Established public proof", "category_rank": 2, "profile_url": "directory/krishnan-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 6, "mention_rate": 0.188, "captured_citation_rate": 0.1667, "entity_clarity_rate": 1.0, "sales_transactions_public": 104, "review_count_public": 111, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-5.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-5.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/krishnan-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/krishnan-team" } } }, { "candidate_key": "st-louis::team::krista-hartmann-home-team", "name": "Krista Hartmann Home Team", "market": "St. Louis", "entity_type": "Team", "brokerage": "RE/MAX Results", "consumer_authority_score": 87.5, "ai_visibility_score": 39.7, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 3, "profile_url": "directory/krista-hartmann-home-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 355, "review_count_public": 157, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-5.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-5.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-5.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-5.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/krista-hartmann-home-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/krista-hartmann-home-team" } } }, { "candidate_key": "seattle::team::krista-mehr", "name": "Krista Mehr", "market": "Seattle", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.0, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/krista-mehr/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 55, "review_count_public": 93, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/krista-mehr.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kristi-soligo-team" } } }, { "candidate_key": "orlando::individual::kristin-vogt", "name": "Kristin Vogt", "market": "Orlando", "entity_type": "Individual", "brokerage": "CENTURY 21 Integra", "consumer_authority_score": 95.9, "ai_visibility_score": 29.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/kristin-vogt/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 85, "review_count_public": 1198, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-5.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-5.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-5.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/kristin-vogt.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kristin-vogt", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #1 for AI Visibility among published Orlando individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kristin-vogt", "short": "2026 REAI Founding Honoree, #1 Orlando Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kristin-vogt", "newsletter": "Kristin Vogt has been recognized as a 2026 REAI Founding Honoree, ranking #1 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kristin-vogt", "internal_announcement": "Please join us in congratulating Kristin Vogt, recognized as a 2026 REAI Founding Honoree and published at #1 in the Orlando individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kristin-vogt", "press_blurb": "Kristin Vogt was named a 2026 REAI Founding Honoree and ranked #1 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kristin-vogt" } } }, { "candidate_key": "nashville::individual::kristopher-esqueda", "name": "Kristopher Esqueda", "market": "Nashville", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 54.8, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 19, "profile_url": "directory/kristopher-esqueda/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 39, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/kristopher-esqueda.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/kristopher-esqueda", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Nashville individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/kristopher-esqueda", "short": "2026 REAI Founding Honoree, #19 Nashville Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/kristopher-esqueda", "newsletter": "Kristopher Esqueda has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/kristopher-esqueda", "internal_announcement": "Please join us in congratulating Kristopher Esqueda, recognized as a 2026 REAI Founding Honoree and published at #19 in the Nashville individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/kristopher-esqueda", "press_blurb": "Kristopher Esqueda was named a 2026 REAI Founding Honoree and ranked #19 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/kristopher-esqueda" } } }, { "candidate_key": "atlanta::individual::lakshmi-thirunavu", "name": "Lakshmi Thirunavu", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Keller Williams North Atlanta", "consumer_authority_score": 74.9, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 9, "profile_url": "directory/lakshmi-thirunavu/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 31, "review_count_public": 136, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-10.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-10.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-10.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/lakshmi-thirunavu.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lakshmi-thirunavu" } } }, { "candidate_key": "chicago::team::laricy-team", "name": "Laricy Team", "market": "Chicago", "entity_type": "Team", "brokerage": "Americorp", "consumer_authority_score": 98.5, "ai_visibility_score": 46.9, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/laricy-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.75, "entity_clarity_rate": 1.0, "sales_transactions_public": 579, "review_count_public": 1982, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-5.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-5.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-5.png", "square_jpg": "/assets/badges/2026/chicago/team/top-5.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/laricy-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/larry-watson", "internal_announcement": "Please join us in congratulating Larry Watson, recognized as a 2026 REAI Founding Honoree and published at #12 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/larry-watson", "press_blurb": "Larry Watson was named a 2026 REAI Founding Honoree and ranked #12 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/larry-watson" } } }, { "candidate_key": "st-louis::individual::laura-macdonald", "name": "Laura MacDonald", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty - Gundaker", "consumer_authority_score": 69.8, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/laura-macdonald/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 50, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/laura-macdonald.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/laura-macdonald", "internal_announcement": "Please join us in congratulating Laura MacDonald, recognized as a 2026 REAI Founding Honoree and published at #19 in the St. Louis individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/laura-macdonald", "press_blurb": "Laura MacDonald was named a 2026 REAI Founding Honoree and ranked #19 in the St. Louis individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/laura-macdonald" } } }, { "candidate_key": "new-york-metro::team::laura-miller-team", "name": "Laura Miller Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Houlihan Lawrence", "consumer_authority_score": 82.9, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 11, "profile_url": "directory/laura-miller-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 85, "review_count_public": 166, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/laura-miller-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/laura-miller-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #11 for AI Visibility among published New York Metro teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/laura-miller-team", "short": "2026 REAI Founding Honoree, #11 New York Metro Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/laura-miller-team", "newsletter": "Laura Miller Team has been recognized as a 2026 REAI Founding Honoree, ranking #11 in the New York Metro team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/laura-miller-team" } } }, { "candidate_key": "miami-south-florida::individual::laura-sanders", "name": "Laura Sanders", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "RE/MAX Direct", "consumer_authority_score": 78.7, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/laura-sanders/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 101, "review_count_public": 68, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/laura-sanders.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/laura-sanders" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::laura-schwartz", "name": "Laura Schwartz", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Real Broker LLC", "consumer_authority_score": 81.6, "ai_visibility_score": 39.6, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/laura-schwartz/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/laura-schwartz.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lauren-leithead" } } }, { "candidate_key": "los-angeles::individual::lauren-ravitz", "name": "Lauren Ravitz", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices California Properties", "consumer_authority_score": 79.3, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/lauren-ravitz/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 23, "review_count_public": 92, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/lauren-ravitz.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lauren-ravitz" } } }, { "candidate_key": "philadelphia::individual::laurie-phillips", "name": "Laurie Phillips", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Fox & Roach", "consumer_authority_score": 46.7, "ai_visibility_score": 49.6, "ai_visibility_evidence": "32 checks / 7 mentions", "authority_band": "Source-backed candidate", "category_rank": 1, "profile_url": "directory/laurie-phillips/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 7, "mention_rate": 0.219, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": null, "review_count_public": 54, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-5.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/laurie-phillips.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/laurie-phillips", "internal_announcement": "Please join us in congratulating Laurie Phillips, recognized as a 2026 REAI Founding Honoree and published at #1 in the Philadelphia individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/laurie-phillips", "press_blurb": "Laurie Phillips was named a 2026 REAI Founding Honoree and ranked #1 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/laurie-phillips" } } }, { "candidate_key": "san-francisco-bay-area::individual::laxmi-penupothula", "name": "Laxmi Penupothula", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Intero Real Estate Services", "consumer_authority_score": 81.2, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 11, "profile_url": "directory/laxmi-penupothula/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 36, "review_count_public": 117, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/laxmi-penupothula.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/laxmi-penupothula" } } }, { "candidate_key": "nashville::team::lct-team", "name": "LCT Team", "market": "Nashville", "entity_type": "Team", "brokerage": "Onward Real Estate", "consumer_authority_score": 88.0, "ai_visibility_score": 40.0, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 7, "profile_url": "directory/lct-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 270, "review_count_public": 265, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-10.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-10.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-10.png", "square_jpg": "/assets/badges/2026/nashville/team/top-10.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/lct-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lct-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Nashville teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lct-team", "short": "2026 REAI Founding Honoree, #7 Nashville Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/lct-team", "newsletter": "LCT Team has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Nashville team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lct-team" } } }, { "candidate_key": "miami-south-florida::team::leah-and-alex-sajovits-team", "name": "Leah and Alex Sajovits Team", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Douglas Elliman", "consumer_authority_score": 51.9, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 12, "profile_url": "directory/leah-and-alex-sajovits-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 187, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/leah-and-alex-sajovits-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/leah-and-alex-sajovits-team" } } }, { "candidate_key": "st-louis::team::legacy-living", "name": "Legacy Living", "market": "St. Louis", "entity_type": "Team", "brokerage": "RE/MAX Results", "consumer_authority_score": 56.6, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 9, "profile_url": "directory/legacy-living/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 45, "review_count_public": 211, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-10.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-10.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-10.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-10.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/legacy-living.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/legacy-living", "internal_announcement": "Please join us in congratulating Legacy Living, recognized as a 2026 REAI Founding Honoree and published at #9 in the St. Louis team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/legacy-living", "press_blurb": "Legacy Living was named a 2026 REAI Founding Honoree and ranked #9 in the St. Louis team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/legacy-living" } } }, { "candidate_key": "houston::individual::lesley-arbuckle-lewis", "name": "Lesley Arbuckle Lewis", "market": "Houston", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 52.4, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 16, "profile_url": "directory/lesley-arbuckle-lewis/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 33, "review_count_public": 59, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/lesley-arbuckle-lewis.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lesley-arbuckle-lewis", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published Houston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lesley-arbuckle-lewis", "short": "2026 REAI Founding Honoree, #16 Houston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/lesley-arbuckle-lewis", "newsletter": "Lesley Arbuckle Lewis has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/lesley-arbuckle-lewis", "internal_announcement": "Please join us in congratulating Lesley Arbuckle Lewis, recognized as a 2026 REAI Founding Honoree and published at #16 in the Houston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/lesley-arbuckle-lewis", "press_blurb": "Lesley Arbuckle Lewis was named a 2026 REAI Founding Honoree and ranked #16 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lesley-arbuckle-lewis" } } }, { "candidate_key": "atlanta::individual::libby-bramlett", "name": "Libby Bramlett", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Keller Williams Atlanta North", "consumer_authority_score": 84.2, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/libby-bramlett/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 53, "review_count_public": 146, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-10.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-10.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-10.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/libby-bramlett.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/libby-bramlett", "internal_announcement": "Please join us in congratulating Libby Bramlett, recognized as a 2026 REAI Founding Honoree and published at #8 in the Atlanta individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/libby-bramlett", "press_blurb": "Libby Bramlett was named a 2026 REAI Founding Honoree and ranked #8 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/libby-bramlett" } } }, { "candidate_key": "miami-south-florida::individual::lila-lopez", "name": "Lila Lopez", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "RE/MAX 360 Real Estate", "consumer_authority_score": 43.1, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 23, "profile_url": "directory/lila-lopez/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 40, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/lila-lopez.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lila-lopez" } } }, { "candidate_key": "new-york-metro::individual::linda-defilippo", "name": "Linda DeFilippo", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Howard Hanna Rand Realty", "consumer_authority_score": 75.3, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 19, "profile_url": "directory/linda-defilippo/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 60, "review_count_public": 116, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/linda-defilippo.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/linda-dillon" } } }, { "candidate_key": "chicago::individual::linda-rooney", "name": "Linda Rooney", "market": "Chicago", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Chicago", "consumer_authority_score": 37.4, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 16, "profile_url": "directory/linda-rooney/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 32, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/linda-rooney.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/linda-rooney", "internal_announcement": "Please join us in congratulating Linda Rooney, recognized as a 2026 REAI Founding Honoree and published at #16 in the Chicago individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/linda-rooney", "press_blurb": "Linda Rooney was named a 2026 REAI Founding Honoree and ranked #16 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/linda-rooney" } } }, { "candidate_key": "new-york-metro::individual::lindsay-berardi", "name": "Lindsay Berardi", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Coldwell Banker", "consumer_authority_score": 48.2, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/lindsay-berardi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 77, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/lindsay-berardi.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lindsay-berardi", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published New York Metro individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lindsay-berardi", "short": "2026 REAI Founding Honoree, #21 New York Metro Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/lindsay-berardi", "newsletter": "Lindsay Berardi has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/lindsay-berardi", "internal_announcement": "Please join us in congratulating Lindsay Berardi, recognized as a 2026 REAI Founding Honoree and published at #21 in the New York Metro individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/lindsay-berardi", "press_blurb": "Lindsay Berardi was named a 2026 REAI Founding Honoree and ranked #21 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lindsay-berardi" } } }, { "candidate_key": "atlanta::individual::lindsey-haas", "name": "Lindsey Haas", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 91.5, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 6, "profile_url": "directory/lindsey-haas/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 65, "review_count_public": 188, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-10.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-10.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-10.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/lindsey-haas.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lindsey-haas", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Atlanta individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lindsey-haas", "short": "2026 REAI Founding Honoree, #6 Atlanta Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/lindsey-haas", "newsletter": "Lindsey Haas has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/lindsey-haas", "internal_announcement": "Please join us in congratulating Lindsey Haas, recognized as a 2026 REAI Founding Honoree and published at #6 in the Atlanta individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/lindsey-haas", "press_blurb": "Lindsey Haas was named a 2026 REAI Founding Honoree and ranked #6 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lindsey-haas" } } }, { "candidate_key": "las-vegas::team::lindstrom-radcliffe-group", "name": "Lindstrom Radcliffe Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 33.1, "ai_visibility_score": 25.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/lindstrom-radcliffe-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 30, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/lindstrom-radcliffe-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lindstrom-radcliffe-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published Las Vegas teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lindstrom-radcliffe-group", "short": "2026 REAI Founding Honoree, #25 Las Vegas Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/lindstrom-radcliffe-group", "newsletter": "Lindstrom Radcliffe Group has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the Las Vegas team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/lindstrom-radcliffe-group", "internal_announcement": "Please join us in congratulating Lindstrom Radcliffe Group, recognized as a 2026 REAI Founding Honoree and published at #25 in the Las Vegas team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/lindstrom-radcliffe-group", "press_blurb": "Lindstrom Radcliffe Group was named a 2026 REAI Founding Honoree and ranked #25 in the Las Vegas team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lindstrom-radcliffe-group" } } }, { "candidate_key": "philadelphia::team::lisa-ciccotelli-group", "name": "Lisa Ciccotelli Group", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Fox & Roach", "consumer_authority_score": 56.0, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 19, "profile_url": "directory/lisa-ciccotelli-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 57, "review_count_public": 120, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/lisa-ciccotelli-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lisa-ciccotelli-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lisa-ciccotelli-group", "short": "2026 REAI Founding Honoree, #19 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/lisa-ciccotelli-group", "newsletter": "Lisa Ciccotelli Group has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Philadelphia team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lisa-ciccotelli-group" } } }, { "candidate_key": "st-louis::individual::lisa-coulter", "name": "Lisa Coulter", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Janet McAfee Real Estate", "consumer_authority_score": 88.0, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 9, "profile_url": "directory/lisa-coulter/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 31, "review_count_public": 99, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-10.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-10.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-10.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/lisa-coulter.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lisa-coulter", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #9 for AI Visibility among published St. Louis individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lisa-coulter", "short": "2026 REAI Founding Honoree, #9 St. Louis Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/lisa-coulter", "newsletter": "Lisa Coulter has been recognized as a 2026 REAI Founding Honoree, ranking #9 in the St. Louis individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lisa-coulter" } } }, { "candidate_key": "st-louis::individual::lisa-peabody", "name": "Lisa Peabody", "market": "St. Louis", "entity_type": "Individual", "brokerage": "RE/MAX Platinum", "consumer_authority_score": 53.4, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/lisa-peabody/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 28, "review_count_public": 37, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/lisa-peabody.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/lisa-peabody", "internal_announcement": "Please join us in congratulating Lisa Peabody, recognized as a 2026 REAI Founding Honoree and published at #22 in the St. Louis individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/lisa-peabody", "press_blurb": "Lisa Peabody was named a 2026 REAI Founding Honoree and ranked #22 in the St. Louis individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lisa-peabody" } } }, { "candidate_key": "los-angeles::individual::liz-keenan", "name": "Liz Keenan", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 45.7, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 26, "profile_url": "directory/liz-keenan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 5, "review_count_public": 38, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "philadelphia::individual::liz-simpson", "name": "Liz Simpson", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 33.9, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 23, "profile_url": "directory/liz-simpson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 28, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/liz-simpson.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/liz-simpson" } } }, { "candidate_key": "kansas-city::team::locate", "name": "Locate", "market": "Kansas City", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 57.9, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/locate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 98, "review_count_public": 58, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/locate.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/locate", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Kansas City teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/locate", "short": "2026 REAI Founding Honoree, #24 Kansas City Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/locate", "newsletter": "Locate has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Kansas City team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/logan-walter" } } }, { "candidate_key": "nashville::individual::lori-cloud", "name": "Lori Cloud", "market": "Nashville", "entity_type": "Individual", "brokerage": "Keller Williams Nashville Music City", "consumer_authority_score": 51.1, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 16, "profile_url": "directory/lori-cloud/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 21, "review_count_public": 54, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/lori-cloud.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lori-cloud", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published Nashville individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lori-cloud", "short": "2026 REAI Founding Honoree, #16 Nashville Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/lori-cloud", "newsletter": "Lori Cloud has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the Nashville individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lori-cloud" } } }, { "candidate_key": "nashville::individual::lori-garner", "name": "Lori Garner", "market": "Nashville", "entity_type": "Individual", "brokerage": "Keller Williams Realty (Spring Hill)", "consumer_authority_score": 53.9, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/lori-garner/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 37, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/lori-garner.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lori-garner" } } }, { "candidate_key": "chicago::team::lowe-group", "name": "Lowe Group", "market": "Chicago", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 66.2, "ai_visibility_score": 43.9, "ai_visibility_evidence": "32 checks / 5 mentions", "authority_band": "Established public proof", "category_rank": 3, "profile_url": "directory/lowe-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 5, "mention_rate": 0.156, "captured_citation_rate": 0.8, "entity_clarity_rate": 1.0, "sales_transactions_public": 160, "review_count_public": 33, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-5.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-5.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-5.png", "square_jpg": "/assets/badges/2026/chicago/team/top-5.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/lowe-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lowe-group" } } }, { "candidate_key": "dallas-fort-worth::team::lynch-legacy-realty-group", "name": "Lynch Legacy Realty Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 71.5, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 27, "profile_url": "directory/lynch-legacy-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 268, "review_count_public": 42, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "seattle::individual::lynn-crane", "name": "Lynn Crane", "market": "Seattle", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 60.8, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 24, "profile_url": "directory/lynn-crane/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 28, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/lynn-crane.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lynn-crane", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lynn-crane", "short": "2026 REAI Founding Honoree, #24 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/lynn-crane", "newsletter": "Lynn Crane has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/lynn-crane", "internal_announcement": "Please join us in congratulating Lynn Crane, recognized as a 2026 REAI Founding Honoree and published at #24 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/lynn-crane", "press_blurb": "Lynn Crane was named a 2026 REAI Founding Honoree and ranked #24 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lynn-crane" } } }, { "candidate_key": "seattle::individual::lynn-downing", "name": "Lynn Downing", "market": "Seattle", "entity_type": "Individual", "brokerage": "John L. Scott", "consumer_authority_score": 52.1, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 10, "profile_url": "directory/lynn-downing/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 13, "review_count_public": 114, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-10.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/lynn-downing.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/lynn-downing", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/lynn-downing", "short": "2026 REAI Founding Honoree, #10 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/lynn-downing", "newsletter": "Lynn Downing has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Seattle individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lynn-downing" } } }, { "candidate_key": "miami-south-florida::individual::lynne-gewant", "name": "Lynne Gewant", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 70.4, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 9, "profile_url": "directory/lynne-gewant/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 101, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-10.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-10.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-10.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/lynne-gewant.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/lynne-gewant" } } }, { "candidate_key": "seattle::team::macdonald-group", "name": "Macdonald Group", "market": "Seattle", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 61.1, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 24, "profile_url": "directory/macdonald-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 96, "review_count_public": 55, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/macdonald-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/madison-fine-properties-team" } } }, { "candidate_key": "seattle::team::maggie-real-estate-group", "name": "Maggie Real Estate Group", "market": "Seattle", "entity_type": "Team", "brokerage": "Keller Williams Realty Bellevue", "consumer_authority_score": 86.6, "ai_visibility_score": 28.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/maggie-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 152, "review_count_public": 237, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-10.png", "square_jpg": "/assets/badges/2026/seattle/team/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/maggie-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/maggie-real-estate-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Seattle teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/maggie-real-estate-group", "short": "2026 REAI Founding Honoree, #8 Seattle Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/maggie-real-estate-group", "newsletter": "Maggie Real Estate Group has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Seattle team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/maggie-real-estate-group" } } }, { "candidate_key": "seattle::individual::mahlet-altaye", "name": "Mahlet Altaye", "market": "Seattle", "entity_type": "Individual", "brokerage": "Keller Williams Realty Greater Seattle", "consumer_authority_score": 62.1, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/mahlet-altaye/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 28, "review_count_public": 100, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/mahlet-altaye.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mahlet-altaye", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mahlet-altaye", "short": "2026 REAI Founding Honoree, #14 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/mahlet-altaye", "newsletter": "Mahlet Altaye has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/mahlet-altaye", "internal_announcement": "Please join us in congratulating Mahlet Altaye, recognized as a 2026 REAI Founding Honoree and published at #14 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/mahlet-altaye", "press_blurb": "Mahlet Altaye was named a 2026 REAI Founding Honoree and ranked #14 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mahlet-altaye" } } }, { "candidate_key": "kansas-city::team::malfer-associates", "name": "Malfer & Associates", "market": "Kansas City", "entity_type": "Team", "brokerage": "Compass (Leawood KS)", "consumer_authority_score": 73.2, "ai_visibility_score": 49.8, "ai_visibility_evidence": "32 checks / 9 mentions", "authority_band": "Strong public proof", "category_rank": 3, "profile_url": "directory/malfer-associates/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 9, "mention_rate": 0.281, "captured_citation_rate": 0.3333, "entity_clarity_rate": 1.0, "sales_transactions_public": null, "review_count_public": 100, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-5.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-5.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-5.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-5.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/malfer-associates.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/malfer-associates" } } }, { "candidate_key": "orlando::individual::manuel-jose-delgado", "name": "Manuel Jose Delgado", "market": "Orlando", "entity_type": "Individual", "brokerage": "LPT Realty", "consumer_authority_score": 50.3, "ai_visibility_score": 25.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/manuel-jose-delgado/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 22, "review_count_public": 25, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/manuel-jose-delgado.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/manuel-jose-delgado" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::mara-gemond", "name": "Mara Gemond", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 47.1, "ai_visibility_score": 24.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/mara-gemond/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 12, "review_count_public": 214, "average_rating_public": 4.6, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/mara-gemond.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mara-gemond" } } }, { "candidate_key": "los-angeles::individual::marc-noah", "name": "Marc Noah", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Sotheby's International Realty", "consumer_authority_score": 48.7, "ai_visibility_score": 20.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 32, "profile_url": "directory/marc-noah/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 51, "review_count_public": 10, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "chicago::individual::marc-zale", "name": "Marc Zale", "market": "Chicago", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 58.0, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 14, "profile_url": "directory/marc-zale/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 44, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/marc-zale.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/marc-zale" } } }, { "candidate_key": "miami-south-florida::individual::marco-terminesi", "name": "Marco Terminesi", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "RE/MAX Properties", "consumer_authority_score": 61.0, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 10, "profile_url": "directory/marco-terminesi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 13, "review_count_public": 96, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-10.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-10.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-10.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/marco-terminesi.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/marco-terminesi" } } }, { "candidate_key": "dallas-fort-worth::team::marcontell-gilchrest-group", "name": "Marcontell + Gilchrest Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 58.1, "ai_visibility_score": 32.4, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Source-backed candidate", "category_rank": 10, "profile_url": "directory/marcontell-gilchrest-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 91, "review_count_public": 5, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-10.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-10.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/marcontell-gilchrest-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/maria-doyle" } } }, { "candidate_key": "nashville::individual::maria-holland", "name": "Maria Holland", "market": "Nashville", "entity_type": "Individual", "brokerage": "REMAX Homes and Estates", "consumer_authority_score": 75.4, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/maria-holland/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 58, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/maria-holland.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/maria-holland", "internal_announcement": "Please join us in congratulating Maria Holland, recognized as a 2026 REAI Founding Honoree and published at #13 in the Nashville individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/maria-holland", "press_blurb": "Maria Holland was named a 2026 REAI Founding Honoree and ranked #13 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/maria-holland" } } }, { "candidate_key": "las-vegas::individual::marianne-yoffee", "name": "Marianne Yoffee", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Engel & V\u00f6lkers Las Vegas Spring Valley", "consumer_authority_score": 62.8, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 23, "profile_url": "directory/marianne-yoffee/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 52, "review_count_public": 34, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/marianne-yoffee.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/marianne-yoffee", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/marianne-yoffee", "short": "2026 REAI Founding Honoree, #23 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/marianne-yoffee", "newsletter": "Marianne Yoffee has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Las Vegas individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/marianne-yoffee" } } }, { "candidate_key": "las-vegas::individual::mariel-pamintuan-esguerra", "name": "Mariel Pamintuan-Esguerra", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 48.4, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/mariel-pamintuan-esguerra/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 55, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/mariel-pamintuan-esguerra.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mariel-pamintuan-esguerra", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #20 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mariel-pamintuan-esguerra", "short": "2026 REAI Founding Honoree, #20 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/mariel-pamintuan-esguerra", "newsletter": "Mariel Pamintuan-Esguerra has been recognized as a 2026 REAI Founding Honoree, ranking #20 in the Las Vegas individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mariel-pamintuan-esguerra" } } }, { "candidate_key": "philadelphia::individual::marilee-wolf", "name": "Marilee Wolf", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 46.5, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/marilee-wolf/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 55, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/marilee-wolf.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/marilee-wolf" } } }, { "candidate_key": "dallas-fort-worth::individual::marjan-wolford", "name": "Marjan Wolford", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 55.3, "ai_visibility_score": 18.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 31, "profile_url": "directory/marjan-wolford/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 1, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "minneapolis-st-paul::individual::mark-abdel", "name": "Mark Abdel", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "REMAX Advantage Plus", "consumer_authority_score": 96.5, "ai_visibility_score": 46.1, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/mark-abdel/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 85, "review_count_public": 249, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/mark-abdel.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mark-abdel", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #1 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mark-abdel", "short": "2026 REAI Founding Honoree, #1 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/mark-abdel", "newsletter": "Mark Abdel has been recognized as a 2026 REAI Founding Honoree, ranking #1 in the Minneapolis-St. Paul individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mark-abdel" } } }, { "candidate_key": "denver::individual::mark-baker", "name": "Mark Baker", "market": "Denver", "entity_type": "Individual", "brokerage": "City2Summit Realty", "consumer_authority_score": 80.3, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 10, "profile_url": "directory/mark-baker/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 78, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-10.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-10.png", "square_jpg": "/assets/badges/2026/denver/individual/top-10.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/mark-baker.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mark-baker", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Denver individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mark-baker", "short": "2026 REAI Founding Honoree, #10 Denver Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/mark-baker", "newsletter": "Mark Baker has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/mark-baker", "internal_announcement": "Please join us in congratulating Mark Baker, recognized as a 2026 REAI Founding Honoree and published at #10 in the Denver individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/mark-baker", "press_blurb": "Mark Baker was named a 2026 REAI Founding Honoree and ranked #10 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mark-baker" } } }, { "candidate_key": "seattle::individual::mark-bensadon", "name": "Mark Bensadon", "market": "Seattle", "entity_type": "Individual", "brokerage": "Bensadon Realty", "consumer_authority_score": 54.4, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/mark-bensadon/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 28, "review_count_public": 36, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/mark-bensadon.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mark-bensadon", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mark-bensadon", "short": "2026 REAI Founding Honoree, #21 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/mark-bensadon", "newsletter": "Mark Bensadon has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/mark-bensadon", "internal_announcement": "Please join us in congratulating Mark Bensadon, recognized as a 2026 REAI Founding Honoree and published at #21 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/mark-bensadon", "press_blurb": "Mark Bensadon was named a 2026 REAI Founding Honoree and ranked #21 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mark-bensadon" } } }, { "candidate_key": "boston::team::mark-lesses-group", "name": "Mark Lesses Group", "market": "Boston", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 36.8, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/mark-lesses-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 33, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/mark-lesses-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mark-lesses-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Boston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mark-lesses-group", "short": "2026 REAI Founding Honoree, #24 Boston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/mark-lesses-group", "newsletter": "Mark Lesses Group has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Boston team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/mark-lesses-group", "internal_announcement": "Please join us in congratulating Mark Lesses Group, recognized as a 2026 REAI Founding Honoree and published at #24 in the Boston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/mark-lesses-group", "press_blurb": "Mark Lesses Group was named a 2026 REAI Founding Honoree and ranked #24 in the Boston team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mark-lesses-group" } } }, { "candidate_key": "minneapolis-st-paul::individual::mark-parrish", "name": "Mark Parrish", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 47.9, "ai_visibility_score": 38.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 3, "profile_url": "directory/mark-parrish/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 17, "review_count_public": 51, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/mark-parrish.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mark-parrish", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mark-parrish", "short": "2026 REAI Founding Honoree, #3 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/mark-parrish", "newsletter": "Mark Parrish has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Minneapolis-St. Paul individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mark-parrish" } } }, { "candidate_key": "las-vegas::individual::mark-wiley", "name": "Mark Wiley", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 64.6, "ai_visibility_score": 25.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 25, "profile_url": "directory/mark-wiley/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 31, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/mark-wiley.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mark-wiley", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mark-wiley", "short": "2026 REAI Founding Honoree, #25 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/mark-wiley", "newsletter": "Mark Wiley has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the Las Vegas individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mark-wiley" } } }, { "candidate_key": "san-diego::individual::marlene-gadinis", "name": "Marlene Gadinis", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 38.8, "ai_visibility_score": 22.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 22, "profile_url": "directory/marlene-gadinis/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 16, "review_count_public": 55, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/marlene-gadinis.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/marlene-gadinis", "internal_announcement": "Please join us in congratulating Marlene Gadinis, recognized as a 2026 REAI Founding Honoree and published at #22 in the San Diego individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/marlene-gadinis", "press_blurb": "Marlene Gadinis was named a 2026 REAI Founding Honoree and ranked #22 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/marlene-gadinis" } } }, { "candidate_key": "orlando::individual::marta-montes", "name": "Marta Montes", "market": "Orlando", "entity_type": "Individual", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 43.6, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 21, "profile_url": "directory/marta-montes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 36, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/marta-montes.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/marta-montes", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Orlando individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/marta-montes", "short": "2026 REAI Founding Honoree, #21 Orlando Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/marta-montes", "newsletter": "Marta Montes has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/marta-montes", "internal_announcement": "Please join us in congratulating Marta Montes, recognized as a 2026 REAI Founding Honoree and published at #21 in the Orlando individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/marta-montes", "press_blurb": "Marta Montes was named a 2026 REAI Founding Honoree and ranked #21 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/marta-montes" } } }, { "candidate_key": "philadelphia::individual::martin-rodriguez", "name": "Martin Rodriguez", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Keller Williams Empower", "consumer_authority_score": 52.8, "ai_visibility_score": 38.9, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 2, "profile_url": "directory/martin-rodriguez/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 31, "review_count_public": 105, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-5.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/martin-rodriguez.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/martin-rodriguez", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #2 for AI Visibility among published Philadelphia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/martin-rodriguez", "short": "2026 REAI Founding Honoree, #2 Philadelphia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/martin-rodriguez", "newsletter": "Martin Rodriguez has been recognized as a 2026 REAI Founding Honoree, ranking #2 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/martin-rodriguez", "internal_announcement": "Please join us in congratulating Martin Rodriguez, recognized as a 2026 REAI Founding Honoree and published at #2 in the Philadelphia individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/martin-rodriguez", "press_blurb": "Martin Rodriguez was named a 2026 REAI Founding Honoree and ranked #2 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/martin-rodriguez" } } }, { "candidate_key": "kansas-city::individual::marty-perrea", "name": "Marty Perrea", "market": "Kansas City", "entity_type": "Individual", "brokerage": "RE/MAX Heritage", "consumer_authority_score": 78.2, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 6, "profile_url": "directory/marty-perrea/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 124, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-10.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-10.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-10.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/marty-perrea.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/marty-perrea", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/marty-perrea", "short": "2026 REAI Founding Honoree, #6 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/marty-perrea", "newsletter": "Marty Perrea has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/marty-perrea", "internal_announcement": "Please join us in congratulating Marty Perrea, recognized as a 2026 REAI Founding Honoree and published at #6 in the Kansas City individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/marty-perrea", "press_blurb": "Marty Perrea was named a 2026 REAI Founding Honoree and ranked #6 in the Kansas City individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/marty-perrea" } } }, { "candidate_key": "st-louis::individual::mary-krummenacher", "name": "Mary Krummenacher", "market": "St. Louis", "entity_type": "Individual", "brokerage": "RE/MAX Results", "consumer_authority_score": 73.7, "ai_visibility_score": 39.1, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 3, "profile_url": "directory/mary-krummenacher/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": null, "review_count_public": 113, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-5.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-5.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-5.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/mary-krummenacher.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mary-krummenacher", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published St. Louis individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mary-krummenacher", "short": "2026 REAI Founding Honoree, #3 St. Louis Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/mary-krummenacher", "newsletter": "Mary Krummenacher has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the St. Louis individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mary-krummenacher" } } }, { "candidate_key": "nashville::team::matt-sargent-homes", "name": "Matt Sargent Homes", "market": "Nashville", "entity_type": "Team", "brokerage": "Keller Williams Realty (Mt. Juliet)", "consumer_authority_score": 69.3, "ai_visibility_score": 28.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 13, "profile_url": "directory/matt-sargent-homes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 88, "review_count_public": 349, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/matt-sargent-homes.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/matt-sargent-homes" } } }, { "candidate_key": "las-vegas::team::matt-suiter-group", "name": "Matt Suiter Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Nevada Properties", "consumer_authority_score": 62.5, "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 10, "profile_url": "directory/matt-suiter-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 75, "review_count_public": 308, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-10.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-10.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-10.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-10.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/matt-suiter-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/matt-suiter-group", "internal_announcement": "Please join us in congratulating Matt Suiter Group, recognized as a 2026 REAI Founding Honoree and published at #10 in the Las Vegas team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/matt-suiter-group", "press_blurb": "Matt Suiter Group was named a 2026 REAI Founding Honoree and ranked #10 in the Las Vegas team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/matt-suiter-group" } } }, { "candidate_key": "orlando::individual::matthew-anderson", "name": "Matthew Anderson", "market": "Orlando", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 53.6, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/matthew-anderson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 36, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/matthew-anderson.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/matthew-anderson", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #20 for AI Visibility among published Orlando individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/matthew-anderson", "short": "2026 REAI Founding Honoree, #20 Orlando Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/matthew-anderson", "newsletter": "Matthew Anderson has been recognized as a 2026 REAI Founding Honoree, ranking #20 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/matthew-anderson", "internal_announcement": "Please join us in congratulating Matthew Anderson, recognized as a 2026 REAI Founding Honoree and published at #20 in the Orlando individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/matthew-anderson", "press_blurb": "Matthew Anderson was named a 2026 REAI Founding Honoree and ranked #20 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/matthew-anderson" } } }, { "candidate_key": "new-york-metro::individual::matthew-bizzarro", "name": "Matthew Bizzarro", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Bizzarro Agency", "consumer_authority_score": 91.6, "ai_visibility_score": 38.9, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/matthew-bizzarro/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 127, "review_count_public": 939, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-5.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-5.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-5.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/matthew-bizzarro.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/matthew-bizzarro", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #1 for AI Visibility among published New York Metro individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/matthew-bizzarro", "short": "2026 REAI Founding Honoree, #1 New York Metro Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/matthew-bizzarro", "newsletter": "Matthew Bizzarro has been recognized as a 2026 REAI Founding Honoree, ranking #1 in the New York Metro individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/matthew-bizzarro" } } }, { "candidate_key": "philadelphia::individual::matthew-greene", "name": "Matthew Greene", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 68.0, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 5, "profile_url": "directory/matthew-greene/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 186, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-5.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/matthew-greene.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/matthew-greene" } } }, { "candidate_key": "san-diego::individual::matthew-simila", "name": "Matthew Simila", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 52.3, "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/matthew-simila/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 95, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/matthew-simila.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/matthew-simila" } } }, { "candidate_key": "new-york-metro::individual::matthew-valvano", "name": "Matthew Valvano", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices New York Properties", "consumer_authority_score": 82.8, "ai_visibility_score": 28.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 6, "profile_url": "directory/matthew-valvano/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 51, "review_count_public": 295, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-10.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-10.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-10.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/matthew-valvano.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/matthew-valvano" } } }, { "candidate_key": "san-diego::individual::max-folkers", "name": "Max Folkers", "market": "San Diego", "entity_type": "Individual", "brokerage": "RE/MAX Pacific", "consumer_authority_score": 64.6, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 4, "profile_url": "directory/max-folkers/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 22, "review_count_public": 108, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-5.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-5.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-5.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/max-folkers.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/max-folkers" } } }, { "candidate_key": "seattle::individual::max-rombakh", "name": "Max Rombakh", "market": "Seattle", "entity_type": "Individual", "brokerage": "Windermere Real Estate", "consumer_authority_score": 90.4, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 8, "profile_url": "directory/max-rombakh/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 79, "review_count_public": 128, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-10.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/max-rombakh.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mccaughey-estates-team" } } }, { "candidate_key": "seattle::team::mcconnell-group-formerly-nk-team", "name": "McConnell Group (formerly NK Team)", "market": "Seattle", "entity_type": "Team", "brokerage": "Real Broker LLC", "consumer_authority_score": 95.8, "ai_visibility_score": 29.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/mcconnell-group-formerly-nk-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 247, "review_count_public": 672, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-5.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-5.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-5.png", "square_jpg": "/assets/badges/2026/seattle/team/top-5.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/mcconnell-group-formerly-nk-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/mcconnell-group-formerly-nk-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Seattle teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/mcconnell-group-formerly-nk-team", "short": "2026 REAI Founding Honoree, #3 Seattle Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/mcconnell-group-formerly-nk-team", "newsletter": "McConnell Group (formerly NK Team) has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Seattle team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mcconnell-group-formerly-nk-team" } } }, { "candidate_key": "nashville::team::mcgiboney-team", "name": "McGiboney Team", "market": "Nashville", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 58.1, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/mcgiboney-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 126, "review_count_public": 65, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/mcgiboney-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/mcstay-team", "internal_announcement": "Please join us in congratulating McStay Team, recognized as a 2026 REAI Founding Honoree and published at #20 in the Boston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/mcstay-team", "press_blurb": "McStay Team was named a 2026 REAI Founding Honoree and ranked #20 in the Boston team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mcstay-team" } } }, { "candidate_key": "washington-dc-northern-virginia::team::mdt-real-estate", "name": "MDT Real Estate", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.2, "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 12, "profile_url": "directory/mdt-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/mdt-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mdt-real-estate" } } }, { "candidate_key": "philadelphia::individual::meghan-klauder", "name": "Meghan Klauder", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "REMAX One Realty", "consumer_authority_score": 58.6, "ai_visibility_score": 37.6, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 3, "profile_url": "directory/meghan-klauder/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": null, "review_count_public": 51, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-5.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/meghan-klauder.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/meghan-klauder", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Philadelphia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/meghan-klauder", "short": "2026 REAI Founding Honoree, #3 Philadelphia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/meghan-klauder", "newsletter": "Meghan Klauder has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/meghan-klauder", "internal_announcement": "Please join us in congratulating Meghan Klauder, recognized as a 2026 REAI Founding Honoree and published at #3 in the Philadelphia individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/meghan-klauder", "press_blurb": "Meghan Klauder was named a 2026 REAI Founding Honoree and ranked #3 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/meghan-klauder" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::mehrnaz-mary-bazargan", "name": "Mehrnaz Mary Bazargan", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 83.0, "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 14, "profile_url": "directory/mehrnaz-mary-bazargan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 45, "review_count_public": 385, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/mehrnaz-mary-bazargan.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mehrnaz-mary-bazargan" } } }, { "candidate_key": "atlanta::individual::meko-fountain", "name": "Meko Fountain", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 78.9, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 19, "profile_url": "directory/meko-fountain/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 75, "review_count_public": 51, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/meko-fountain.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/meko-fountain" } } }, { "candidate_key": "san-diego::individual::melina-rissone", "name": "Melina Rissone", "market": "San Diego", "entity_type": "Individual", "brokerage": "Coldwell Banker West", "consumer_authority_score": 60.2, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 2, "profile_url": "directory/melina-rissone/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 16, "review_count_public": 211, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-5.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-5.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-5.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/melina-rissone.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/melissa-dailey", "internal_announcement": "Please join us in congratulating Melissa Dailey, recognized as a 2026 REAI Founding Honoree and published at #2 in the Boston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/melissa-dailey", "press_blurb": "Melissa Dailey was named a 2026 REAI Founding Honoree and ranked #2 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/melissa-dailey" } } }, { "candidate_key": "chicago::individual::melissa-dondalski", "name": "Melissa Dondalski", "market": "Chicago", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 79.3, "ai_visibility_score": 24.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 25, "profile_url": "directory/melissa-dondalski/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 130, "review_count_public": 159, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/melissa-dondalski.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/melissa-dondalski", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published Chicago individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/melissa-dondalski", "short": "2026 REAI Founding Honoree, #25 Chicago Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/melissa-dondalski", "newsletter": "Melissa Dondalski has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/melissa-dondalski", "internal_announcement": "Please join us in congratulating Melissa Dondalski, recognized as a 2026 REAI Founding Honoree and published at #25 in the Chicago individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/melissa-dondalski", "press_blurb": "Melissa Dondalski was named a 2026 REAI Founding Honoree and ranked #25 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/melissa-dondalski" } } }, { "candidate_key": "san-diego::individual::melissa-goldstein-tucci", "name": "Melissa Goldstein Tucci", "market": "San Diego", "entity_type": "Individual", "brokerage": "Coldwell Banker West", "consumer_authority_score": 80.2, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 5, "profile_url": "directory/melissa-goldstein-tucci/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 89, "review_count_public": 83, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-5.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-5.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-5.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/melissa-goldstein-tucci.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/melissa-goldstein-tucci", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #5 for AI Visibility among published San Diego individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/melissa-goldstein-tucci", "short": "2026 REAI Founding Honoree, #5 San Diego Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/melissa-goldstein-tucci", "newsletter": "Melissa Goldstein Tucci has been recognized as a 2026 REAI Founding Honoree, ranking #5 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/melissa-goldstein-tucci", "internal_announcement": "Please join us in congratulating Melissa Goldstein Tucci, recognized as a 2026 REAI Founding Honoree and published at #5 in the San Diego individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/melissa-goldstein-tucci", "press_blurb": "Melissa Goldstein Tucci was named a 2026 REAI Founding Honoree and ranked #5 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/melissa-goldstein-tucci" } } }, { "candidate_key": "san-diego::individual::melissa-huk", "name": "Melissa Huk", "market": "San Diego", "entity_type": "Individual", "brokerage": "Keller Williams Realty", "consumer_authority_score": 47.8, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 6, "profile_url": "directory/melissa-huk/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 68, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-10.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-10.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-10.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/melissa-huk.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/melissa-huk", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published San Diego individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/melissa-huk", "short": "2026 REAI Founding Honoree, #6 San Diego Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/melissa-huk", "newsletter": "Melissa Huk has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/melissa-huk", "internal_announcement": "Please join us in congratulating Melissa Huk, recognized as a 2026 REAI Founding Honoree and published at #6 in the San Diego individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/melissa-huk", "press_blurb": "Melissa Huk was named a 2026 REAI Founding Honoree and ranked #6 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/melissa-huk" } } }, { "candidate_key": "los-angeles::individual::melissa-menard", "name": "Melissa Menard", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 67.0, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 18, "profile_url": "directory/melissa-menard/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 12, "review_count_public": 57, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/melissa-menard.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/melissa-menard", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #18 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/melissa-menard", "short": "2026 REAI Founding Honoree, #18 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/melissa-menard", "newsletter": "Melissa Menard has been recognized as a 2026 REAI Founding Honoree, ranking #18 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/melissa-menard", "internal_announcement": "Please join us in congratulating Melissa Menard, recognized as a 2026 REAI Founding Honoree and published at #18 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/melissa-menard", "press_blurb": "Melissa Menard was named a 2026 REAI Founding Honoree and ranked #18 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/melissa-menard" } } }, { "candidate_key": "chicago::team::melissa-siegal-group", "name": "Melissa Siegal Group", "market": "Chicago", "entity_type": "Team", "brokerage": "@properties Christie's International Real Estate", "consumer_authority_score": 82.6, "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 10, "profile_url": "directory/melissa-siegal-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 81, "review_count_public": 551, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-10.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-10.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-10.png", "square_jpg": "/assets/badges/2026/chicago/team/top-10.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/melissa-siegal-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/melissa-siegal-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Chicago teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/melissa-siegal-group", "short": "2026 REAI Founding Honoree, #10 Chicago Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/melissa-siegal-group", "newsletter": "Melissa Siegal Group has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Chicago team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/melissa-siegal-group" } } }, { "candidate_key": "seattle::individual::melissa-waller", "name": "Melissa Waller", "market": "Seattle", "entity_type": "Individual", "brokerage": "Windermere Real Estate", "consumer_authority_score": 57.7, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/melissa-waller/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 78, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/melissa-waller.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/melissa-waller", "internal_announcement": "Please join us in congratulating Melissa Waller, recognized as a 2026 REAI Founding Honoree and published at #15 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/melissa-waller", "press_blurb": "Melissa Waller was named a 2026 REAI Founding Honoree and ranked #15 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/melissa-waller" } } }, { "candidate_key": "los-angeles::team::meredith-schlosser-team", "name": "Meredith Schlosser Team", "market": "Los Angeles", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices California Properties", "consumer_authority_score": 64.4, "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 13, "profile_url": "directory/meredith-schlosser-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 42, "review_count_public": 316, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/meredith-schlosser-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/michael-scanlon", "internal_announcement": "Please join us in congratulating Michael Scanlon, recognized as a 2026 REAI Founding Honoree and published at #5 in the Chicago individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/michael-scanlon", "press_blurb": "Michael Scanlon was named a 2026 REAI Founding Honoree and ranked #5 in the Chicago individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/michael-scanlon" } } }, { "candidate_key": "new-york-metro::individual::michael-shapot", "name": "Michael Shapot", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Keller Williams New York City", "consumer_authority_score": 24.5, "ai_visibility_score": 7.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 49, "profile_url": "directory/michael-shapot/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 33, "review_count_public": 7, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "houston::individual::michael-silva", "name": "Michael Silva", "market": "Houston", "entity_type": "Individual", "brokerage": "Happen Houston", "consumer_authority_score": 70.6, "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 24, "profile_url": "directory/michael-silva/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 65, "review_count_public": 94, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/michael-silva.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/michael-silva" } } }, { "candidate_key": "los-angeles::individual::michelle-liberman", "name": "Michelle Liberman", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 40.8, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 29, "profile_url": "directory/michelle-liberman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 6, "review_count_public": 27, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "los-angeles::individual::michelle-schwartz", "name": "Michelle Schwartz", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "The Agency", "consumer_authority_score": 74.6, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 19, "profile_url": "directory/michelle-schwartz/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 52, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/michelle-schwartz.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mike-mahlstedt" } } }, { "candidate_key": "kansas-city::individual::miles-rost", "name": "Miles Rost", "market": "Kansas City", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 91.7, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 5, "profile_url": "directory/miles-rost/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 139, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-5.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-5.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-5.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/miles-rost.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/miles-rost" } } }, { "candidate_key": "chicago::individual::millie-rosenbloom", "name": "Millie Rosenbloom", "market": "Chicago", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 77.7, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 8, "profile_url": "directory/millie-rosenbloom/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 36, "review_count_public": 76, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-10.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-10.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-10.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/millie-rosenbloom.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/millie-rosenbloom" } } }, { "candidate_key": "dallas-fort-worth::team::minteer-real-estate-team", "name": "Minteer Real Estate Team", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Real Broker", "consumer_authority_score": 65.6, "ai_visibility_score": 28.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 15, "profile_url": "directory/minteer-real-estate-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 105, "review_count_public": 285, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/minteer-real-estate-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/minteer-real-estate-team" } } }, { "candidate_key": "miami-south-florida::team::modern-living-group", "name": "Modern Living Group", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 65.5, "ai_visibility_score": 28.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 11, "profile_url": "directory/modern-living-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 56, "review_count_public": 290, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/modern-living-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/mollaan-babbington-group" } } }, { "candidate_key": "atlanta::individual::molly-gaines", "name": "Molly Gaines", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Ansley Real Estate Christie's International", "consumer_authority_score": 68.7, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 23, "profile_url": "directory/molly-gaines/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 32, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/molly-gaines.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/molly-gaines" } } }, { "candidate_key": "san-francisco-bay-area::team::momentum-realty", "name": "Momentum Realty", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Momentum Realty", "consumer_authority_score": 63.5, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 20, "profile_url": "directory/momentum-realty/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 187, "review_count_public": 83, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/momentum-realty.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/momentum-realty" } } }, { "candidate_key": "kansas-city::team::moore-homes", "name": "Moore Homes", "market": "Kansas City", "entity_type": "Team", "brokerage": "Compass Realty Group", "consumer_authority_score": 53.9, "ai_visibility_score": 39.3, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Source-backed candidate", "category_rank": 7, "profile_url": "directory/moore-homes/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 102, "review_count_public": 49, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-10.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-10.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-10.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-10.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/moore-homes.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/moore-homes" } } }, { "candidate_key": "chicago::individual::morgan-sage", "name": "Morgan Sage", "market": "Chicago", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Chicago", "consumer_authority_score": 53.7, "ai_visibility_score": 25.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/morgan-sage/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 36, "review_count_public": 25, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/morgan-sage.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/my-home-team", "internal_announcement": "Please join us in congratulating My Home Team, recognized as a 2026 REAI Founding Honoree and published at #19 in the Denver team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/my-home-team", "press_blurb": "My Home Team was named a 2026 REAI Founding Honoree and ranked #19 in the Denver team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/my-home-team" } } }, { "candidate_key": "miami-south-florida::team::nancy-batchelor-team", "name": "Nancy Batchelor Team", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 85.9, "ai_visibility_score": 28.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 7, "profile_url": "directory/nancy-batchelor-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 80, "review_count_public": 423, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-10.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-10.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-10.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-10.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/nancy-batchelor-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/nancy-batchelor-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Miami / South Florida teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/nancy-batchelor-team", "short": "2026 REAI Founding Honoree, #7 Miami / South Florida Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/nancy-batchelor-team", "newsletter": "Nancy Batchelor Team has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Miami / South Florida team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nancy-batchelor-team" } } }, { "candidate_key": "chicago::individual::nancy-tassone", "name": "Nancy Tassone", "market": "Chicago", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 80.9, "ai_visibility_score": 35.4, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/nancy-tassone/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 36, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-5.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-5.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-5.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/nancy-tassone.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/nancy-tassone", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Chicago individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/nancy-tassone", "short": "2026 REAI Founding Honoree, #4 Chicago Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/nancy-tassone", "newsletter": "Nancy Tassone has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Chicago individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nancy-tassone" } } }, { "candidate_key": "nashville::individual::naomi-bannister", "name": "Naomi Bannister", "market": "Nashville", "entity_type": "Individual", "brokerage": "Keller Williams Realty (Franklin)", "consumer_authority_score": 54.5, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/naomi-bannister/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 27, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/naomi-bannister.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/naomi-bannister", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Nashville individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/naomi-bannister", "short": "2026 REAI Founding Honoree, #24 Nashville Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/naomi-bannister", "newsletter": "Naomi Bannister has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Nashville individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/naomi-bannister" } } }, { "candidate_key": "nashville::team::nashville-home-guru", "name": "Nashville Home Guru", "market": "Nashville", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 49.2, "ai_visibility_score": 47.6, "ai_visibility_evidence": "32 checks / 7 mentions", "authority_band": "Source-backed candidate", "category_rank": 3, "profile_url": "directory/nashville-home-guru/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 7, "mention_rate": 0.219, "captured_citation_rate": 0.4286, "entity_clarity_rate": 1.0, "sales_transactions_public": null, "review_count_public": 104, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-5.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-5.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-5.png", "square_jpg": "/assets/badges/2026/nashville/team/top-5.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/nashville-home-guru.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/nashville-home-guru", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Nashville teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/nashville-home-guru", "short": "2026 REAI Founding Honoree, #3 Nashville Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/nashville-home-guru", "newsletter": "Nashville Home Guru has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Nashville team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nashville-home-guru" } } }, { "candidate_key": "atlanta::team::natalie-gregory-co", "name": "Natalie Gregory & Co", "market": "Atlanta", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 41.5, "ai_visibility_score": 25.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/natalie-gregory-co/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 53, "review_count_public": 25, "average_rating_public": 4.7, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/natalie-gregory-co.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/natalie-gregory-co", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published Atlanta teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/natalie-gregory-co", "short": "2026 REAI Founding Honoree, #25 Atlanta Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/natalie-gregory-co", "newsletter": "Natalie Gregory & Co has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the Atlanta team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/natalie-gregory-co" } } }, { "candidate_key": "denver::individual::nathan-crumb", "name": "Nathan Crumb", "market": "Denver", "entity_type": "Individual", "brokerage": "Keller Williams Realty DTC", "consumer_authority_score": 78.6, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 6, "profile_url": "directory/nathan-crumb/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 83, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-10.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-10.png", "square_jpg": "/assets/badges/2026/denver/individual/top-10.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/nathan-crumb.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nathan-crumb" } } }, { "candidate_key": "miami-south-florida::team::nathanson-brothers-real-estate-team", "name": "Nathanson Brothers Real Estate Team", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "RE/MAX Services", "consumer_authority_score": 43.5, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 20, "profile_url": "directory/nathanson-brothers-real-estate-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 78, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/nathanson-brothers-real-estate-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nathanson-brothers-real-estate-team" } } }, { "candidate_key": "houston::team::ndhk-realty-group", "name": "NDHK Realty Group", "market": "Houston", "entity_type": "Team", "brokerage": "LPT Realty", "consumer_authority_score": 64.4, "ai_visibility_score": 24.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 21, "profile_url": "directory/ndhk-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 190, "review_count_public": 209, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/ndhk-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ndhk-realty-group" } } }, { "candidate_key": "san-diego::team::neda-nourani-associates", "name": "Neda Nourani & Associates", "market": "San Diego", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.2, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 15, "profile_url": "directory/neda-nourani-associates/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 36, "review_count_public": 88, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/neda-nourani-associates.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/neda-nourani-associates" } } }, { "candidate_key": "las-vegas::team::nevada-real-estate-group-nreg", "name": "Nevada Real Estate Group (NREG)", "market": "Las Vegas", "entity_type": "Team", "brokerage": "LPT Realty", "consumer_authority_score": 95.8, "ai_visibility_score": 30.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 7, "profile_url": "directory/nevada-real-estate-group-nreg/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 789, "review_count_public": 3407, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-10.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-10.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-10.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-10.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/nevada-real-estate-group-nreg.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nevada-real-estate-group-nreg" } } }, { "candidate_key": "minneapolis-st-paul::individual::nevin-raghuveer", "name": "Nevin Raghuveer", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "REMAX Results", "consumer_authority_score": 93.8, "ai_visibility_score": 27.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 6, "profile_url": "directory/nevin-raghuveer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 95, "review_count_public": 173, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/nevin-raghuveer.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/new-era-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Denver teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/new-era-group", "short": "2026 REAI Founding Honoree, #24 Denver Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/new-era-group", "newsletter": "New Era Group has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Denver team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/new-era-group" } } }, { "candidate_key": "new-york-metro::individual::nicholas-campasano", "name": "Nicholas Campasano", "market": "New York Metro", "entity_type": "Individual", "brokerage": "The Agency Long Island", "consumer_authority_score": 62.5, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 30, "profile_url": "directory/nicholas-campasano/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 56, "review_count_public": 26, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "las-vegas::individual::nick-laymon", "name": "Nick Laymon", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 68.7, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 8, "profile_url": "directory/nick-laymon/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 121, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-10.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-10.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/nick-laymon.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/nick-laymon", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/nick-laymon", "short": "2026 REAI Founding Honoree, #8 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/nick-laymon", "newsletter": "Nick Laymon has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/nick-laymon", "internal_announcement": "Please join us in congratulating Nick Laymon, recognized as a 2026 REAI Founding Honoree and published at #8 in the Las Vegas individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/nick-laymon", "press_blurb": "Nick Laymon was named a 2026 REAI Founding Honoree and ranked #8 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nick-laymon" } } }, { "candidate_key": "miami-south-florida::individual::nicole-bouchard", "name": "Nicole Bouchard", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "Keller Williams Realty", "consumer_authority_score": 70.1, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 19, "profile_url": "directory/nicole-bouchard/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/nicole-bouchard.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nicole-bouchard" } } }, { "candidate_key": "san-diego::individual::nicole-griesi", "name": "Nicole Griesi", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 28.3, "ai_visibility_score": 22.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/nicole-griesi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 11, "review_count_public": 41, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/nicole-griesi.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/nicole-griesi", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published San Diego individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/nicole-griesi", "short": "2026 REAI Founding Honoree, #24 San Diego Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/nicole-griesi", "newsletter": "Nicole Griesi has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the San Diego individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nicole-griesi" } } }, { "candidate_key": "philadelphia::individual::nicole-miller-desantis", "name": "Nicole Miller-DeSantis", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 76.9, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/nicole-miller-desantis/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 55, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/nicole-miller-desantis.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nicole-miller-desantis" } } }, { "candidate_key": "san-francisco-bay-area::individual::nida-adil", "name": "Nida Adil", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Intero Real Estate Services", "consumer_authority_score": 78.4, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 12, "profile_url": "directory/nida-adil/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 116, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/nida-adil.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nida-adil" } } }, { "candidate_key": "san-diego::individual::niel-mamerto", "name": "Niel Mamerto", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 46.3, "ai_visibility_score": 24.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/niel-mamerto/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 16, "review_count_public": 123, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/niel-mamerto.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/niel-mamerto" } } }, { "candidate_key": "seattle::team::nielsen-group", "name": "Nielsen Group", "market": "Seattle", "entity_type": "Team", "brokerage": "Engel & V\u00f6lkers", "consumer_authority_score": 55.0, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/nielsen-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 31, "review_count_public": 80, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/nielsen-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nielsen-group" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::nikki-lagouros", "name": "Nikki Lagouros", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "consumer_authority_score": 91.7, "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/nikki-lagouros/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/nikki-lagouros.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nikki-lagouros" } } }, { "candidate_key": "dallas-fort-worth::individual::nina-bhanot", "name": "Nina Bhanot", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 90.8, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 10, "profile_url": "directory/nina-bhanot/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 64, "review_count_public": 105, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-10.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-10.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/nina-bhanot.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/nora-aguirre-team" } } }, { "candidate_key": "nashville::team::oak-street-group", "name": "Oak Street Group", "market": "Nashville", "entity_type": "Team", "brokerage": "Benchmark Realty LLC", "consumer_authority_score": 81.8, "ai_visibility_score": 28.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 12, "profile_url": "directory/oak-street-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 384, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/oak-street-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/oak-street-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published Nashville teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/oak-street-group", "short": "2026 REAI Founding Honoree, #12 Nashville Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/oak-street-group", "newsletter": "Oak Street Group has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the Nashville team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/oak-street-group" } } }, { "candidate_key": "san-francisco-bay-area::team::oldham-group", "name": "Oldham Group", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 87.2, "ai_visibility_score": 41.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 5, "profile_url": "directory/oldham-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 254, "review_count_public": 686, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-5.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-5.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/oldham-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/oldham-group" } } }, { "candidate_key": "houston::individual::omar-scanu", "name": "Omar Scanu", "market": "Houston", "entity_type": "Individual", "brokerage": "RE/MAX Pearland", "consumer_authority_score": 46.2, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/omar-scanu/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 33, "review_count_public": 36, "average_rating_public": 4.7, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/omar-scanu.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/omar-scanu" } } }, { "candidate_key": "washington-dc-northern-virginia::team::one-residential", "name": "ONE Residential", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 82.9, "ai_visibility_score": 40.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/one-residential/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/one-residential.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/own-marin" } } }, { "candidate_key": "los-angeles::team::pardee-properties", "name": "Pardee Properties", "market": "Los Angeles", "entity_type": "Team", "brokerage": "Pardee Properties", "consumer_authority_score": 98.4, "ai_visibility_score": 45.3, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/pardee-properties/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 0.6667, "entity_clarity_rate": 1.0, "sales_transactions_public": 360, "review_count_public": 1650, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-5.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-5.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-5.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-5.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/pardee-properties.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/pardee-properties" } } }, { "candidate_key": "atlanta::team::path-post-team", "name": "Path & Post Team", "market": "Atlanta", "entity_type": "Team", "brokerage": "Path & Post Real Estate", "consumer_authority_score": 90.7, "ai_visibility_score": 29.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 7, "profile_url": "directory/path-post-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 261, "review_count_public": 753, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-10.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-10.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-10.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-10.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/path-post-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/path-post-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Atlanta teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/path-post-team", "short": "2026 REAI Founding Honoree, #7 Atlanta Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/path-post-team", "newsletter": "Path & Post Team has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Atlanta team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/path-post-team" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::patricia-ammann", "name": "Patricia Ammann", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 76.1, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/patricia-ammann/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 479, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/patricia-ammann.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/patricia-ammann" } } }, { "candidate_key": "houston::individual::patricia-brand", "name": "Patricia Brand", "market": "Houston", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 45.7, "ai_visibility_score": 17.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 29, "profile_url": "directory/patricia-brand/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 77, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/houston/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/houston/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "houston::individual::patricia-dajani", "name": "Patricia Dajani", "market": "Houston", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 66.7, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 19, "profile_url": "directory/patricia-dajani/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 351, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/patricia-dajani.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/patricia-dajani" } } }, { "candidate_key": "philadelphia::team::patrick-campbell-team", "name": "Patrick Campbell Team", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 64.5, "ai_visibility_score": 28.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/patrick-campbell-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 78, "review_count_public": 262, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/patrick-campbell-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/patrick-campbell-team" } } }, { "candidate_key": "nashville::team::patterson-team-real-estate", "name": "Patterson Team Real Estate", "market": "Nashville", "entity_type": "Team", "brokerage": "simpliHOM", "consumer_authority_score": 48.8, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 19, "profile_url": "directory/patterson-team-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 57, "review_count_public": 101, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/patterson-team-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/patterson-team-real-estate" } } }, { "candidate_key": "dallas-fort-worth::team::patty-turner-group", "name": "Patty Turner Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 77.7, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 23, "profile_url": "directory/patty-turner-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 278, "review_count_public": 74, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/patty-turner-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/patty-turner-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/patty-turner-group", "short": "2026 REAI Founding Honoree, #23 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/patty-turner-group", "newsletter": "Patty Turner Group has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Dallas-Fort Worth team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/patty-turner-group" } } }, { "candidate_key": "new-york-metro::individual::paul-johansen", "name": "Paul Johansen", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Corcoran", "consumer_authority_score": 25.8, "ai_visibility_score": 8.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 46, "profile_url": "directory/paul-johansen/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 30, "review_count_public": 13, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "nashville::individual::paula-hinegardner", "name": "Paula Hinegardner", "market": "Nashville", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 87.6, "ai_visibility_score": 40.0, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Elite public proof", "category_rank": 3, "profile_url": "directory/paula-hinegardner/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.5, "entity_clarity_rate": 1.0, "sales_transactions_public": 42, "review_count_public": 93, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-5.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-5.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-5.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/paula-hinegardner.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/paula-hinegardner" } } }, { "candidate_key": "chicago::individual::peggy-sersen", "name": "Peggy Sersen", "market": "Chicago", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 67.4, "ai_visibility_score": 24.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 28, "profile_url": "directory/peggy-sersen/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 40, "review_count_public": 165, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "seattle::team::perrina-team", "name": "Perrina Team", "market": "Seattle", "entity_type": "Team", "brokerage": "Realogics Sotheby's International Realty", "consumer_authority_score": 62.6, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 20, "profile_url": "directory/perrina-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 58, "review_count_public": 85, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/perrina-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/peter-colpitts" } } }, { "candidate_key": "los-angeles::individual::peter-divito", "name": "Peter Divito", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Equity Union", "consumer_authority_score": 45.9, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/peter-divito/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 11, "review_count_public": 51, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/peter-divito.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/peter-divito" } } }, { "candidate_key": "chicago::individual::peter-moore", "name": "Peter Moore", "market": "Chicago", "entity_type": "Individual", "brokerage": "Baird & Warner", "consumer_authority_score": 70.0, "ai_visibility_score": 28.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 6, "profile_url": "directory/peter-moore/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 21, "review_count_public": 387, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-10.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-10.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-10.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/peter-moore.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/peter-moore", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Chicago individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/peter-moore", "short": "2026 REAI Founding Honoree, #6 Chicago Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/peter-moore", "newsletter": "Peter Moore has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/peter-moore", "internal_announcement": "Please join us in congratulating Peter Moore, recognized as a 2026 REAI Founding Honoree and published at #6 in the Chicago individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/peter-moore", "press_blurb": "Peter Moore was named a 2026 REAI Founding Honoree and ranked #6 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/peter-moore" } } }, { "candidate_key": "houston::individual::philip-alter", "name": "Philip Alter", "market": "Houston", "entity_type": "Individual", "brokerage": "Martha Turner Sotheby's International Realty", "consumer_authority_score": 77.4, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 8, "profile_url": "directory/philip-alter/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 220, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-10.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-10.png", "square_jpg": "/assets/badges/2026/houston/individual/top-10.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/philip-alter.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/philip-alter", "internal_announcement": "Please join us in congratulating Philip Alter, recognized as a 2026 REAI Founding Honoree and published at #8 in the Houston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/philip-alter", "press_blurb": "Philip Alter was named a 2026 REAI Founding Honoree and ranked #8 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/philip-alter" } } }, { "candidate_key": "san-francisco-bay-area::individual::philip-farr", "name": "Philip Farr", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Vanguard Properties", "consumer_authority_score": 45.9, "ai_visibility_score": 44.1, "ai_visibility_evidence": "32 checks / 5 mentions", "authority_band": "Source-backed candidate", "category_rank": 1, "profile_url": "directory/philip-farr/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 5, "mention_rate": 0.156, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 15, "review_count_public": 25, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/philip-farr.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/philip-farr" } } }, { "candidate_key": "philadelphia::team::philly-home-girls", "name": "Philly Home Girls", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Elfant Wissahickon Realtors", "consumer_authority_score": 84.1, "ai_visibility_score": 50.7, "ai_visibility_evidence": "32 checks / 7 mentions", "authority_band": "Elite public proof", "category_rank": 1, "profile_url": "directory/philly-home-girls/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 7, "mention_rate": 0.219, "captured_citation_rate": 0.7143, "entity_clarity_rate": 1.0, "sales_transactions_public": 305, "review_count_public": 432, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-5.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-5.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-5.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-5.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/philly-home-girls.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/philly-home-girls" } } }, { "candidate_key": "minneapolis-st-paul::team::platzke-real-estate-group", "name": "Platzke Real Estate Group", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 92.7, "ai_visibility_score": 30.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 7, "profile_url": "directory/platzke-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 520, "review_count_public": 1073, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-10.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-10.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/platzke-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/platzke-real-estate-group" } } }, { "candidate_key": "minneapolis-st-paul::team::pomerleau-team", "name": "Pomerleau Team", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "JPW Realty Twin Cities", "consumer_authority_score": 81.3, "ai_visibility_score": 45.9, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Elite public proof", "category_rank": 2, "profile_url": "directory/pomerleau-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 458, "review_count_public": 320, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-5.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-5.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/pomerleau-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/pomerleau-team" } } }, { "candidate_key": "san-diego::team::pometto-team-realty", "name": "Pometto Team Realty", "market": "San Diego", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 45.5, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/pometto-team-realty/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 33, "review_count_public": 39, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/pometto-team-realty.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/pometto-team-realty", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published San Diego teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/pometto-team-realty", "short": "2026 REAI Founding Honoree, #24 San Diego Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/pometto-team-realty", "newsletter": "Pometto Team Realty has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the San Diego team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/pometto-team-realty" } } }, { "candidate_key": "san-diego::team::pond-team-real-estate", "name": "Pond Team Real Estate", "market": "San Diego", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 42.2, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 21, "profile_url": "directory/pond-team-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 23, "review_count_public": 43, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/pond-team-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/pond-team-real-estate" } } }, { "candidate_key": "seattle::team::portico-real-estate", "name": "Portico Real Estate", "market": "Seattle", "entity_type": "Team", "brokerage": "Independent", "consumer_authority_score": 84.5, "ai_visibility_score": 28.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 7, "profile_url": "directory/portico-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 127, "review_count_public": 279, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-10.png", "square_jpg": "/assets/badges/2026/seattle/team/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/portico-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/premier-group" } } }, { "candidate_key": "chicago::team::qamar-group", "name": "Qamar Group", "market": "Chicago", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 94.7, "ai_visibility_score": 29.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 8, "profile_url": "directory/qamar-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 254, "review_count_public": 720, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-10.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-10.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-10.png", "square_jpg": "/assets/badges/2026/chicago/team/top-10.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/qamar-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/qamar-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Chicago teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/qamar-group", "short": "2026 REAI Founding Honoree, #8 Chicago Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/qamar-group", "newsletter": "Qamar Group has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Chicago team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/qamar-group", "internal_announcement": "Please join us in congratulating Qamar Group, recognized as a 2026 REAI Founding Honoree and published at #8 in the Chicago team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/qamar-group", "press_blurb": "Qamar Group was named a 2026 REAI Founding Honoree and ranked #8 in the Chicago team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/qamar-group" } } }, { "candidate_key": "new-york-metro::team::queens-home-team", "name": "Queens Home Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 74.0, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 12, "profile_url": "directory/queens-home-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 65, "review_count_public": 146, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/queens-home-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/queens-home-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published New York Metro teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/queens-home-team", "short": "2026 REAI Founding Honoree, #12 New York Metro Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/queens-home-team", "newsletter": "Queens Home Team has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the New York Metro team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/queens-home-team", "internal_announcement": "Please join us in congratulating Queens Home Team, recognized as a 2026 REAI Founding Honoree and published at #12 in the New York Metro team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/queens-home-team", "press_blurb": "Queens Home Team was named a 2026 REAI Founding Honoree and ranked #12 in the New York Metro team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/queens-home-team" } } }, { "candidate_key": "seattle::individual::quinnie-phan", "name": "Quinnie Phan", "market": "Seattle", "entity_type": "Individual", "brokerage": "Keller Williams Greater Seattle", "consumer_authority_score": 84.9, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/quinnie-phan/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 48, "review_count_public": 219, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-5.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-5.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-5.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/quinnie-phan.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/quinnie-phan", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/quinnie-phan", "short": "2026 REAI Founding Honoree, #4 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/quinnie-phan", "newsletter": "Quinnie Phan has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Seattle individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/quinnie-phan" } } }, { "candidate_key": "denver::individual::rachael-sanderson", "name": "Rachael Sanderson", "market": "Denver", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 57.0, "ai_visibility_score": 22.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/rachael-sanderson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 34, "review_count_public": 53, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/rachael-sanderson.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rachael-sanderson" } } }, { "candidate_key": "houston::individual::rachel-conkling", "name": "Rachel Conkling", "market": "Houston", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 87.6, "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Elite public proof", "category_rank": 2, "profile_url": "directory/rachel-conkling/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 48, "review_count_public": 317, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-5.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-5.png", "square_jpg": "/assets/badges/2026/houston/individual/top-5.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/rachel-conkling.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rachel-conkling" } } }, { "candidate_key": "san-diego::individual::rachel-gardner", "name": "Rachel Gardner", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 78.2, "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 12, "profile_url": "directory/rachel-gardner/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 30, "review_count_public": 381, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/rachel-gardner.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/rachel-gardner", "internal_announcement": "Please join us in congratulating Rachel Gardner, recognized as a 2026 REAI Founding Honoree and published at #12 in the San Diego individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/rachel-gardner", "press_blurb": "Rachel Gardner was named a 2026 REAI Founding Honoree and ranked #12 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rachel-gardner" } } }, { "candidate_key": "philadelphia::individual::rachel-reilly", "name": "Rachel Reilly", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Elfant Wissahickon Realtors", "consumer_authority_score": 46.9, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/rachel-reilly/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 26, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/rachel-reilly.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/rachel-reilly", "internal_announcement": "Please join us in congratulating Rachel Reilly, recognized as a 2026 REAI Founding Honoree and published at #24 in the Philadelphia individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/rachel-reilly", "press_blurb": "Rachel Reilly was named a 2026 REAI Founding Honoree and ranked #24 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rachel-reilly" } } }, { "candidate_key": "philadelphia::individual::rachel-rothbard", "name": "Rachel Rothbard", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 56.3, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/rachel-rothbard/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 28, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/rachel-rothbard.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/rachel-rothbard", "internal_announcement": "Please join us in congratulating Rachel Rothbard, recognized as a 2026 REAI Founding Honoree and published at #22 in the Philadelphia individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/rachel-rothbard", "press_blurb": "Rachel Rothbard was named a 2026 REAI Founding Honoree and ranked #22 in the Philadelphia individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rachel-rothbard" } } }, { "candidate_key": "philadelphia::individual::rachel-shaw", "name": "Rachel Shaw", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Elfant Wissahickon Realtors", "consumer_authority_score": 67.0, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 12, "profile_url": "directory/rachel-shaw/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 95, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/rachel-shaw.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rachel-shaw" } } }, { "candidate_key": "new-york-metro::team::rafael-ching-real-estate-team", "name": "Rafael Ching Real Estate Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 72.2, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 17, "profile_url": "directory/rafael-ching-real-estate-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 70, "review_count_public": 94, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/rafael-ching-real-estate-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rafael-gevorkian" } } }, { "candidate_key": "new-york-metro::team::rahme-team", "name": "Rahme Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 19.4, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 61, "profile_url": "directory/rahme-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 26, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "las-vegas::individual::randy-hatada", "name": "Randy Hatada", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Xpand Realty", "consumer_authority_score": 63.0, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 17, "profile_url": "directory/randy-hatada/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 43, "review_count_public": 57, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/randy-hatada.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/reed-estate-team" } } }, { "candidate_key": "new-york-metro::team::renata-douglass-team", "name": "Renata Douglass Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Houlihan Lawrence", "consumer_authority_score": 79.5, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/renata-douglass-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 66, "review_count_public": 208, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-10.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-10.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-10.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-10.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/renata-douglass-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/renata-douglass-team", "internal_announcement": "Please join us in congratulating Renata Douglass Team, recognized as a 2026 REAI Founding Honoree and published at #7 in the New York Metro team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/renata-douglass-team", "press_blurb": "Renata Douglass Team was named a 2026 REAI Founding Honoree and ranked #7 in the New York Metro team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/renata-douglass-team" } } }, { "candidate_key": "minneapolis-st-paul::team::reroot-group", "name": "ReRoot Group", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 41.7, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 22, "profile_url": "directory/reroot-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 80, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/reroot-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/reroot-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Minneapolis-St. Paul teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/reroot-group", "short": "2026 REAI Founding Honoree, #22 Minneapolis-St. Paul Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/reroot-group", "newsletter": "ReRoot Group has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Minneapolis-St. Paul team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/reroot-group", "internal_announcement": "Please join us in congratulating ReRoot Group, recognized as a 2026 REAI Founding Honoree and published at #22 in the Minneapolis-St. Paul team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/reroot-group", "press_blurb": "ReRoot Group was named a 2026 REAI Founding Honoree and ranked #22 in the Minneapolis-St. Paul team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/reroot-group" } } }, { "candidate_key": "dallas-fort-worth::team::reside-real-estate", "name": "Reside Real Estate", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Reside Real Estate", "consumer_authority_score": 82.0, "ai_visibility_score": 28.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 13, "profile_url": "directory/reside-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 187, "review_count_public": 426, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/reside-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/reside-real-estate", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/reside-real-estate", "short": "2026 REAI Founding Honoree, #13 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/reside-real-estate", "newsletter": "Reside Real Estate has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the Dallas-Fort Worth team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/reside-real-estate" } } }, { "candidate_key": "washington-dc-northern-virginia::team::reynolds-empowerhome-team", "name": "Reynolds EmpowerHome Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "EmpowerHome Team / Keller Williams", "consumer_authority_score": 75.4, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 22, "profile_url": "directory/reynolds-empowerhome-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 936, "review_count_public": 100, "average_rating_public": 4.87, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/reynolds-empowerhome-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/reynolds-empowerhome-team" } } }, { "candidate_key": "st-louis::individual::rhonda-liddell-davis", "name": "Rhonda Liddell-Davis", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Keller Williams Realty St. Louis", "consumer_authority_score": 34.7, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 23, "profile_url": "directory/rhonda-liddell-davis/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 31, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/rhonda-liddell-davis.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rhonda-liddell-davis" } } }, { "candidate_key": "houston::individual::rich-stone", "name": "Rich Stone", "market": "Houston", "entity_type": "Individual", "brokerage": "Martha Turner Sotheby's International Realty", "consumer_authority_score": 63.0, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 13, "profile_url": "directory/rich-stone/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 30, "review_count_public": 97, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/rich-stone.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/rich-stone", "internal_announcement": "Please join us in congratulating Rich Stone, recognized as a 2026 REAI Founding Honoree and published at #13 in the Houston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/rich-stone", "press_blurb": "Rich Stone was named a 2026 REAI Founding Honoree and ranked #13 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rich-stone" } } }, { "candidate_key": "los-angeles::individual::richard-schulman", "name": "Richard Schulman", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Keller Williams Realty", "consumer_authority_score": 93.0, "ai_visibility_score": 38.0, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/richard-schulman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 162, "review_count_public": 498, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-5.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-5.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/richard-schulman.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/richard-schulman" } } }, { "candidate_key": "las-vegas::individual::rick-schetinski", "name": "Rick Schetinski", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 75.9, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/rick-schetinski/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 53, "review_count_public": 67, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/rick-schetinski.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/rick-schetinski", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/rick-schetinski", "short": "2026 REAI Founding Honoree, #13 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/rick-schetinski", "newsletter": "Rick Schetinski has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/rick-schetinski", "internal_announcement": "Please join us in congratulating Rick Schetinski, recognized as a 2026 REAI Founding Honoree and published at #13 in the Las Vegas individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/rick-schetinski", "press_blurb": "Rick Schetinski was named a 2026 REAI Founding Honoree and ranked #13 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rick-schetinski" } } }, { "candidate_key": "miami-south-florida::team::riley-smith-group", "name": "Riley Smith Group", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.9, "ai_visibility_score": 40.1, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Strong public proof", "category_rank": 5, "profile_url": "directory/riley-smith-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.5, "entity_clarity_rate": 1.0, "sales_transactions_public": 180, "review_count_public": 89, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-5.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-5.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-5.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-5.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/riley-smith-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/riley-smith-group" } } }, { "candidate_key": "orlando::individual::rob-kurzreiter", "name": "Rob Kurzreiter", "market": "Orlando", "entity_type": "Individual", "brokerage": "Keller Williams Realty At The Parks", "consumer_authority_score": 68.8, "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 18, "profile_url": "directory/rob-kurzreiter/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 40, "review_count_public": 35, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/rob-kurzreiter.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rob-kurzreiter" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::rob-wittman", "name": "Rob Wittman", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 88.3, "ai_visibility_score": 24.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 15, "profile_url": "directory/rob-wittman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 88, "review_count_public": 308, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/rob-wittman.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/robert-drimmer" } } }, { "candidate_key": "las-vegas::individual::robert-martin", "name": "Robert Martin", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 75.4, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/robert-martin/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 69, "review_count_public": 56, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/robert-martin.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/robert-martin", "internal_announcement": "Please join us in congratulating Robert Martin, recognized as a 2026 REAI Founding Honoree and published at #16 in the Las Vegas individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/robert-martin", "press_blurb": "Robert Martin was named a 2026 REAI Founding Honoree and ranked #16 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/robert-martin" } } }, { "candidate_key": "los-angeles::individual::robert-pitts", "name": "Robert Pitts", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Robert Pitts Estates", "consumer_authority_score": 61.3, "ai_visibility_score": 23.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 31, "profile_url": "directory/robert-pitts/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 33, "review_count_public": 56, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "minneapolis-st-paul::individual::rochelle-johnson", "name": "Rochelle Johnson", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "REMAX Advantage Plus", "consumer_authority_score": 55.6, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 10, "profile_url": "directory/rochelle-johnson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 116, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/rochelle-johnson.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rochelle-johnson" } } }, { "candidate_key": "kansas-city::team::ron-henderson-associates", "name": "Ron Henderson & Associates", "market": "Kansas City", "entity_type": "Team", "brokerage": "Keller Williams Northland Partners", "consumer_authority_score": 48.1, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/ron-henderson-associates/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 44, "review_count_public": 142, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/ron-henderson-associates.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ron-henderson-associates" } } }, { "candidate_key": "san-francisco-bay-area::individual::ron-laserna", "name": "Ron Laserna", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 54.7, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 13, "profile_url": "directory/ron-laserna/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 13, "review_count_public": 87, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/ron-laserna.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ron-laserna" } } }, { "candidate_key": "orlando::individual::ronald-ziolkowski", "name": "Ronald Ziolkowski", "market": "Orlando", "entity_type": "Individual", "brokerage": "RE/MAX Prime Properties", "consumer_authority_score": 94.5, "ai_visibility_score": 28.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/ronald-ziolkowski/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 58, "review_count_public": 357, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-5.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-5.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-5.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/ronald-ziolkowski.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/ronald-ziolkowski", "internal_announcement": "Please join us in congratulating Ronald Ziolkowski, recognized as a 2026 REAI Founding Honoree and published at #2 in the Orlando individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/ronald-ziolkowski", "press_blurb": "Ronald Ziolkowski was named a 2026 REAI Founding Honoree and ranked #2 in the Orlando individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ronald-ziolkowski" } } }, { "candidate_key": "new-york-metro::individual::rory-clark", "name": "Rory Clark", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Brown Harris Stevens Residential Sales, LLC", "consumer_authority_score": 80.3, "ai_visibility_score": 23.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 31, "profile_url": "directory/rory-clark/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.1, "entity_clarity_rate": 1.0, "sales_transactions_public": 127, "review_count_public": 114, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "san-diego::individual::roseanne-martin", "name": "Roseanne Martin", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 75.9, "ai_visibility_score": 24.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 17, "profile_url": "directory/roseanne-martin/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 153, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/roseanne-martin.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/roseanne-martin", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published San Diego individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/roseanne-martin", "short": "2026 REAI Founding Honoree, #17 San Diego Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/roseanne-martin", "newsletter": "Roseanne Martin has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/roseanne-martin", "internal_announcement": "Please join us in congratulating Roseanne Martin, recognized as a 2026 REAI Founding Honoree and published at #17 in the San Diego individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/roseanne-martin", "press_blurb": "Roseanne Martin was named a 2026 REAI Founding Honoree and ranked #17 in the San Diego individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/roseanne-martin" } } }, { "candidate_key": "denver::individual::ross-blahnik", "name": "Ross Blahnik", "market": "Denver", "entity_type": "Individual", "brokerage": "Compass (Oak Group)", "consumer_authority_score": 74.4, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/ross-blahnik/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 87, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-10.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-10.png", "square_jpg": "/assets/badges/2026/denver/individual/top-10.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/ross-blahnik.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/ross-blahnik", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Denver individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/ross-blahnik", "short": "2026 REAI Founding Honoree, #7 Denver Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/ross-blahnik", "newsletter": "Ross Blahnik has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/ross-blahnik", "internal_announcement": "Please join us in congratulating Ross Blahnik, recognized as a 2026 REAI Founding Honoree and published at #7 in the Denver individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/ross-blahnik", "press_blurb": "Ross Blahnik was named a 2026 REAI Founding Honoree and ranked #7 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ross-blahnik" } } }, { "candidate_key": "seattle::individual::roya-tabatabai", "name": "Roya Tabatabai", "market": "Seattle", "entity_type": "Individual", "brokerage": "John L. Scott", "consumer_authority_score": 63.1, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 7, "profile_url": "directory/roya-tabatabai/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 15, "review_count_public": 180, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-10.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/roya-tabatabai.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/roya-tabatabai", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/roya-tabatabai", "short": "2026 REAI Founding Honoree, #7 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/roya-tabatabai", "newsletter": "Roya Tabatabai has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Seattle individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/roya-tabatabai" } } }, { "candidate_key": "los-angeles::individual::russell-dunn", "name": "Russell Dunn", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 58.4, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 16, "profile_url": "directory/russell-dunn/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 13, "review_count_public": 85, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/russell-dunn.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/russell-dunn", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/russell-dunn", "short": "2026 REAI Founding Honoree, #16 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/russell-dunn", "newsletter": "Russell Dunn has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/russell-dunn", "internal_announcement": "Please join us in congratulating Russell Dunn, recognized as a 2026 REAI Founding Honoree and published at #16 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/russell-dunn", "press_blurb": "Russell Dunn was named a 2026 REAI Founding Honoree and ranked #16 in the Los Angeles individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/russell-dunn" } } }, { "candidate_key": "orlando::individual::rustina-gibson", "name": "Rustina Gibson", "market": "Orlando", "entity_type": "Individual", "brokerage": "RE/MAX Vantage", "consumer_authority_score": 44.3, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 17, "profile_url": "directory/rustina-gibson/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 16, "review_count_public": 43, "average_rating_public": 4.91, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-25.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/rustina-gibson.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/rustina-gibson" } } }, { "candidate_key": "houston::team::ryan-royale-the-jockers-team", "name": "Ryan & Royale - The Jockers Team", "market": "Houston", "entity_type": "Team", "brokerage": "Better Homes and Gardens Real Estate Gary Greene", "consumer_authority_score": 47.2, "ai_visibility_score": 24.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/ryan-royale-the-jockers-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 81, "review_count_public": 192, "average_rating_public": 4.93, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/ryan-royale-the-jockers-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/ryan-royale-the-jockers-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Houston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/ryan-royale-the-jockers-team", "short": "2026 REAI Founding Honoree, #22 Houston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/ryan-royale-the-jockers-team", "newsletter": "Ryan & Royale - The Jockers Team has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Houston team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/ryan-royale-the-jockers-team", "internal_announcement": "Please join us in congratulating Ryan & Royale - The Jockers Team, recognized as a 2026 REAI Founding Honoree and published at #22 in the Houston team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/ryan-royale-the-jockers-team", "press_blurb": "Ryan & Royale - The Jockers Team was named a 2026 REAI Founding Honoree and ranked #22 in the Houston team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ryan-royale-the-jockers-team" } } }, { "candidate_key": "denver::individual::ryan-borger", "name": "Ryan Borger", "market": "Denver", "entity_type": "Individual", "brokerage": "HomeSmart (Podium Properties)", "consumer_authority_score": 66.2, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 16, "profile_url": "directory/ryan-borger/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 22, "review_count_public": 58, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/ryan-borger.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/ryan-borger", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published Denver individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/ryan-borger", "short": "2026 REAI Founding Honoree, #16 Denver Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/ryan-borger", "newsletter": "Ryan Borger has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/ryan-borger", "internal_announcement": "Please join us in congratulating Ryan Borger, recognized as a 2026 REAI Founding Honoree and published at #16 in the Denver individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/ryan-borger", "press_blurb": "Ryan Borger was named a 2026 REAI Founding Honoree and ranked #16 in the Denver individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ryan-borger" } } }, { "candidate_key": "st-louis::individual::ryan-zimmer", "name": "Ryan Zimmer", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty - Gundaker", "consumer_authority_score": 73.6, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 10, "profile_url": "directory/ryan-zimmer/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 24, "review_count_public": 99, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-10.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-10.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-10.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/ryan-zimmer.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/ryan-zimmer", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published St. Louis individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/ryan-zimmer", "short": "2026 REAI Founding Honoree, #10 St. Louis Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/ryan-zimmer", "newsletter": "Ryan Zimmer has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the St. Louis individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/ryan-zimmer", "internal_announcement": "Please join us in congratulating Ryan Zimmer, recognized as a 2026 REAI Founding Honoree and published at #10 in the St. Louis individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/ryan-zimmer", "press_blurb": "Ryan Zimmer was named a 2026 REAI Founding Honoree and ranked #10 in the St. Louis individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ryan-zimmer" } } }, { "candidate_key": "atlanta::team::s-and-n-group", "name": "S and N Group", "market": "Atlanta", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 75.4, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 12, "profile_url": "directory/s-and-n-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 124, "review_count_public": 137, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/s-and-n-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/s-and-n-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published Atlanta teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/s-and-n-group", "short": "2026 REAI Founding Honoree, #12 Atlanta Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/s-and-n-group", "newsletter": "S and N Group has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the Atlanta team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/s-and-n-group" } } }, { "candidate_key": "los-angeles::team::sally-forster-jones-group", "name": "Sally Forster Jones Group", "market": "Los Angeles", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 81.2, "ai_visibility_score": 47.3, "ai_visibility_evidence": "32 checks / 6 mentions", "authority_band": "Elite public proof", "category_rank": 1, "profile_url": "directory/sally-forster-jones-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 6, "mention_rate": 0.188, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 90, "review_count_public": 539, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-5.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-5.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-5.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-5.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/sally-forster-jones-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/sally-forster-jones-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #1 for AI Visibility among published Los Angeles teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/sally-forster-jones-group", "short": "2026 REAI Founding Honoree, #1 Los Angeles Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/sally-forster-jones-group", "newsletter": "Sally Forster Jones Group has been recognized as a 2026 REAI Founding Honoree, ranking #1 in the Los Angeles team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sally-forster-jones-group" } } }, { "candidate_key": "las-vegas::individual::sam-beard", "name": "Sam Beard", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 69.2, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 9, "profile_url": "directory/sam-beard/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 37, "review_count_public": 118, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-10.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-10.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-10.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/sam-beard.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/sam-beard", "internal_announcement": "Please join us in congratulating Sam Beard, recognized as a 2026 REAI Founding Honoree and published at #9 in the Las Vegas individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/sam-beard", "press_blurb": "Sam Beard was named a 2026 REAI Founding Honoree and ranked #9 in the Las Vegas individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sam-beard" } } }, { "candidate_key": "kansas-city::individual::sam-garrard", "name": "Sam Garrard", "market": "Kansas City", "entity_type": "Individual", "brokerage": "RE/MAX Revolution", "consumer_authority_score": 55.7, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 16, "profile_url": "directory/sam-garrard/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 71, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/sam-garrard.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/sam-garrard", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #16 for AI Visibility among published Kansas City individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/sam-garrard", "short": "2026 REAI Founding Honoree, #16 Kansas City Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/sam-garrard", "newsletter": "Sam Garrard has been recognized as a 2026 REAI Founding Honoree, ranking #16 in the Kansas City individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sam-garrard" } } }, { "candidate_key": "san-francisco-bay-area::individual::samantha-huang", "name": "Samantha Huang", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "Corcoran Icon Properties", "consumer_authority_score": 74.4, "ai_visibility_score": 38.7, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 2, "profile_url": "directory/samantha-huang/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 46, "review_count_public": 84, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/samantha-huang.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/samantha-huang", "internal_announcement": "Please join us in congratulating Samantha Huang, recognized as a 2026 REAI Founding Honoree and published at #2 in the San Francisco Bay Area individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/samantha-huang", "press_blurb": "Samantha Huang was named a 2026 REAI Founding Honoree and ranked #2 in the San Francisco Bay Area individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/samantha-huang" } } }, { "candidate_key": "las-vegas::individual::sandee-mcduffie", "name": "Sandee McDuffie", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 54.0, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/sandee-mcduffie/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 45, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/sandee-mcduffie.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/sandee-mcduffie", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/sandee-mcduffie", "short": "2026 REAI Founding Honoree, #21 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/sandee-mcduffie", "newsletter": "Sandee McDuffie has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Las Vegas individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sandee-mcduffie" } } }, { "candidate_key": "new-york-metro::individual::sandra-spector", "name": "Sandra Spector", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Howard Hanna Rand Realty", "consumer_authority_score": 70.1, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 29, "profile_url": "directory/sandra-spector/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 80, "review_count_public": 30, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "dallas-fort-worth::individual::sandy-cotton", "name": "Sandy Cotton", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Ebby Halliday Realtors", "consumer_authority_score": 47.9, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/sandy-cotton/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 13, "review_count_public": 47, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/sandy-cotton.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/sandy-cotton", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Dallas-Fort Worth individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/sandy-cotton", "short": "2026 REAI Founding Honoree, #21 Dallas-Fort Worth Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/sandy-cotton", "newsletter": "Sandy Cotton has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Dallas-Fort Worth individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sandy-mccray" } } }, { "candidate_key": "chicago::individual::santiago-valdez", "name": "Santiago Valdez", "market": "Chicago", "entity_type": "Individual", "brokerage": "Compass - Chicago - River North (Kinzie)", "consumer_authority_score": 61.9, "ai_visibility_score": 24.2, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Established public proof", "category_rank": 29, "profile_url": "directory/santiago-valdez/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 206, "review_count_public": 73, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "philadelphia::individual::sara-olender", "name": "Sara Olender", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Keller Williams Main Line", "consumer_authority_score": 59.4, "ai_visibility_score": 25.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/sara-olender/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 31, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/sara-olender.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/sara-olender", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Philadelphia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/sara-olender", "short": "2026 REAI Founding Honoree, #21 Philadelphia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/sara-olender", "newsletter": "Sara Olender has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Philadelphia individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sara-olender" } } }, { "candidate_key": "atlanta::individual::sarah-figueroa", "name": "Sarah Figueroa", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Georgia Properties", "consumer_authority_score": 78.4, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 10, "profile_url": "directory/sarah-figueroa/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 33, "review_count_public": 108, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-10.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-10.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-10.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/sarah-figueroa.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/sarah-figueroa", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Atlanta individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/sarah-figueroa", "short": "2026 REAI Founding Honoree, #10 Atlanta Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/sarah-figueroa", "newsletter": "Sarah Figueroa has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Atlanta individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sarah-figueroa" } } }, { "candidate_key": "dallas-fort-worth::individual::sarah-lyons", "name": "Sarah Lyons", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "CENTURY 21 Judge Fite Company", "consumer_authority_score": 73.1, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 17, "profile_url": "directory/sarah-lyons/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 44, "review_count_public": 53, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/sarah-lyons.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sarah-lyons" } } }, { "candidate_key": "st-louis::individual::sarah-nguyen-bani", "name": "Sarah Nguyen-Bani", "market": "St. Louis", "entity_type": "Individual", "brokerage": "RE/MAX Results", "consumer_authority_score": 95.6, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 6, "profile_url": "directory/sarah-nguyen-bani/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 76, "review_count_public": 132, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-10.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-10.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-10.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/sarah-nguyen-bani.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sarah-nguyen-bani" } } }, { "candidate_key": "los-angeles::individual::sarah-rogers", "name": "Sarah Rogers", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "The Agency", "consumer_authority_score": 73.6, "ai_visibility_score": 17.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 34, "profile_url": "directory/sarah-rogers/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 30, "review_count_public": 118, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "boston::individual::sarah-stone", "name": "Sarah Stone", "market": "Boston", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 54.8, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/sarah-stone/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 45, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/sarah-stone.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/sarah-stone", "internal_announcement": "Please join us in congratulating Sarah Stone, recognized as a 2026 REAI Founding Honoree and published at #18 in the Boston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/sarah-stone", "press_blurb": "Sarah Stone was named a 2026 REAI Founding Honoree and ranked #18 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sarah-stone" } } }, { "candidate_key": "seattle::individual::satish-chigullapally", "name": "Satish Chigullapally", "market": "Seattle", "entity_type": "Individual", "brokerage": "Skyline Properties", "consumer_authority_score": 65.6, "ai_visibility_score": 17.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 25, "profile_url": "directory/satish-chigullapally/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Seattle individuals", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 55, "review_count_public": 120, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Individuals", "asset_url": "/assets/badges/2026/seattle/individual/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/individual/top-25.png", "square_jpg": "/assets/badges/2026/seattle/individual/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/individual/satish-chigullapally.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/satish-chigullapally", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #25 for AI Visibility among published Seattle individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/satish-chigullapally", "short": "2026 REAI Founding Honoree, #25 Seattle Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/satish-chigullapally", "newsletter": "Satish Chigullapally has been recognized as a 2026 REAI Founding Honoree, ranking #25 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/satish-chigullapally", "internal_announcement": "Please join us in congratulating Satish Chigullapally, recognized as a 2026 REAI Founding Honoree and published at #25 in the Seattle individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/satish-chigullapally", "press_blurb": "Satish Chigullapally was named a 2026 REAI Founding Honoree and ranked #25 in the Seattle individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/satish-chigullapally" } } }, { "candidate_key": "las-vegas::team::scofield-group", "name": "Scofield Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "Scofield Group", "consumer_authority_score": 94.2, "ai_visibility_score": 43.0, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Market dominant", "category_rank": 4, "profile_url": "directory/scofield-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.5, "entity_clarity_rate": 1.0, "sales_transactions_public": 479, "review_count_public": 1046, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-5.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-5.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-5.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-5.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/scofield-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/scofield-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Las Vegas teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/scofield-group", "short": "2026 REAI Founding Honoree, #4 Las Vegas Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/scofield-group", "newsletter": "Scofield Group has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Las Vegas team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/scofield-group" } } }, { "candidate_key": "chicago::individual::scott-curcio", "name": "Scott Curcio", "market": "Chicago", "entity_type": "Individual", "brokerage": "Baird & Warner Real Estate", "consumer_authority_score": 77.1, "ai_visibility_score": 23.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 34, "profile_url": "directory/scott-curcio/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 158, "review_count_public": 109, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "chicago::team::scott-curcio-residential", "name": "Scott Curcio Residential", "market": "Chicago", "entity_type": "Team", "brokerage": "Baird & Warner", "consumer_authority_score": 63.9, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 20, "profile_url": "directory/scott-curcio-residential/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 68, "review_count_public": 116, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-25.png", "square_jpg": "/assets/badges/2026/chicago/team/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/scott-curcio-residential.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/scott-curcio-residential" } } }, { "candidate_key": "chicago::individual::scott-newman", "name": "Scott Newman", "market": "Chicago", "entity_type": "Individual", "brokerage": "Keller Williams ONE Chicago", "consumer_authority_score": 56.3, "ai_visibility_score": 35.7, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Source-backed candidate", "category_rank": 3, "profile_url": "directory/scott-newman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 131, "review_count_public": 24, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-5.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-5.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-5.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/scott-newman.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/scott-newman" } } }, { "candidate_key": "houston::team::selling-houston-team", "name": "Selling Houston Team", "market": "Houston", "entity_type": "Team", "brokerage": "KSP", "consumer_authority_score": 71.9, "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 8, "profile_url": "directory/selling-houston-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 113, "review_count_public": 556, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-10.webp", "social_png_url": "/assets/badges/2026/houston/team/top-10.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-10.png", "square_jpg": "/assets/badges/2026/houston/team/top-10.jpg", "website_webp": "/assets/badges/2026/houston/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/selling-houston-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/selling-houston-team" } } }, { "candidate_key": "new-york-metro::individual::serena-boardman", "name": "Serena Boardman", "market": "New York Metro", "entity_type": "Individual", "brokerage": "", "consumer_authority_score": 77.4, "ai_visibility_score": 36.3, "ai_visibility_evidence": "32 checks / 5 mentions", "authority_band": "Strong public proof", "category_rank": 3, "profile_url": "directory/serena-boardman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 5, "mention_rate": 0.156, "captured_citation_rate": 0.6, "entity_clarity_rate": 1.0, "sales_transactions_public": 35, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-5.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-5.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-5.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/serena-boardman.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/serena-boardman" } } }, { "candidate_key": "new-york-metro::individual::serene-powers", "name": "Serene Powers", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Serene Powers Real Estate", "consumer_authority_score": 78.5, "ai_visibility_score": 23.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 32, "profile_url": "directory/serene-powers/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.091, "entity_clarity_rate": 1.0, "sales_transactions_public": 96, "review_count_public": 114, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "atlanta::team::set-real-estate-group", "name": "SET Real Estate Group", "market": "Atlanta", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 79.6, "ai_visibility_score": 44.7, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Strong public proof", "category_rank": 2, "profile_url": "directory/set-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 158, "review_count_public": 105, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-5.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-5.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-5.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-5.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/set-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/set-real-estate-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #2 for AI Visibility among published Atlanta teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/set-real-estate-group", "short": "2026 REAI Founding Honoree, #2 Atlanta Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/set-real-estate-group", "newsletter": "SET Real Estate Group has been recognized as a 2026 REAI Founding Honoree, ranking #2 in the Atlanta team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/set-real-estate-group" } } }, { "candidate_key": "miami-south-florida::individual::seth-mittleman", "name": "Seth Mittleman", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "RE/MAX Direct", "consumer_authority_score": 75.7, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/seth-mittleman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 43, "review_count_public": 66, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/seth-mittleman.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/seth-mittleman" } } }, { "candidate_key": "san-diego::team::shafran-realty-group", "name": "Shafran Realty Group", "market": "San Diego", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 86.7, "ai_visibility_score": 41.2, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/shafran-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 164, "review_count_public": 246, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-5.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-5.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-5.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-5.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/shafran-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/shalini-sadda" } } }, { "candidate_key": "atlanta::individual::shanna-bradley", "name": "Shanna Bradley", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Ansley Real Estate Christie's International", "consumer_authority_score": 76.2, "ai_visibility_score": 52.9, "ai_visibility_evidence": "32 checks / 10 mentions", "authority_band": "Strong public proof", "category_rank": 2, "profile_url": "directory/shanna-bradley/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 10, "mention_rate": 0.312, "captured_citation_rate": 0.9, "entity_clarity_rate": 1.0, "sales_transactions_public": 84, "review_count_public": 37, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-5.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-5.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-5.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/shanna-bradley.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/shanna-bradley", "internal_announcement": "Please join us in congratulating Shanna Bradley, recognized as a 2026 REAI Founding Honoree and published at #2 in the Atlanta individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/shanna-bradley", "press_blurb": "Shanna Bradley was named a 2026 REAI Founding Honoree and ranked #2 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/shanna-bradley" } } }, { "candidate_key": "dallas-fort-worth::individual::shannon-stupay", "name": "Shannon Stupay", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty Texas", "consumer_authority_score": 52.8, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/shannon-stupay/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 22, "review_count_public": 55, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/shannon-stupay.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/shannon-stupay", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #18 for AI Visibility among published Dallas-Fort Worth individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/shannon-stupay", "short": "2026 REAI Founding Honoree, #18 Dallas-Fort Worth Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/shannon-stupay", "newsletter": "Shannon Stupay has been recognized as a 2026 REAI Founding Honoree, ranking #18 in the Dallas-Fort Worth individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/shannon-stupay", "internal_announcement": "Please join us in congratulating Shannon Stupay, recognized as a 2026 REAI Founding Honoree and published at #18 in the Dallas-Fort Worth individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/shannon-stupay", "press_blurb": "Shannon Stupay was named a 2026 REAI Founding Honoree and ranked #18 in the Dallas-Fort Worth individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/shannon-stupay" } } }, { "candidate_key": "houston::individual::sharon-ballas", "name": "Sharon Ballas", "market": "Houston", "entity_type": "Individual", "brokerage": "Greenwood King Properties", "consumer_authority_score": 78.6, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 11, "profile_url": "directory/sharon-ballas/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 31, "review_count_public": 121, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/sharon-ballas.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/sharon-ballas", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #11 for AI Visibility among published Houston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/sharon-ballas", "short": "2026 REAI Founding Honoree, #11 Houston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/sharon-ballas", "newsletter": "Sharon Ballas has been recognized as a 2026 REAI Founding Honoree, ranking #11 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/sharon-ballas", "internal_announcement": "Please join us in congratulating Sharon Ballas, recognized as a 2026 REAI Founding Honoree and published at #11 in the Houston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/sharon-ballas", "press_blurb": "Sharon Ballas was named a 2026 REAI Founding Honoree and ranked #11 in the Houston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sharon-ballas" } } }, { "candidate_key": "san-diego::individual::shaun-mcdonald", "name": "Shaun McDonald", "market": "San Diego", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 49.6, "ai_visibility_score": 22.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/shaun-mcdonald/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published San Diego individuals", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 53, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Diego Individuals", "asset_url": "/assets/badges/2026/san-diego/individual/top-25.webp", "social_png_url": "/assets/badges/2026/san-diego/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/san-diego/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/individual/top-25.png", "square_jpg": "/assets/badges/2026/san-diego/individual/top-25.jpg", "website_webp": "/assets/badges/2026/san-diego/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/individual/shaun-mcdonald.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/shaun-mcdonald", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published San Diego individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/shaun-mcdonald", "short": "2026 REAI Founding Honoree, #23 San Diego Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/shaun-mcdonald", "newsletter": "Shaun McDonald has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the San Diego individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/shaun-mcdonald" } } }, { "candidate_key": "denver::individual::shebon-kelin", "name": "Shebon Kelin", "market": "Denver", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 49.6, "ai_visibility_score": 23.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/shebon-kelin/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 96, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/shebon-kelin.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/shebon-kelin", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Denver individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/shebon-kelin", "short": "2026 REAI Founding Honoree, #23 Denver Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/shebon-kelin", "newsletter": "Shebon Kelin has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Denver individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/shebon-kelin" } } }, { "candidate_key": "minneapolis-st-paul::individual::sheila-cronin", "name": "Sheila Cronin", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Edina Realty", "consumer_authority_score": 40.4, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 20, "profile_url": "directory/sheila-cronin/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 10, "review_count_public": 46, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/sheila-cronin.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/sheila-cronin", "internal_announcement": "Please join us in congratulating Sheila Cronin, recognized as a 2026 REAI Founding Honoree and published at #20 in the Minneapolis-St. Paul individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/sheila-cronin", "press_blurb": "Sheila Cronin was named a 2026 REAI Founding Honoree and ranked #20 in the Minneapolis-St. Paul individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sheila-cronin" } } }, { "candidate_key": "san-francisco-bay-area::individual::shelly-flynn", "name": "Shelly Flynn", "market": "San Francisco Bay Area", "entity_type": "Individual", "brokerage": "The Grubb Co.", "consumer_authority_score": 62.0, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 7, "profile_url": "directory/shelly-flynn/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published San Francisco Bay Area individuals", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 14, "review_count_public": 197, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Francisco Bay Area Individuals", "asset_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/individual/shelly-flynn.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/shelly-flynn" } } }, { "candidate_key": "atlanta::individual::sheri-hardy", "name": "Sheri Hardy", "market": "Atlanta", "entity_type": "Individual", "brokerage": "Harry Norman REALTORS | Forbes Global Properties", "consumer_authority_score": 63.3, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/sheri-hardy/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Atlanta individuals", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 77, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Individuals", "asset_url": "/assets/badges/2026/atlanta/individual/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/individual/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/individual/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/individual/sheri-hardy.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/sheri-hardy", "internal_announcement": "Please join us in congratulating Sheri Hardy, recognized as a 2026 REAI Founding Honoree and published at #14 in the Atlanta individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/sheri-hardy", "press_blurb": "Sheri Hardy was named a 2026 REAI Founding Honoree and ranked #14 in the Atlanta individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sheri-hardy" } } }, { "candidate_key": "kansas-city::team::shores-real-estate-professionals", "name": "Shores Real Estate Professionals", "market": "Kansas City", "entity_type": "Team", "brokerage": "The Real Brokerage Inc", "consumer_authority_score": 42.7, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/shores-real-estate-professionals/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 52, "review_count_public": 54, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/shores-real-estate-professionals.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/shores-real-estate-professionals" } } }, { "candidate_key": "st-louis::team::shucart-home-team", "name": "Shucart Home Team", "market": "St. Louis", "entity_type": "Team", "brokerage": "Keller Williams Realty Chesterfield", "consumer_authority_score": 41.4, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 19, "profile_url": "directory/shucart-home-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 44, "review_count_public": 79, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/shucart-home-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/soni-gill" } } }, { "candidate_key": "chicago::individual::sophia-klopas", "name": "Sophia Klopas", "market": "Chicago", "entity_type": "Individual", "brokerage": "Jameson Sothebys International Realty", "consumer_authority_score": 83.7, "ai_visibility_score": 23.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 33, "profile_url": "directory/sophia-klopas/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 234, "review_count_public": 112, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "dallas-fort-worth::team::sophie-tel-diaz-real-estate", "name": "Sophie Tel Diaz Real Estate", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Sophie Tel Diaz Real Estate Services Inc.", "consumer_authority_score": 57.3, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/sophie-tel-diaz-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 123, "review_count_public": 51, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/sophie-tel-diaz-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/sophie-tel-diaz-real-estate" } } }, { "candidate_key": "st-louis::individual::spencer-argueta", "name": "Spencer Argueta", "market": "St. Louis", "entity_type": "Individual", "brokerage": "Elevate Realty LLC", "consumer_authority_score": 80.8, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 11, "profile_url": "directory/spencer-argueta/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 42, "review_count_public": 94, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/spencer-argueta.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/stacey-dombar" } } }, { "candidate_key": "new-york-metro::individual::stacey-froelich", "name": "Stacey Froelich", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 63.5, "ai_visibility_score": 21.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 34, "profile_url": "directory/stacey-froelich/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 80, "review_count_public": 23, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "las-vegas::individual::stacey-heroy", "name": "Stacey Heroy", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices Nevada Properties", "consumer_authority_score": 47.1, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 11, "profile_url": "directory/stacey-heroy/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 12, "review_count_public": 90, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/stacey-heroy.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/stacy-deutschmann" } } }, { "candidate_key": "chicago::individual::stephanie-loverde", "name": "Stephanie LoVerde", "market": "Chicago", "entity_type": "Individual", "brokerage": "Baird & Warner", "consumer_authority_score": 69.5, "ai_visibility_score": 40.9, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Established public proof", "category_rank": 2, "profile_url": "directory/stephanie-loverde/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 45, "review_count_public": 79, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-5.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-5.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-5.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/stephanie-loverde.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/stephanie-loverde", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #2 for AI Visibility among published Chicago individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/stephanie-loverde", "short": "2026 REAI Founding Honoree, #2 Chicago Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/stephanie-loverde", "newsletter": "Stephanie LoVerde has been recognized as a 2026 REAI Founding Honoree, ranking #2 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/stephanie-loverde", "internal_announcement": "Please join us in congratulating Stephanie LoVerde, recognized as a 2026 REAI Founding Honoree and published at #2 in the Chicago individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/stephanie-loverde", "press_blurb": "Stephanie LoVerde was named a 2026 REAI Founding Honoree and ranked #2 in the Chicago individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/stephanie-loverde" } } }, { "candidate_key": "los-angeles::individual::stephanie-vitacco", "name": "Stephanie Vitacco", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Equity Union Real Estate", "consumer_authority_score": 90.4, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 10, "profile_url": "directory/stephanie-vitacco/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 162, "review_count_public": 111, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-10.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-10.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-10.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/stephanie-vitacco.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/stephanie-vitacco", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #10 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/stephanie-vitacco", "short": "2026 REAI Founding Honoree, #10 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/stephanie-vitacco", "newsletter": "Stephanie Vitacco has been recognized as a 2026 REAI Founding Honoree, ranking #10 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/stephanie-vitacco", "internal_announcement": "Please join us in congratulating Stephanie Vitacco, recognized as a 2026 REAI Founding Honoree and published at #10 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/stephanie-vitacco", "press_blurb": "Stephanie Vitacco was named a 2026 REAI Founding Honoree and ranked #10 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/stephanie-vitacco" } } }, { "candidate_key": "los-angeles::team::stephanie-younger-group", "name": "Stephanie Younger Group", "market": "Los Angeles", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 95.8, "ai_visibility_score": 29.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 7, "profile_url": "directory/stephanie-younger-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.182, "entity_clarity_rate": 1.0, "sales_transactions_public": 289, "review_count_public": 890, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-10.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-10.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-10.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-10.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/stephanie-younger-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/stephanie-younger-group" } } }, { "candidate_key": "philadelphia::individual::stephen-kennedy", "name": "Stephen Kennedy", "market": "Philadelphia", "entity_type": "Individual", "brokerage": "Keller Williams Empower", "consumer_authority_score": 93.1, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 6, "profile_url": "directory/stephen-kennedy/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Philadelphia individuals", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 122, "review_count_public": 146, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Philadelphia Individuals", "asset_url": "/assets/badges/2026/philadelphia/individual/top-10.webp", "social_png_url": "/assets/badges/2026/philadelphia/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/philadelphia/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/individual/top-10.png", "square_jpg": "/assets/badges/2026/philadelphia/individual/top-10.jpg", "website_webp": "/assets/badges/2026/philadelphia/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/individual/stephen-kennedy.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/stephen-kennedy" } } }, { "candidate_key": "minneapolis-st-paul::individual::steve-casalenda", "name": "Steve Casalenda", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "REMAX Results", "consumer_authority_score": 83.2, "ai_visibility_score": 39.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 2, "profile_url": "directory/steve-casalenda/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 40, "review_count_public": 217, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/steve-casalenda.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/steve-casalenda" } } }, { "candidate_key": "miami-south-florida::individual::steve-gray", "name": "Steve Gray", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "REMAX Experience", "consumer_authority_score": 77.2, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 5, "profile_url": "directory/steve-gray/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 21, "review_count_public": 143, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-5.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-5.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-5.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/steve-gray.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/steve-gray", "internal_announcement": "Please join us in congratulating Steve Gray, recognized as a 2026 REAI Founding Honoree and published at #5 in the Miami / South Florida individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/steve-gray", "press_blurb": "Steve Gray was named a 2026 REAI Founding Honoree and ranked #5 in the Miami / South Florida individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/steve-gray" } } }, { "candidate_key": "boston::team::steve-mckenna-the-home-advantage-team", "name": "Steve McKenna & The Home Advantage Team", "market": "Boston", "entity_type": "Team", "brokerage": "Gibson Sotheby's International Realty", "consumer_authority_score": 82.7, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 12, "profile_url": "directory/steve-mckenna-the-home-advantage-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 108, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/steve-mckenna-the-home-advantage-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/steve-mckenna-the-home-advantage-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published Boston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/steve-mckenna-the-home-advantage-team", "short": "2026 REAI Founding Honoree, #12 Boston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/steve-mckenna-the-home-advantage-team", "newsletter": "Steve McKenna & The Home Advantage Team has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the Boston team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/steve-mckenna-the-home-advantage-team" } } }, { "candidate_key": "chicago::individual::steve-scheuring", "name": "Steve Scheuring", "market": "Chicago", "entity_type": "Individual", "brokerage": "Baird & Warner", "consumer_authority_score": 41.5, "ai_visibility_score": 25.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 18, "profile_url": "directory/steve-scheuring/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Chicago individuals", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 30, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/top-25.webp", "social_png_url": "/assets/badges/2026/chicago/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/individual/top-25.png", "square_jpg": "/assets/badges/2026/chicago/individual/top-25.jpg", "website_webp": "/assets/badges/2026/chicago/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/individual/steve-scheuring.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/steve-scheuring" } } }, { "candidate_key": "orlando::individual::steven-horner", "name": "Steven Horner", "market": "Orlando", "entity_type": "Individual", "brokerage": "RE/MAX Prime Properties", "consumer_authority_score": 90.3, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/steven-horner/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Orlando individuals", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 60, "review_count_public": 165, "average_rating_public": 4.98, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Orlando Individuals", "asset_url": "/assets/badges/2026/orlando/individual/top-5.webp", "social_png_url": "/assets/badges/2026/orlando/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/orlando/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/individual/top-5.png", "square_jpg": "/assets/badges/2026/orlando/individual/top-5.jpg", "website_webp": "/assets/badges/2026/orlando/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/individual/steven-horner.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/steven-horner" } } }, { "candidate_key": "denver::individual::steven-izzi", "name": "Steven Izzi", "market": "Denver", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 84.1, "ai_visibility_score": 24.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 20, "profile_url": "directory/steven-izzi/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 41, "review_count_public": 244, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-25.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-25.png", "square_jpg": "/assets/badges/2026/denver/individual/top-25.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/steven-izzi.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/steven-russell" } } }, { "candidate_key": "minneapolis-st-paul::individual::stu-wood", "name": "Stu Wood", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Edina Realty", "consumer_authority_score": 65.4, "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 25, "profile_url": "directory/stu-wood/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 67, "review_count_public": 31, "average_rating_public": 4.6, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/stu-wood.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/suzanne-rocha", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #18 for AI Visibility among published San Francisco Bay Area individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/suzanne-rocha", "short": "2026 REAI Founding Honoree, #18 San Francisco Bay Area Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/suzanne-rocha", "newsletter": "Suzanne Rocha has been recognized as a 2026 REAI Founding Honoree, ranking #18 in the San Francisco Bay Area individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tabatha-urech" } } }, { "candidate_key": "st-louis::individual::tabitha-dewalle", "name": "Tabitha DeWalle", "market": "St. Louis", "entity_type": "Individual", "brokerage": "RE/MAX Results", "consumer_authority_score": 67.4, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 13, "profile_url": "directory/tabitha-dewalle/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 82, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/tabitha-dewalle.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/tabitha-dewalle", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #13 for AI Visibility among published St. Louis individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/tabitha-dewalle", "short": "2026 REAI Founding Honoree, #13 St. Louis Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/tabitha-dewalle", "newsletter": "Tabitha DeWalle has been recognized as a 2026 REAI Founding Honoree, ranking #13 in the St. Louis individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/tabitha-dewalle", "internal_announcement": "Please join us in congratulating Tabitha DeWalle, recognized as a 2026 REAI Founding Honoree and published at #13 in the St. Louis individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/tabitha-dewalle", "press_blurb": "Tabitha DeWalle was named a 2026 REAI Founding Honoree and ranked #13 in the St. Louis individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tabitha-dewalle" } } }, { "candidate_key": "nashville::individual::talia-aldrich", "name": "Talia Aldrich", "market": "Nashville", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 65.9, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 17, "profile_url": "directory/talia-aldrich/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 34, "review_count_public": 52, "average_rating_public": 4.8, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/talia-aldrich.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/talia-aldrich", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published Nashville individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/talia-aldrich", "short": "2026 REAI Founding Honoree, #17 Nashville Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/talia-aldrich", "newsletter": "Talia Aldrich has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/talia-aldrich", "internal_announcement": "Please join us in congratulating Talia Aldrich, recognized as a 2026 REAI Founding Honoree and published at #17 in the Nashville individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/talia-aldrich", "press_blurb": "Talia Aldrich was named a 2026 REAI Founding Honoree and ranked #17 in the Nashville individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/talia-aldrich" } } }, { "candidate_key": "los-angeles::individual::tamar-asken", "name": "Tamar Asken", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Parasol Realty Group", "consumer_authority_score": 46.3, "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 28, "profile_url": "directory/tamar-asken/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 30, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "philadelphia::team::tammy-harrison-and-jordan-arnold-team", "name": "Tammy Harrison and Jordan Arnold Team", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 50.4, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/tammy-harrison-and-jordan-arnold-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 112, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/tammy-harrison-and-jordan-arnold-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/tammy-harrison-and-jordan-arnold-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #20 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/tammy-harrison-and-jordan-arnold-team", "short": "2026 REAI Founding Honoree, #20 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/tammy-harrison-and-jordan-arnold-team", "newsletter": "Tammy Harrison and Jordan Arnold Team has been recognized as a 2026 REAI Founding Honoree, ranking #20 in the Philadelphia team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tammy-harrison-and-jordan-arnold-team" } } }, { "candidate_key": "boston::individual::tara-coveney", "name": "Tara Coveney", "market": "Boston", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 93.9, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 4, "profile_url": "directory/tara-coveney/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 71, "review_count_public": 137, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-5.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-5.png", "square_jpg": "/assets/badges/2026/boston/individual/top-5.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/tara-coveney.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tara-coveney" } } }, { "candidate_key": "orlando::team::team-affinity", "name": "Team Affinity", "market": "Orlando", "entity_type": "Team", "brokerage": "LPT Realty", "consumer_authority_score": 57.8, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/team-affinity/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 112, "review_count_public": 91, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/team-affinity.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/team-affinity" } } }, { "candidate_key": "st-louis::team::team-bravo", "name": "Team Bravo", "market": "St. Louis", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 56.2, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 16, "profile_url": "directory/team-bravo/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 68, "review_count_public": 116, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/team-bravo.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/team-bravo" } } }, { "candidate_key": "boston::team::team-coyle", "name": "Team Coyle", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 46.4, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/team-coyle/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 91, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/team-coyle.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/team-coyle" } } }, { "candidate_key": "seattle::team::team-foster-skillman", "name": "Team Foster Skillman", "market": "Seattle", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 85.1, "ai_visibility_score": 39.9, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 2, "profile_url": "directory/team-foster-skillman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 62, "review_count_public": 152, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-5.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-5.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-5.png", "square_jpg": "/assets/badges/2026/seattle/team/top-5.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/team-foster-skillman.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/team-foster-skillman" } } }, { "candidate_key": "denver::team::team-front-range", "name": "Team Front Range", "market": "Denver", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 46.8, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/team-front-range/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 35, "review_count_public": 70, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-25.webp", "social_png_url": "/assets/badges/2026/denver/team/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-25.png", "square_jpg": "/assets/badges/2026/denver/team/top-25.jpg", "website_webp": "/assets/badges/2026/denver/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/team-front-range.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/team-front-range" } } }, { "candidate_key": "los-angeles::team::team-ibrahim", "name": "Team Ibrahim", "market": "Los Angeles", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 42.7, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 20, "profile_url": "directory/team-ibrahim/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 22, "review_count_public": 92, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/team-ibrahim.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/team-nurit-alex" } } }, { "candidate_key": "san-francisco-bay-area::team::team-schuler", "name": "Team Schuler", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 82.0, "ai_visibility_score": 29.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 11, "profile_url": "directory/team-schuler/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 151, "review_count_public": 714, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/team-schuler.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/team-schuler" } } }, { "candidate_key": "minneapolis-st-paul::team::team-steady", "name": "Team Steady", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "REMAX Results", "consumer_authority_score": 84.2, "ai_visibility_score": 29.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 9, "profile_url": "directory/team-steady/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 364, "review_count_public": 676, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-10.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-10.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/team-steady.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/team-steady", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #9 for AI Visibility among published Minneapolis-St. Paul teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/team-steady", "short": "2026 REAI Founding Honoree, #9 Minneapolis-St. Paul Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/team-steady", "newsletter": "Team Steady has been recognized as a 2026 REAI Founding Honoree, ranking #9 in the Minneapolis-St. Paul team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/team-terry-story" } } }, { "candidate_key": "seattle::team::team-towse", "name": "Team Towse", "market": "Seattle", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 83.6, "ai_visibility_score": 28.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 5, "profile_url": "directory/team-towse/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 75, "review_count_public": 339, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-5.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-5.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-5.png", "square_jpg": "/assets/badges/2026/seattle/team/top-5.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/team-towse.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/ted-wight", "internal_announcement": "Please join us in congratulating Ted Wight, recognized as a 2026 REAI Founding Honoree and published at #2 in the St. Louis individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/ted-wight", "press_blurb": "Ted Wight was named a 2026 REAI Founding Honoree and ranked #2 in the St. Louis individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/ted-wight" } } }, { "candidate_key": "dallas-fort-worth::individual::tenesha-lusk", "name": "Tenesha Lusk", "market": "Dallas-Fort Worth", "entity_type": "Individual", "brokerage": "Keller Williams Realty DPR", "consumer_authority_score": 56.8, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/tenesha-lusk/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Dallas-Fort Worth individuals", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 29, "review_count_public": 40, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Individuals", "asset_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/individual/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/individual/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/individual/tenesha-lusk.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/tenesha-lusk", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Dallas-Fort Worth individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/tenesha-lusk", "short": "2026 REAI Founding Honoree, #23 Dallas-Fort Worth Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/tenesha-lusk", "newsletter": "Tenesha Lusk has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Dallas-Fort Worth individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tenesha-lusk" } } }, { "candidate_key": "new-york-metro::team::teplitzky-dunayer-team", "name": "Teplitzky Dunayer Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 50.1, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 46, "profile_url": "directory/teplitzky-dunayer-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 65, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "los-angeles::individual::teresa-fuller", "name": "Teresa Fuller", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 88.0, "ai_visibility_score": 37.2, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/teresa-fuller/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 127, "review_count_public": 232, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-5.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-5.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-5.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/teresa-fuller.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/teresa-fuller", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/teresa-fuller", "short": "2026 REAI Founding Honoree, #4 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/teresa-fuller", "newsletter": "Teresa Fuller has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/teresa-fuller", "internal_announcement": "Please join us in congratulating Teresa Fuller, recognized as a 2026 REAI Founding Honoree and published at #4 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/teresa-fuller", "press_blurb": "Teresa Fuller was named a 2026 REAI Founding Honoree and ranked #4 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/teresa-fuller" } } }, { "candidate_key": "dallas-fort-worth::team::texas-connect-realty-group", "name": "Texas Connect Realty Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 64.2, "ai_visibility_score": 33.6, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Established public proof", "category_rank": 8, "profile_url": "directory/texas-connect-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.5, "entity_clarity_rate": 1.0, "sales_transactions_public": 492, "review_count_public": 7, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-10.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-10.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/texas-connect-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/texas-connect-realty-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/texas-connect-realty-group", "short": "2026 REAI Founding Honoree, #8 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/texas-connect-realty-group", "newsletter": "Texas Connect Realty Group has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Dallas-Fort Worth team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/texas-connect-realty-group" } } }, { "candidate_key": "houston::team::thai-klam-team", "name": "Thai Klam Team", "market": "Houston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 34.5, "ai_visibility_score": 23.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/thai-klam-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 78, "review_count_public": 104, "average_rating_public": 4.98, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/thai-klam-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/thai-klam-team" } } }, { "candidate_key": "houston::individual::thalina-garcia", "name": "Thalina Garcia", "market": "Houston", "entity_type": "Individual", "brokerage": "Nan & Company Properties", "consumer_authority_score": 69.4, "ai_visibility_score": 37.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 4, "profile_url": "directory/thalina-garcia/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 157, "review_count_public": 32, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-5.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-5.png", "square_jpg": "/assets/badges/2026/houston/individual/top-5.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/thalina-garcia.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/thalina-garcia" } } }, { "candidate_key": "denver::team::the-abbey-collection", "name": "The Abbey Collection", "market": "Denver", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 56.6, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/the-abbey-collection/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 92, "review_count_public": 49, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-25.webp", "social_png_url": "/assets/badges/2026/denver/team/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-25.png", "square_jpg": "/assets/badges/2026/denver/team/top-25.jpg", "website_webp": "/assets/badges/2026/denver/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/the-abbey-collection.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-aragona-group-at-compass-re" } } }, { "candidate_key": "nashville::team::the-ashton-real-estate-group", "name": "The Ashton Real Estate Group", "market": "Nashville", "entity_type": "Team", "brokerage": "REMAX Advantage", "consumer_authority_score": 98.0, "ai_visibility_score": 50.2, "ai_visibility_evidence": "32 checks / 7 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/the-ashton-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 7, "mention_rate": 0.219, "captured_citation_rate": 0.4286, "entity_clarity_rate": 1.0, "sales_transactions_public": 1324, "review_count_public": 1557, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-5.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-5.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-5.png", "square_jpg": "/assets/badges/2026/nashville/team/top-5.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/the-ashton-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/the-ashton-real-estate-group", "internal_announcement": "Please join us in congratulating The Ashton Real Estate Group, recognized as a 2026 REAI Founding Honoree and published at #1 in the Nashville team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/the-ashton-real-estate-group", "press_blurb": "The Ashton Real Estate Group was named a 2026 REAI Founding Honoree and ranked #1 in the Nashville team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-ashton-real-estate-group" } } }, { "candidate_key": "orlando::team::the-baldor-group", "name": "The Baldor Group", "market": "Orlando", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 47.0, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/the-baldor-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 62, "review_count_public": 86, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-baldor-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-baldor-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Orlando teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-baldor-group", "short": "2026 REAI Founding Honoree, #23 Orlando Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-baldor-group", "newsletter": "The Baldor Group has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Orlando team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/the-baldor-group", "internal_announcement": "Please join us in congratulating The Baldor Group, recognized as a 2026 REAI Founding Honoree and published at #23 in the Orlando team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/the-baldor-group", "press_blurb": "The Baldor Group was named a 2026 REAI Founding Honoree and ranked #23 in the Orlando team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-baldor-group" } } }, { "candidate_key": "dallas-fort-worth::team::the-bar-group", "name": "The BAR Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Ebby Halliday Companies - Dave Perry-Miller Real Estate", "consumer_authority_score": 77.4, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 19, "profile_url": "directory/the-bar-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 193, "review_count_public": 144, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/the-bar-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-bar-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #19 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-bar-group", "short": "2026 REAI Founding Honoree, #19 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-bar-group", "newsletter": "The BAR Group has been recognized as a 2026 REAI Founding Honoree, ranking #19 in the Dallas-Fort Worth team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-bar-group" } } }, { "candidate_key": "san-diego::team::the-barron-team", "name": "The Barron Team", "market": "San Diego", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 96.9, "ai_visibility_score": 42.9, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/the-barron-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 215, "review_count_public": 677, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-5.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-5.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-5.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-5.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/the-barron-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-barron-team" } } }, { "candidate_key": "dallas-fort-worth::team::the-berkes-group", "name": "The Berkes Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 53.2, "ai_visibility_score": 30.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 11, "profile_url": "directory/the-berkes-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 111, "review_count_public": 2, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/the-berkes-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-bernardi-group" } } }, { "candidate_key": "seattle::team::the-beth-billington-team", "name": "The Beth Billington Team", "market": "Seattle", "entity_type": "Team", "brokerage": "Coldwell Banker Bain", "consumer_authority_score": 73.1, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 9, "profile_url": "directory/the-beth-billington-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 28, "review_count_public": 217, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-10.png", "square_jpg": "/assets/badges/2026/seattle/team/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/the-beth-billington-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-beth-billington-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #9 for AI Visibility among published Seattle teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-beth-billington-team", "short": "2026 REAI Founding Honoree, #9 Seattle Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-beth-billington-team", "newsletter": "The Beth Billington Team has been recognized as a 2026 REAI Founding Honoree, ranking #9 in the Seattle team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-beth-billington-team" } } }, { "candidate_key": "st-louis::team::the-boehmer-team", "name": "The Boehmer Team", "market": "St. Louis", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Select Properties", "consumer_authority_score": 90.3, "ai_visibility_score": 28.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 7, "profile_url": "directory/the-boehmer-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 288, "review_count_public": 260, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-10.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-10.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-10.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-10.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/the-boehmer-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-boehmer-team" } } }, { "candidate_key": "atlanta::team::the-boyd-team", "name": "The Boyd Team", "market": "Atlanta", "entity_type": "Team", "brokerage": "Atlanta Fine Homes Sotheby's International Realty", "consumer_authority_score": 66.9, "ai_visibility_score": 41.5, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Established public proof", "category_rank": 4, "profile_url": "directory/the-boyd-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 0.6667, "entity_clarity_rate": 1.0, "sales_transactions_public": 133, "review_count_public": 67, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-5.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-5.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-5.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-5.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/the-boyd-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-boyd-team" } } }, { "candidate_key": "los-angeles::team::the-brad-korb-real-estate-group", "name": "The Brad Korb Real Estate Group", "market": "Los Angeles", "entity_type": "Team", "brokerage": "The Brad Korb Real Estate Group", "consumer_authority_score": 83.1, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 21, "profile_url": "directory/the-brad-korb-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.182, "entity_clarity_rate": 1.0, "sales_transactions_public": 127, "review_count_public": 1047, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/the-brad-korb-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-bridge-group" } } }, { "candidate_key": "las-vegas::team::the-brooks-team", "name": "The Brooks Team", "market": "Las Vegas", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 55.9, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/the-brooks-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 82, "review_count_public": 137, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-brooks-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-butler-group" } } }, { "candidate_key": "minneapolis-st-paul::team::the-carrie-schmitz-team", "name": "The Carrie Schmitz Team", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 66.1, "ai_visibility_score": 28.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 11, "profile_url": "directory/the-carrie-schmitz-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 73, "review_count_public": 334, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/the-carrie-schmitz-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-carrie-schmitz-team" } } }, { "candidate_key": "miami-south-florida::team::the-carroll-group", "name": "The Carroll Group", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.1, "ai_visibility_score": 42.8, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Strong public proof", "category_rank": 3, "profile_url": "directory/the-carroll-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.75, "entity_clarity_rate": 1.0, "sales_transactions_public": 248, "review_count_public": 48, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-5.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-5.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-5.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-5.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/the-carroll-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-chad-wilson-group" } } }, { "candidate_key": "minneapolis-st-paul::team::the-cheryl-schopf-team", "name": "The Cheryl Schopf Team", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "REMAX Results", "consumer_authority_score": 33.6, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/the-cheryl-schopf-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 66, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/the-cheryl-schopf-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-cheryl-schopf-team" } } }, { "candidate_key": "kansas-city::team::the-chris-fleming-team", "name": "The Chris Fleming Team", "market": "Kansas City", "entity_type": "Team", "brokerage": "RE/MAX State Line", "consumer_authority_score": 41.5, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 21, "profile_url": "directory/the-chris-fleming-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 27, "review_count_public": 105, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/the-chris-fleming-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-chrissy-lisa-team" } } }, { "candidate_key": "dallas-fort-worth::team::the-christian-group", "name": "The Christian Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Keller Williams Fort Worth", "consumer_authority_score": 42.0, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 25, "profile_url": "directory/the-christian-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 40, "review_count_public": 59, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/the-christian-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-collective-group" } } }, { "candidate_key": "st-louis::team::the-collective-powered-by-place", "name": "The Collective powered by PLACE", "market": "St. Louis", "entity_type": "Team", "brokerage": "Keller Williams Realty St. Louis", "consumer_authority_score": 89.8, "ai_visibility_score": 28.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 4, "profile_url": "directory/the-collective-powered-by-place/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 171, "review_count_public": 360, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-5.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-5.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-5.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-5.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/the-collective-powered-by-place.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-collective-powered-by-place", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #4 for AI Visibility among published St. Louis teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-collective-powered-by-place", "short": "2026 REAI Founding Honoree, #4 St. Louis Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-collective-powered-by-place", "newsletter": "The Collective powered by PLACE has been recognized as a 2026 REAI Founding Honoree, ranking #4 in the St. Louis team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-collective-powered-by-place" } } }, { "candidate_key": "las-vegas::team::the-cordero-group", "name": "The Cordero Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 58.0, "ai_visibility_score": 48.2, "ai_visibility_evidence": "32 checks / 6 mentions", "authority_band": "Source-backed candidate", "category_rank": 2, "profile_url": "directory/the-cordero-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 6, "mention_rate": 0.188, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 85, "review_count_public": 142, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-5.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-5.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-5.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-5.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-cordero-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-cordero-group" } } }, { "candidate_key": "las-vegas::team::the-craig-tann-group", "name": "The Craig Tann Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 97.4, "ai_visibility_score": 46.0, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/the-craig-tann-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 877, "review_count_public": 1513, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-5.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-5.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-5.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-5.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-craig-tann-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-cueny-team" } } }, { "candidate_key": "orlando::team::the-dan-grieb-team", "name": "The Dan Grieb Team", "market": "Orlando", "entity_type": "Team", "brokerage": "Keller Williams Realty at the Parks", "consumer_authority_score": 58.0, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/the-dan-grieb-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 221, "review_count_public": 68, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-dan-grieb-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-dan-grieb-team" } } }, { "candidate_key": "st-louis::team::the-dawn-griffin-real-estate-group", "name": "The Dawn Griffin Real Estate Group", "market": "St. Louis", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 79.6, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 10, "profile_url": "directory/the-dawn-griffin-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 140, "review_count_public": 186, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-10.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-10.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-10.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-10.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/the-dawn-griffin-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-dawn-griffin-real-estate-group" } } }, { "candidate_key": "las-vegas::team::the-debartoli-real-estate-group", "name": "The Debartoli Real Estate Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 56.7, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 19, "profile_url": "directory/the-debartoli-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 103, "review_count_public": 87, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-debartoli-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-debartoli-real-estate-group" } } }, { "candidate_key": "los-angeles::team::the-dinsky-team", "name": "The Dinsky Team", "market": "Los Angeles", "entity_type": "Team", "brokerage": "Equity Union Real Estate", "consumer_authority_score": 80.7, "ai_visibility_score": 28.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 15, "profile_url": "directory/the-dinsky-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Los Angeles teams", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 176, "review_count_public": 226, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/team/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/team/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/team/the-dinsky-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-dowell-group" } } }, { "candidate_key": "st-louis::team::the-eilers-home-team", "name": "The Eilers Home Team", "market": "St. Louis", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Select Properties", "consumer_authority_score": 43.7, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 18, "profile_url": "directory/the-eilers-home-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 45, "review_count_public": 70, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/the-eilers-home-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-eilers-home-team" } } }, { "candidate_key": "philadelphia::team::the-eric-fox-team", "name": "The Eric Fox Team", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 57.5, "ai_visibility_score": 39.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 7, "profile_url": "directory/the-eric-fox-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 58, "review_count_public": 186, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-10.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-10.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-10.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/the-eric-fox-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-eric-fox-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-eric-fox-team", "short": "2026 REAI Founding Honoree, #7 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-eric-fox-team", "newsletter": "The Eric Fox Team has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Philadelphia team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-eric-fox-team" } } }, { "candidate_key": "dallas-fort-worth::team::the-escalante-group", "name": "The Escalante Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 85.2, "ai_visibility_score": 28.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 16, "profile_url": "directory/the-escalante-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 257, "review_count_public": 256, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/the-escalante-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-escalante-group" } } }, { "candidate_key": "seattle::team::the-every-door-team", "name": "The Every Door Team", "market": "Seattle", "entity_type": "Team", "brokerage": "Every Door Real Estate", "consumer_authority_score": 98.6, "ai_visibility_score": 42.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/the-every-door-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 859, "review_count_public": 2503, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-5.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-5.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-5.png", "square_jpg": "/assets/badges/2026/seattle/team/top-5.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/the-every-door-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-franklin-team" } } }, { "candidate_key": "orlando::team::the-funk-collection", "name": "The Funk Collection", "market": "Orlando", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 60.4, "ai_visibility_score": 41.5, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Established public proof", "category_rank": 6, "profile_url": "directory/the-funk-collection/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 49, "review_count_public": 322, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-10.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-10.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-10.png", "square_jpg": "/assets/badges/2026/orlando/team/top-10.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-funk-collection.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/the-funk-collection", "internal_announcement": "Please join us in congratulating The Funk Collection, recognized as a 2026 REAI Founding Honoree and published at #6 in the Orlando team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/the-funk-collection", "press_blurb": "The Funk Collection was named a 2026 REAI Founding Honoree and ranked #6 in the Orlando team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-funk-collection" } } }, { "candidate_key": "kansas-city::team::the-fussell-group", "name": "The Fussell Group", "market": "Kansas City", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 51.9, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 19, "profile_url": "directory/the-fussell-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 19, "published_depth": 25, "published_rank_statement": "#19 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 56, "review_count_public": 124, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/the-fussell-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #19 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-fussell-group" } } }, { "candidate_key": "dallas-fort-worth::team::the-gauntt-team", "name": "The Gauntt Team", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "CENTURY 21 Judge Fite Company", "consumer_authority_score": 60.5, "ai_visibility_score": 28.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 17, "profile_url": "directory/the-gauntt-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 86, "review_count_public": 243, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/the-gauntt-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-gauntt-team" } } }, { "candidate_key": "st-louis::team::the-gellman-team", "name": "The Gellman Team", "market": "St. Louis", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 98.6, "ai_visibility_score": 49.3, "ai_visibility_evidence": "32 checks / 5 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/the-gellman-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 5, "mention_rate": 0.156, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": null, "review_count_public": 1099, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-5.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-5.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-5.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-5.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/the-gellman-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-georgio-reddington-team-at-compass" } } }, { "candidate_key": "chicago::team::the-going-beyond-group", "name": "The Going Beyond Group", "market": "Chicago", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 25.7, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 52, "profile_url": "directory/the-going-beyond-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 32, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "washington-dc-northern-virginia::team::the-goodhart-group", "name": "The Goodhart Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 58.1, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/the-goodhart-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 131, "review_count_public": 117, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/the-goodhart-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-goodhart-group" } } }, { "candidate_key": "boston::team::the-goodrich-team", "name": "The Goodrich Team", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 92.3, "ai_visibility_score": 50.5, "ai_visibility_evidence": "32 checks / 6 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/the-goodrich-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 6, "mention_rate": 0.188, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 103, "review_count_public": 569, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-5.webp", "social_png_url": "/assets/badges/2026/boston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-5.png", "square_jpg": "/assets/badges/2026/boston/team/top-5.jpg", "website_webp": "/assets/badges/2026/boston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/the-goodrich-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-goodrich-team" } } }, { "candidate_key": "minneapolis-st-paul::team::the-graham-smith-team", "name": "The Graham Smith Team", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 62.8, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 18, "profile_url": "directory/the-graham-smith-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 157, "review_count_public": 119, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/the-graham-smith-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-jack-greenberg-group" } } }, { "candidate_key": "houston::team::the-jamie-mcmartin-group", "name": "The Jamie McMartin Group", "market": "Houston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 12, "profile_url": "directory/the-jamie-mcmartin-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 12, "published_depth": 25, "published_rank_statement": "#12 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 296, "review_count_public": 154, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/the-jamie-mcmartin-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #12 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-jamie-mcmartin-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published Houston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-jamie-mcmartin-group", "short": "2026 REAI Founding Honoree, #12 Houston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-jamie-mcmartin-group", "newsletter": "The Jamie McMartin Group has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the Houston team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-jamie-mcmartin-group" } } }, { "candidate_key": "san-francisco-bay-area::team::the-jamison-team", "name": "The Jamison Team", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Tuscana Properties", "consumer_authority_score": 69.1, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 17, "profile_url": "directory/the-jamison-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 162, "review_count_public": 201, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/the-jamison-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-jamison-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published San Francisco Bay Area teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-jamison-team", "short": "2026 REAI Founding Honoree, #17 San Francisco Bay Area Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-jamison-team", "newsletter": "The Jamison Team has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the San Francisco Bay Area team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-jamison-team" } } }, { "candidate_key": "atlanta::team::the-jenny-doyle-group", "name": "The Jenny Doyle Group", "market": "Atlanta", "entity_type": "Team", "brokerage": "Atlanta Fine Homes Sotheby's International Realty", "consumer_authority_score": 72.6, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 20, "profile_url": "directory/the-jenny-doyle-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 104, "review_count_public": 77, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/the-jenny-doyle-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-jenny-doyle-group" } } }, { "candidate_key": "nashville::team::the-jernigan-group", "name": "The Jernigan Group", "market": "Nashville", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 86.5, "ai_visibility_score": 29.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 11, "profile_url": "directory/the-jernigan-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 95, "review_count_public": 706, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/the-jernigan-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-jernigan-group" } } }, { "candidate_key": "houston::team::the-jill-smith-team", "name": "The Jill Smith Team", "market": "Houston", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 69.1, "ai_visibility_score": 41.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 4, "profile_url": "directory/the-jill-smith-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 122, "review_count_public": 536, "average_rating_public": 4.91, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-5.webp", "social_png_url": "/assets/badges/2026/houston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-5.png", "square_jpg": "/assets/badges/2026/houston/team/top-5.jpg", "website_webp": "/assets/badges/2026/houston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/the-jill-smith-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-joseph-bograd-team" } } }, { "candidate_key": "san-francisco-bay-area::team::the-kehrig-team", "name": "The Kehrig Team", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 59.3, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/the-kehrig-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 111, "review_count_public": 131, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/the-kehrig-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-kehrig-team" } } }, { "candidate_key": "nashville::team::the-kelton-group", "name": "The Kelton Group", "market": "Nashville", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 51.4, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/the-kelton-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 71, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/the-kelton-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-kelton-group" } } }, { "candidate_key": "orlando::team::the-kendrick-team", "name": "The Kendrick Team", "market": "Orlando", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 61.2, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/the-kendrick-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 63, "review_count_public": 186, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-kendrick-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-kendrick-team" } } }, { "candidate_key": "san-francisco-bay-area::team::the-khrista-jarvis-team", "name": "The Khrista Jarvis Team", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 71.1, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/the-khrista-jarvis-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 140, "review_count_public": 219, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-25.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-25.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/the-khrista-jarvis-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-kink-team" } } }, { "candidate_key": "houston::team::the-kinne-group", "name": "The Kinne Group", "market": "Houston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 64.6, "ai_visibility_score": 30.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 5, "profile_url": "directory/the-kinne-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 78, "review_count_public": 1876, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-5.webp", "social_png_url": "/assets/badges/2026/houston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-5.png", "square_jpg": "/assets/badges/2026/houston/team/top-5.jpg", "website_webp": "/assets/badges/2026/houston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/the-kinne-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-kinne-group" } } }, { "candidate_key": "denver::team::the-kissel-group", "name": "The Kissel Group", "market": "Denver", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 67.4, "ai_visibility_score": 28.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 10, "profile_url": "directory/the-kissel-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 10, "published_depth": 25, "published_rank_statement": "#10 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 72, "review_count_public": 245, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-10.webp", "social_png_url": "/assets/badges/2026/denver/team/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-10.png", "square_jpg": "/assets/badges/2026/denver/team/top-10.jpg", "website_webp": "/assets/badges/2026/denver/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/the-kissel-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #10 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-kissel-group" } } }, { "candidate_key": "denver::team::the-kronenberger-team", "name": "The Kronenberger Team", "market": "Denver", "entity_type": "Team", "brokerage": "RE/MAX Professionals", "consumer_authority_score": 72.8, "ai_visibility_score": 28.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 9, "profile_url": "directory/the-kronenberger-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 84, "review_count_public": 260, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-10.webp", "social_png_url": "/assets/badges/2026/denver/team/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-10.png", "square_jpg": "/assets/badges/2026/denver/team/top-10.jpg", "website_webp": "/assets/badges/2026/denver/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/the-kronenberger-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-kronenberger-team" } } }, { "candidate_key": "st-louis::team::the-kyle-hannegan-group", "name": "The Kyle Hannegan Group", "market": "St. Louis", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Select Properties", "consumer_authority_score": 73.1, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 11, "profile_url": "directory/the-kyle-hannegan-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 101, "review_count_public": 149, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/the-kyle-hannegan-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-levin-team" } } }, { "candidate_key": "st-louis::team::the-lisa-adkins-team", "name": "The Lisa Adkins Team", "market": "St. Louis", "entity_type": "Team", "brokerage": "RE/MAX Platinum", "consumer_authority_score": 44.7, "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/the-lisa-adkins-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 65, "review_count_public": 34, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/the-lisa-adkins-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-lisa-adkins-team" } } }, { "candidate_key": "houston::team::the-loken-group", "name": "The Loken Group", "market": "Houston", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 92.9, "ai_visibility_score": 42.1, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/the-loken-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 359, "review_count_public": 1571, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-5.webp", "social_png_url": "/assets/badges/2026/houston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-5.png", "square_jpg": "/assets/badges/2026/houston/team/top-5.jpg", "website_webp": "/assets/badges/2026/houston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/the-loken-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-loken-group" } } }, { "candidate_key": "miami-south-florida::team::the-mandel-team", "name": "The Mandel Team", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 73.9, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 15, "profile_url": "directory/the-mandel-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 163, "review_count_public": 156, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/the-mandel-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-matt-engen-group" } } }, { "candidate_key": "minneapolis-st-paul::team::the-mcnamara-group", "name": "The McNamara Group", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 50.1, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/the-mcnamara-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 53, "review_count_public": 59, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/the-mcnamara-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-mcnamara-group" } } }, { "candidate_key": "seattle::team::the-mesnick-dalto-group", "name": "The Mesnick Dalto Group", "market": "Seattle", "entity_type": "Team", "brokerage": "Real Broker LLC", "consumer_authority_score": 71.7, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 18, "profile_url": "directory/the-mesnick-dalto-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 173, "review_count_public": 91, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-25.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-25.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-25.png", "square_jpg": "/assets/badges/2026/seattle/team/top-25.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/the-mesnick-dalto-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-mesnick-dalto-group" } } }, { "candidate_key": "chicago::team::the-mg-group", "name": "The MG Group", "market": "Chicago", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 74.0, "ai_visibility_score": 39.4, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Strong public proof", "category_rank": 6, "profile_url": "directory/the-mg-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 156, "review_count_public": 128, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-10.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-10.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-10.png", "square_jpg": "/assets/badges/2026/chicago/team/top-10.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/the-mg-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-mg-group" } } }, { "candidate_key": "minneapolis-st-paul::team::the-michael-kaslow-team-mkt-real-estate-advisors", "name": "The Michael Kaslow Team / MKT Real Estate Advisors", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 63.3, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 15, "profile_url": "directory/the-michael-kaslow-team-mkt-real-estate-advisors/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 96, "review_count_public": 209, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/the-michael-kaslow-team-mkt-real-estate-advisors.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-michael-kaslow-team-mkt-real-estate-advisors" } } }, { "candidate_key": "philadelphia::team::the-mike-mccann-team", "name": "The Mike McCann Team", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Keller Williams Empower", "consumer_authority_score": 98.8, "ai_visibility_score": 45.4, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/the-mike-mccann-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 665, "review_count_public": 1060, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-5.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-5.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-5.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-5.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/the-mike-mccann-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-minnesota-real-estate-team" } } }, { "candidate_key": "new-york-metro::team::the-moldavsky-team", "name": "The Moldavsky Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "REMAX Edge", "consumer_authority_score": 74.2, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 8, "profile_url": "directory/the-moldavsky-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 52, "review_count_public": 216, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-10.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-10.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-10.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-10.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/the-moldavsky-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-moldavsky-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published New York Metro teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-moldavsky-team", "short": "2026 REAI Founding Honoree, #8 New York Metro Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-moldavsky-team", "newsletter": "The Moldavsky Team has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the New York Metro team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-moldavsky-team" } } }, { "candidate_key": "las-vegas::team::the-mumm-group", "name": "The Mumm Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 70.0, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 16, "profile_url": "directory/the-mumm-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 150, "review_count_public": 161, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-mumm-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-mumm-group" } } }, { "candidate_key": "boston::team::the-muncey-group", "name": "The Muncey Group", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 74.4, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/the-muncey-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 79, "review_count_public": 108, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/the-muncey-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-muncey-group" } } }, { "candidate_key": "las-vegas::team::the-napoli-group", "name": "The Napoli Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Nevada Properties", "consumer_authority_score": 81.1, "ai_visibility_score": 28.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 14, "profile_url": "directory/the-napoli-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 104, "review_count_public": 215, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-napoli-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-nickley-group" } } }, { "candidate_key": "denver::team::the-northrop-group", "name": "The Northrop Group", "market": "Denver", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 74.5, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 14, "profile_url": "directory/the-northrop-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 104, "review_count_public": 124, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-25.webp", "social_png_url": "/assets/badges/2026/denver/team/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-25.png", "square_jpg": "/assets/badges/2026/denver/team/top-25.jpg", "website_webp": "/assets/badges/2026/denver/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/the-northrop-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-northrop-group" } } }, { "candidate_key": "kansas-city::team::the-northrop-team", "name": "The Northrop Team", "market": "Kansas City", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 58.4, "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/the-northrop-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 57, "review_count_public": 179, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/the-northrop-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-northrop-team" } } }, { "candidate_key": "new-york-metro::team::the-oliveira-pinkas-team", "name": "The Oliveira Pinkas Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 39.5, "ai_visibility_score": 6.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 51, "profile_url": "directory/the-oliveira-pinkas-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 48, "review_count_public": null, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "washington-dc-northern-virginia::team::the-one-street-company", "name": "The ONE Street Company", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 92.9, "ai_visibility_score": 42.2, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Market dominant", "category_rank": 2, "profile_url": "directory/the-one-street-company/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/the-one-street-company.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-pargh-team" } } }, { "candidate_key": "washington-dc-northern-virginia::team::the-patterson-group", "name": "The Patterson Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 63.9, "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 24, "profile_url": "directory/the-patterson-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 163, "review_count_public": 75, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/the-patterson-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-patterson-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Washington DC / Northern Virginia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-patterson-group", "short": "2026 REAI Founding Honoree, #24 Washington DC / Northern Virginia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-patterson-group", "newsletter": "The Patterson Group has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Washington DC / Northern Virginia team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/the-patterson-group", "internal_announcement": "Please join us in congratulating The Patterson Group, recognized as a 2026 REAI Founding Honoree and published at #24 in the Washington DC / Northern Virginia team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/the-patterson-group", "press_blurb": "The Patterson Group was named a 2026 REAI Founding Honoree and ranked #24 in the Washington DC / Northern Virginia team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-patterson-group" } } }, { "candidate_key": "dallas-fort-worth::team::the-paulette-greene-group", "name": "The Paulette Greene Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Ebby Halliday Companies - Ebby Halliday Realtors", "consumer_authority_score": 69.4, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 22, "profile_url": "directory/the-paulette-greene-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 127, "review_count_public": 92, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/the-paulette-greene-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-paulette-greene-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-paulette-greene-group", "short": "2026 REAI Founding Honoree, #22 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-paulette-greene-group", "newsletter": "The Paulette Greene Group has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Dallas-Fort Worth team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-paulette-greene-group" } } }, { "candidate_key": "washington-dc-northern-virginia::team::the-pearl-team", "name": "The Pearl Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "RE/MAX Allegiance", "consumer_authority_score": 40.4, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 23, "profile_url": "directory/the-pearl-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 55, "review_count_public": 83, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/the-pearl-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-pearl-team" } } }, { "candidate_key": "dallas-fort-worth::team::the-perry-miller-streiff-group", "name": "The Perry-Miller Streiff Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "", "consumer_authority_score": 77.1, "ai_visibility_score": 40.9, "ai_visibility_evidence": "32 checks / 5 mentions", "authority_band": "Strong public proof", "category_rank": 1, "profile_url": "directory/the-perry-miller-streiff-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 5, "mention_rate": 0.156, "captured_citation_rate": 0.6, "entity_clarity_rate": 1.0, "sales_transactions_public": 123, "review_count_public": 76, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-5.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-5.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/the-perry-miller-streiff-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-perry-miller-streiff-group" } } }, { "candidate_key": "orlando::team::the-peter-luu-signature-group", "name": "The Peter Luu Signature Group", "market": "Orlando", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 53.5, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/the-peter-luu-signature-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 107, "review_count_public": 84, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-peter-luu-signature-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-peter-luu-signature-group" } } }, { "candidate_key": "orlando::team::the-pinnacle-homes-group", "name": "The Pinnacle Homes Group", "market": "Orlando", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 70.1, "ai_visibility_score": 44.1, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Strong public proof", "category_rank": 4, "profile_url": "directory/the-pinnacle-homes-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 107, "review_count_public": 331, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-5.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-5.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-5.png", "square_jpg": "/assets/badges/2026/orlando/team/top-5.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-pinnacle-homes-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-pinnacle-homes-group" } } }, { "candidate_key": "las-vegas::team::the-pohl-group", "name": "The Pohl Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 40.1, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 22, "profile_url": "directory/the-pohl-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 38, "review_count_public": 53, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-pohl-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-pohl-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #22 for AI Visibility among published Las Vegas teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-pohl-group", "short": "2026 REAI Founding Honoree, #22 Las Vegas Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-pohl-group", "newsletter": "The Pohl Group has been recognized as a 2026 REAI Founding Honoree, ranking #22 in the Las Vegas team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-pohl-group" } } }, { "candidate_key": "nashville::team::the-preferred-group", "name": "The Preferred Group", "market": "Nashville", "entity_type": "Team", "brokerage": "Keller Williams Realty (Spring Hill)", "consumer_authority_score": 48.4, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/the-preferred-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Nashville teams", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 96, "review_count_public": 48, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Teams", "asset_url": "/assets/badges/2026/nashville/team/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/team/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/team/top-25.png", "square_jpg": "/assets/badges/2026/nashville/team/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/team/the-preferred-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-preferred-group" } } }, { "candidate_key": "new-york-metro::team::the-prime-team-at-compass", "name": "The Prime Team at Compass", "market": "New York Metro", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 76.4, "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 18, "profile_url": "directory/the-prime-team-at-compass/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 147, "review_count_public": 88, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/the-prime-team-at-compass.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-prime-team-at-compass" } } }, { "candidate_key": "orlando::team::the-rampersad-team", "name": "The Rampersad Team", "market": "Orlando", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 47.9, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 18, "profile_url": "directory/the-rampersad-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 37, "review_count_public": 119, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-rampersad-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-ray-lopez-team" } } }, { "candidate_key": "las-vegas::team::the-real-estate-guy", "name": "The Real Estate Guy", "market": "Las Vegas", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 73.0, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 15, "profile_url": "directory/the-real-estate-guy/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 157, "review_count_public": 222, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-real-estate-guy.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-rivers-group" } } }, { "candidate_key": "las-vegas::team::the-rivlin-group", "name": "The Rivlin Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "LPT Realty", "consumer_authority_score": 51.2, "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 20, "profile_url": "directory/the-rivlin-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 84, "review_count_public": 61, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-rivlin-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/the-rivlin-group", "internal_announcement": "Please join us in congratulating The Rivlin Group, recognized as a 2026 REAI Founding Honoree and published at #20 in the Las Vegas team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/the-rivlin-group", "press_blurb": "The Rivlin Group was named a 2026 REAI Founding Honoree and ranked #20 in the Las Vegas team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-rivlin-group" } } }, { "candidate_key": "boston::team::the-roach-sherman-team", "name": "The Roach & Sherman Team", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.5, "ai_visibility_score": 43.4, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Strong public proof", "category_rank": 3, "profile_url": "directory/the-roach-sherman-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 49, "review_count_public": 253, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-5.webp", "social_png_url": "/assets/badges/2026/boston/team/top-5.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-5.png", "square_jpg": "/assets/badges/2026/boston/team/top-5.jpg", "website_webp": "/assets/badges/2026/boston/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/the-roach-sherman-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-roach-sherman-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #3 for AI Visibility among published Boston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-roach-sherman-team", "short": "2026 REAI Founding Honoree, #3 Boston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-roach-sherman-team", "newsletter": "The Roach & Sherman Team has been recognized as a 2026 REAI Founding Honoree, ranking #3 in the Boston team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-roach-sherman-team" } } }, { "candidate_key": "kansas-city::team::the-rob-ellerman-team", "name": "The Rob Ellerman Team", "market": "Kansas City", "entity_type": "Team", "brokerage": "ReeceNichols", "consumer_authority_score": 88.4, "ai_visibility_score": 44.2, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Elite public proof", "category_rank": 5, "profile_url": "directory/the-rob-ellerman-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 5, "published_depth": 25, "published_rank_statement": "#5 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 0.25, "entity_clarity_rate": 1.0, "sales_transactions_public": 2463, "review_count_public": 230, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-5.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-5.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-5.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-5.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/the-rob-ellerman-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #5 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-rob-ellerman-team" } } }, { "candidate_key": "philadelphia::team::the-robin-gordon-group", "name": "The Robin Gordon Group", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Berkshire Hathaway HomeServices Fox & Roach", "consumer_authority_score": 93.8, "ai_visibility_score": 44.9, "ai_visibility_evidence": "32 checks / 3 mentions", "authority_band": "Market dominant", "category_rank": 3, "profile_url": "directory/the-robin-gordon-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 3, "published_depth": 25, "published_rank_statement": "#3 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 3, "mention_rate": 0.094, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 343, "review_count_public": 517, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-5.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-5.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-5.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-5.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/the-robin-gordon-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #3 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-robin-gordon-group" } } }, { "candidate_key": "orlando::team::the-roman-group", "name": "The Roman Group", "market": "Orlando", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 57.3, "ai_visibility_score": 29.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 11, "profile_url": "directory/the-roman-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 726, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-roman-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-rosen-group" } } }, { "candidate_key": "denver::team::the-rowley-group", "name": "The Rowley Group", "market": "Denver", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 52.4, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/the-rowley-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 91, "review_count_public": 43, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-25.webp", "social_png_url": "/assets/badges/2026/denver/team/top-25.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-25.png", "square_jpg": "/assets/badges/2026/denver/team/top-25.jpg", "website_webp": "/assets/badges/2026/denver/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/the-rowley-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-rowley-group" } } }, { "candidate_key": "st-louis::team::the-ruhls-of-re-max-results-realty", "name": "The Ruhl's of RE/MAX Results Realty", "market": "St. Louis", "entity_type": "Team", "brokerage": "RE/MAX Results Realty", "consumer_authority_score": 64.6, "ai_visibility_score": 28.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 8, "profile_url": "directory/the-ruhls-of-re-max-results-realty/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 64, "review_count_public": 275, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-10.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-10.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-10.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-10.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/the-ruhls-of-re-max-results-realty.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-ruhls-of-re-max-results-realty" } } }, { "candidate_key": "denver::team::the-schlichter-team", "name": "The Schlichter Team", "market": "Denver", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 54.0, "ai_visibility_score": 43.5, "ai_visibility_evidence": "32 checks / 4 mentions", "authority_band": "Source-backed candidate", "category_rank": 2, "profile_url": "directory/the-schlichter-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 2, "published_depth": 25, "published_rank_statement": "#2 of 25 published Denver teams", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 4, "mention_rate": 0.125, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 73, "review_count_public": 50, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in Denver Teams", "asset_url": "/assets/badges/2026/denver/team/top-5.webp", "social_png_url": "/assets/badges/2026/denver/team/top-5.png", "social_jpg_url": "/assets/badges/2026/denver/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/team/top-5.png", "square_jpg": "/assets/badges/2026/denver/team/top-5.jpg", "website_webp": "/assets/badges/2026/denver/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/team/the-schlichter-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #2 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-schlichter-team" } } }, { "candidate_key": "chicago::team::the-scott-group", "name": "The Scott Group", "market": "Chicago", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 85.0, "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 9, "profile_url": "directory/the-scott-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Chicago teams", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 109, "review_count_public": 539, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Chicago Teams", "asset_url": "/assets/badges/2026/chicago/team/top-10.webp", "social_png_url": "/assets/badges/2026/chicago/team/top-10.png", "social_jpg_url": "/assets/badges/2026/chicago/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/chicago/team/top-10.png", "square_jpg": "/assets/badges/2026/chicago/team/top-10.jpg", "website_webp": "/assets/badges/2026/chicago/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/chicago/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/chicago/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/chicago/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/chicago/team/the-scott-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Chicago teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-selby-team" } } }, { "candidate_key": "kansas-city::team::the-shaun-ashley-team", "name": "The Shaun Ashley Team", "market": "Kansas City", "entity_type": "Team", "brokerage": "RE/MAX Heritage", "consumer_authority_score": 82.8, "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 11, "profile_url": "directory/the-shaun-ashley-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 193, "review_count_public": 313, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/the-shaun-ashley-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-shaun-ashley-team" } } }, { "candidate_key": "boston::team::the-shulkin-wilk-group", "name": "The Shulkin Wilk Group", "market": "Boston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 76.6, "ai_visibility_score": 26.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 18, "profile_url": "directory/the-shulkin-wilk-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 18, "published_depth": 25, "published_rank_statement": "#18 of 25 published Boston teams", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 103, "review_count_public": 69, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Teams", "asset_url": "/assets/badges/2026/boston/team/top-25.webp", "social_png_url": "/assets/badges/2026/boston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/team/top-25.png", "square_jpg": "/assets/badges/2026/boston/team/top-25.jpg", "website_webp": "/assets/badges/2026/boston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/team/the-shulkin-wilk-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #18 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-shulkin-wilk-group" } } }, { "candidate_key": "kansas-city::team::the-small-real-estate-team", "name": "The Small Real Estate Team", "market": "Kansas City", "entity_type": "Team", "brokerage": "ReeceNichols Real Estate", "consumer_authority_score": 61.7, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 23, "profile_url": "directory/the-small-real-estate-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 112, "review_count_public": 79, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/the-small-real-estate-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-small-real-estate-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Kansas City teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-small-real-estate-team", "short": "2026 REAI Founding Honoree, #23 Kansas City Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-small-real-estate-team", "newsletter": "The Small Real Estate Team has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Kansas City team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-small-real-estate-team" } } }, { "candidate_key": "minneapolis-st-paul::team::the-snyder-team", "name": "The Snyder Team", "market": "Minneapolis-St. Paul", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 72.0, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 13, "profile_url": "directory/the-snyder-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 13, "published_depth": 25, "published_rank_statement": "#13 of 25 published Minneapolis-St. Paul teams", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 208, "review_count_public": 194, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Teams", "asset_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/team/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/team/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/team/the-snyder-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #13 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-somers-team" } } }, { "candidate_key": "kansas-city::team::the-spradling-group", "name": "The Spradling Group", "market": "Kansas City", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 93.9, "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 8, "profile_url": "directory/the-spradling-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 389, "review_count_public": 484, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-10.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-10.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-10.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-10.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/the-spradling-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/the-spradling-group", "internal_announcement": "Please join us in congratulating The Spradling Group, recognized as a 2026 REAI Founding Honoree and published at #8 in the Kansas City team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/the-spradling-group", "press_blurb": "The Spradling Group was named a 2026 REAI Founding Honoree and ranked #8 in the Kansas City team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-spradling-group" } } }, { "candidate_key": "orlando::team::the-team", "name": "The Team", "market": "Orlando", "entity_type": "Team", "brokerage": "LPT Realty", "consumer_authority_score": 66.7, "ai_visibility_score": 40.0, "ai_visibility_evidence": "32 checks / 2 mentions", "authority_band": "Established public proof", "category_rank": 8, "profile_url": "directory/the-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 2, "mention_rate": 0.062, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 216, "review_count_public": 125, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-10.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-10.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-10.png", "square_jpg": "/assets/badges/2026/orlando/team/top-10.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Orlando teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-team", "short": "2026 REAI Founding Honoree, #8 Orlando Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-team", "newsletter": "The Team has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Orlando team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/the-team", "internal_announcement": "Please join us in congratulating The Team, recognized as a 2026 REAI Founding Honoree and published at #8 in the Orlando team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/the-team", "press_blurb": "The Team was named a 2026 REAI Founding Honoree and ranked #8 in the Orlando team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-team" } } }, { "candidate_key": "las-vegas::team::the-thomas-group", "name": "The Thomas Group", "market": "Las Vegas", "entity_type": "Team", "brokerage": "The Real Brokerage Inc.", "consumer_authority_score": 38.3, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 21, "profile_url": "directory/the-thomas-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Las Vegas teams", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 52, "review_count_public": 58, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Teams", "asset_url": "/assets/badges/2026/las-vegas/team/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/team/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/team/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/team/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/team/the-thomas-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-thomas-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Las Vegas teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-thomas-group", "short": "2026 REAI Founding Honoree, #21 Las Vegas Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-thomas-group", "newsletter": "The Thomas Group has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Las Vegas team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-thomas-group" } } }, { "candidate_key": "atlanta::team::the-tirone-weaver-team", "name": "The Tirone & Weaver Team", "market": "Atlanta", "entity_type": "Team", "brokerage": "Ansley Real Estate Christie's International", "consumer_authority_score": 68.0, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/the-tirone-weaver-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Atlanta teams", "market_scale_count": 6960, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0012060/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 91, "review_count_public": 117, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Atlanta Teams", "asset_url": "/assets/badges/2026/atlanta/team/top-25.webp", "social_png_url": "/assets/badges/2026/atlanta/team/top-25.png", "social_jpg_url": "/assets/badges/2026/atlanta/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/atlanta/team/top-25.png", "square_jpg": "/assets/badges/2026/atlanta/team/top-25.jpg", "website_webp": "/assets/badges/2026/atlanta/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/atlanta/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/atlanta/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/atlanta/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/atlanta/team/the-tirone-weaver-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Atlanta teams. 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The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-tony-baroni-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #12 for AI Visibility among published Orlando teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-tony-baroni-team", "short": "2026 REAI Founding Honoree, #12 Orlando Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-tony-baroni-team", "newsletter": "The Tony Baroni Team has been recognized as a 2026 REAI Founding Honoree, ranking #12 in the Orlando team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-tonya-peek-group" } } }, { "candidate_key": "miami-south-florida::team::the-tricoli-team", "name": "The Tricoli Team", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 98.5, "ai_visibility_score": 29.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 6, "profile_url": "directory/the-tricoli-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 347, "review_count_public": 954, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-10.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-10.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-10.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-10.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/the-tricoli-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-tricoli-team" } } }, { "candidate_key": "orlando::team::the-vastardis-team", "name": "The Vastardis Team", "market": "Orlando", "entity_type": "Team", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 54.8, "ai_visibility_score": 39.3, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 9, "profile_url": "directory/the-vastardis-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 64, "review_count_public": 110, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-10.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-10.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-10.png", "square_jpg": "/assets/badges/2026/orlando/team/top-10.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/the-vastardis-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-vastardis-team" } } }, { "candidate_key": "new-york-metro::team::the-vladimirsky-team", "name": "The Vladimirsky Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Keller Williams NY Realty", "consumer_authority_score": 37.6, "ai_visibility_score": 26.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 22, "profile_url": "directory/the-vladimirsky-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 22, "review_count_public": 52, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/the-vladimirsky-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-zac-team" } } }, { "candidate_key": "miami-south-florida::team::the-zeuner-team", "name": "The Zeuner Team", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "The Keyes Company", "consumer_authority_score": 43.5, "ai_visibility_score": 25.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/the-zeuner-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 50, "review_count_public": 42, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/the-zeuner-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/the-zeuner-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Miami / South Florida teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/the-zeuner-team", "short": "2026 REAI Founding Honoree, #24 Miami / South Florida Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/the-zeuner-team", "newsletter": "The Zeuner Team has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Miami / South Florida team AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/the-zeuner-team", "internal_announcement": "Please join us in congratulating The Zeuner Team, recognized as a 2026 REAI Founding Honoree and published at #24 in the Miami / South Florida team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/the-zeuner-team", "press_blurb": "The Zeuner Team was named a 2026 REAI Founding Honoree and ranked #24 in the Miami / South Florida team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/the-zeuner-team" } } }, { "candidate_key": "boston::individual::thomas-mario", "name": "Thomas Mario", "market": "Boston", "entity_type": "Individual", "brokerage": "CENTURY 21 Mario Real Estate", "consumer_authority_score": 33.4, "ai_visibility_score": 25.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 20, "profile_url": "directory/thomas-mario/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Boston individuals", "market_scale_count": 3650, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0014460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": null, "review_count_public": 39, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Boston Individuals", "asset_url": "/assets/badges/2026/boston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/boston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/boston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/boston/individual/top-25.png", "square_jpg": "/assets/badges/2026/boston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/boston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/boston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/boston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/boston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/boston/individual/thomas-mario.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Boston individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/thomas-mario", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #20 for AI Visibility among published Boston individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/thomas-mario", "short": "2026 REAI Founding Honoree, #20 Boston Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/thomas-mario", "newsletter": "Thomas Mario has been recognized as a 2026 REAI Founding Honoree, ranking #20 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/thomas-mario", "internal_announcement": "Please join us in congratulating Thomas Mario, recognized as a 2026 REAI Founding Honoree and published at #20 in the Boston individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/thomas-mario", "press_blurb": "Thomas Mario was named a 2026 REAI Founding Honoree and ranked #20 in the Boston individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/thomas-mario" } } }, { "candidate_key": "st-louis::team::three-doors", "name": "Three Doors", "market": "St. Louis", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 71.7, "ai_visibility_score": 26.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 20, "profile_url": "directory/three-doors/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 243, "review_count_public": 105, "average_rating_public": 4.2, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/three-doors.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/three-doors" } } }, { "candidate_key": "kansas-city::team::thrive-real-estate-kc-llc", "name": "Thrive Real Estate KC, LLC", "market": "Kansas City", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 76.1, "ai_visibility_score": 27.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 17, "profile_url": "directory/thrive-real-estate-kc-llc/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Kansas City teams", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 221, "review_count_public": 143, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Teams", "asset_url": "/assets/badges/2026/kansas-city/team/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/team/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/team/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/team/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/team/thrive-real-estate-kc-llc.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/thrive-real-estate-kc-llc", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published Kansas City teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/thrive-real-estate-kc-llc", "short": "2026 REAI Founding Honoree, #17 Kansas City Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/thrive-real-estate-kc-llc", "newsletter": "Thrive Real Estate KC, LLC has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the Kansas City team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/thrive-real-estate-kc-llc" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::tiernan-dickens", "name": "Tiernan Dickens", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 54.7, "ai_visibility_score": 23.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 22, "profile_url": "directory/tiernan-dickens/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 22, "published_depth": 25, "published_rank_statement": "#22 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 26, "review_count_public": 86, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/tiernan-dickens.pdf", "copy": { "linkedin": "We are honored to be recognized as #22 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tiernan-dickens" } } }, { "candidate_key": "houston::individual::tiffani-reynolds", "name": "Tiffani Reynolds", "market": "Houston", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 52.1, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 9, "profile_url": "directory/tiffani-reynolds/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 22, "review_count_public": 163, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-10.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-10.png", "square_jpg": "/assets/badges/2026/houston/individual/top-10.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/tiffani-reynolds.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tiffani-reynolds" } } }, { "candidate_key": "kansas-city::individual::tiffany-allen", "name": "Tiffany Allen", "market": "Kansas City", "entity_type": "Individual", "brokerage": "RE/MAX Heritage", "consumer_authority_score": 56.6, "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 11, "profile_url": "directory/tiffany-allen/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Kansas City individuals", "market_scale_count": 990, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0028140/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 104, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Kansas City Individuals", "asset_url": "/assets/badges/2026/kansas-city/individual/top-25.webp", "social_png_url": "/assets/badges/2026/kansas-city/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/kansas-city/individual/top-25.png", "square_jpg": "/assets/badges/2026/kansas-city/individual/top-25.jpg", "website_webp": "/assets/badges/2026/kansas-city/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/kansas-city/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/kansas-city/individual/tiffany-allen.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Kansas City individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/tiffany-allen", "internal_announcement": "Please join us in congratulating Tiffany Allen, recognized as a 2026 REAI Founding Honoree and published at #11 in the Kansas City individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/tiffany-allen", "press_blurb": "Tiffany Allen was named a 2026 REAI Founding Honoree and ranked #11 in the Kansas City individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tiffany-allen" } } }, { "candidate_key": "nashville::individual::tim-bartlett", "name": "Tim Bartlett", "market": "Nashville", "entity_type": "Individual", "brokerage": "Onward Real Estate", "consumer_authority_score": 49.9, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 11, "profile_url": "directory/tim-bartlett/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 11, "published_depth": 25, "published_rank_statement": "#11 of 25 published Nashville individuals", "market_scale_count": 1080, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0034980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 18, "review_count_public": 81, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Nashville Individuals", "asset_url": "/assets/badges/2026/nashville/individual/top-25.webp", "social_png_url": "/assets/badges/2026/nashville/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/nashville/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/nashville/individual/top-25.png", "square_jpg": "/assets/badges/2026/nashville/individual/top-25.jpg", "website_webp": "/assets/badges/2026/nashville/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/nashville/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/nashville/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/nashville/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/nashville/individual/tim-bartlett.pdf", "copy": { "linkedin": "We are honored to be recognized as #11 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Nashville individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tim-bartlett" } } }, { "candidate_key": "houston::individual::tim-surratt", "name": "Tim Surratt", "market": "Houston", "entity_type": "Individual", "brokerage": "Martha Turner Sotheby's International Realty", "consumer_authority_score": 75.3, "ai_visibility_score": 25.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 20, "profile_url": "directory/tim-surratt/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 39, "review_count_public": 336, "average_rating_public": 4.96, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/tim-surratt.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tim-surratt" } } }, { "candidate_key": "los-angeles::individual::todd-jones", "name": "Todd Jones", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Rodeo Realty, Inc.", "consumer_authority_score": 66.7, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/todd-jones/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 24, "review_count_public": 95, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/todd-jones.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/todd-jones", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/todd-jones", "short": "2026 REAI Founding Honoree, #14 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/todd-jones", "newsletter": "Todd Jones has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the Los Angeles individual agent AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/todd-jones" } } }, { "candidate_key": "philadelphia::team::tom-toole-sales-group", "name": "Tom Toole Sales Group", "market": "Philadelphia", "entity_type": "Team", "brokerage": "RE/MAX Main Line", "consumer_authority_score": 95.1, "ai_visibility_score": 29.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Market dominant", "category_rank": 8, "profile_url": "directory/tom-toole-sales-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 501, "review_count_public": 607, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-10.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-10.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-10.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/tom-toole-sales-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/tom-toole-sales-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/tom-toole-sales-group", "short": "2026 REAI Founding Honoree, #8 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/tom-toole-sales-group", "newsletter": "Tom Toole Sales Group has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Philadelphia team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tony-espinoza" } } }, { "candidate_key": "chicago::individual::tony-garcia", "name": "Tony Garcia", "market": "Chicago", "entity_type": "Individual", "brokerage": "Keller Williams ONEChicago", "consumer_authority_score": 47.1, "ai_visibility_score": 15.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 47, "profile_url": "directory/tony-garcia/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 47, "review_count_public": 28, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "new-york-metro::team::tony-murphy-team", "name": "Tony Murphy Team", "market": "New York Metro", "entity_type": "Team", "brokerage": "Houlihan Lawrence", "consumer_authority_score": 75.8, "ai_visibility_score": 27.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 9, "profile_url": "directory/tony-murphy-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published New York Metro teams", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 62, "review_count_public": 204, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in New York Metro Teams", "asset_url": "/assets/badges/2026/new-york-metro/team/top-10.webp", "social_png_url": "/assets/badges/2026/new-york-metro/team/top-10.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/team/top-10.png", "square_jpg": "/assets/badges/2026/new-york-metro/team/top-10.jpg", "website_webp": "/assets/badges/2026/new-york-metro/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/team/tony-murphy-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tony-murphy-team" } } }, { "candidate_key": "orlando::team::top-listing-group", "name": "Top Listing Group", "market": "Orlando", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 68.5, "ai_visibility_score": 26.9, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 20, "profile_url": "directory/top-listing-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Orlando teams", "market_scale_count": 4470, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0036740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 283, "review_count_public": 94, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Orlando Teams", "asset_url": "/assets/badges/2026/orlando/team/top-25.webp", "social_png_url": "/assets/badges/2026/orlando/team/top-25.png", "social_jpg_url": "/assets/badges/2026/orlando/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/orlando/team/top-25.png", "square_jpg": "/assets/badges/2026/orlando/team/top-25.jpg", "website_webp": "/assets/badges/2026/orlando/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/orlando/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/orlando/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/orlando/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/orlando/team/top-listing-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Orlando teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tristain-odonnell" } } }, { "candidate_key": "houston::team::true-grit-realty-group", "name": "True Grit Realty Group", "market": "Houston", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 41.0, "ai_visibility_score": 24.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 24, "profile_url": "directory/true-grit-realty-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 82, "review_count_public": 296, "average_rating_public": 4.25, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/true-grit-realty-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/true-grit-realty-group" } } }, { "candidate_key": "st-louis::team::true-roots-real-estate", "name": "True Roots Real Estate", "market": "St. Louis", "entity_type": "Team", "brokerage": "Keller Williams Realty Chesterfield", "consumer_authority_score": 56.6, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 15, "profile_url": "directory/true-roots-real-estate/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published St. Louis teams", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 60, "review_count_public": 118, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in St. Louis Teams", "asset_url": "/assets/badges/2026/st-louis/team/top-25.webp", "social_png_url": "/assets/badges/2026/st-louis/team/top-25.png", "social_jpg_url": "/assets/badges/2026/st-louis/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/team/top-25.png", "square_jpg": "/assets/badges/2026/st-louis/team/top-25.jpg", "website_webp": "/assets/badges/2026/st-louis/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/team/true-roots-real-estate.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/true-roots-real-estate" } } }, { "candidate_key": "san-francisco-bay-area::team::tse-group", "name": "Tse Group", "market": "San Francisco Bay Area", "entity_type": "Team", "brokerage": "Intero Real Estate Services", "consumer_authority_score": 90.6, "ai_visibility_score": 40.8, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Market dominant", "category_rank": 6, "profile_url": "directory/tse-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published San Francisco Bay Area teams", "market_scale_count": 3540, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025 and May 2023", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041860/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 294, "review_count_public": 437, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in San Francisco Bay Area Teams", "asset_url": "/assets/badges/2026/san-francisco-bay-area/team/top-10.webp", "social_png_url": "/assets/badges/2026/san-francisco-bay-area/team/top-10.png", "social_jpg_url": "/assets/badges/2026/san-francisco-bay-area/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-francisco-bay-area/team/top-10.png", "square_jpg": "/assets/badges/2026/san-francisco-bay-area/team/top-10.jpg", "website_webp": "/assets/badges/2026/san-francisco-bay-area/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-francisco-bay-area/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-francisco-bay-area/team/tse-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Francisco Bay Area teams. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/tyler-shelton" } } }, { "candidate_key": "dallas-fort-worth::team::van-poole-properties-group", "name": "Van Poole Properties Group", "market": "Dallas-Fort Worth", "entity_type": "Team", "brokerage": "Keller Williams Dallas Preston Road", "consumer_authority_score": 69.2, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 21, "profile_url": "directory/van-poole-properties-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Dallas-Fort Worth teams", "market_scale_count": 6950, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 166, "review_count_public": 125, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Dallas-Fort Worth Teams", "asset_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "social_png_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "social_jpg_url": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/dallas-fort-worth/team/top-25.png", "square_jpg": "/assets/badges/2026/dallas-fort-worth/team/top-25.jpg", "website_webp": "/assets/badges/2026/dallas-fort-worth/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/dallas-fort-worth/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/dallas-fort-worth/team/van-poole-properties-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Dallas-Fort Worth teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/van-poole-properties-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Dallas-Fort Worth teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/van-poole-properties-group", "short": "2026 REAI Founding Honoree, #21 Dallas-Fort Worth Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/van-poole-properties-group", "newsletter": "Van Poole Properties Group has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Dallas-Fort Worth team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/van-poole-properties-group" } } }, { "candidate_key": "los-angeles::team::vancans-group", "name": "Vancans Group", "market": "Los Angeles", "entity_type": "Team", "brokerage": "Vancans Group", "consumer_authority_score": 55.2, "ai_visibility_score": 23.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 29, "profile_url": "directory/vancans-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 64, "review_count_public": 98, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Teams", "asset_url": "/assets/badges/2026/los-angeles/team/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/team/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/team/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "new-york-metro::individual::vasilis-kokoris", "name": "Vasilis Kokoris", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 80.4, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 15, "profile_url": "directory/vasilis-kokoris/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 15, "published_depth": 25, "published_rank_statement": "#15 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 65, "review_count_public": 125, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/vasilis-kokoris.pdf", "copy": { "linkedin": "We are honored to be recognized as #15 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/vasilis-kokoris", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #15 for AI Visibility among published New York Metro individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/vasilis-kokoris", "short": "2026 REAI Founding Honoree, #15 New York Metro Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/vasilis-kokoris", "newsletter": "Vasilis Kokoris has been recognized as a 2026 REAI Founding Honoree, ranking #15 in the New York Metro individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/vasilis-kokoris" } } }, { "candidate_key": "chicago::individual::vergis-eiland", "name": "Vergis Eiland", "market": "Chicago", "entity_type": "Individual", "brokerage": "@properties", "consumer_authority_score": 63.3, "ai_visibility_score": 23.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 39, "profile_url": "directory/vergis-eiland/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 5100, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0016980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 127, "review_count_public": 64, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Chicago Individuals", "asset_url": "/assets/badges/2026/chicago/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/chicago/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/chicago/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "houston::individual::vicki-barazandeh", "name": "Vicki Barazandeh", "market": "Houston", "entity_type": "Individual", "brokerage": "Martha Turner Sotheby's International Realty", "consumer_authority_score": 54.4, "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 25, "profile_url": "directory/vicki-barazandeh/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 25, "published_depth": 25, "published_rank_statement": "#25 of 25 published Houston individuals", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 36, "review_count_public": 86, "average_rating_public": 4.99, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Individuals", "asset_url": "/assets/badges/2026/houston/individual/top-25.webp", "social_png_url": "/assets/badges/2026/houston/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/individual/top-25.png", "square_jpg": "/assets/badges/2026/houston/individual/top-25.jpg", "website_webp": "/assets/badges/2026/houston/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/individual/vicki-barazandeh.pdf", "copy": { "linkedin": "We are honored to be recognized as #25 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/vicki-barazandeh" } } }, { "candidate_key": "minneapolis-st-paul::individual::vicki-peters", "name": "Vicki Peters", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Coldwell Banker Realty", "consumer_authority_score": 49.9, "ai_visibility_score": 25.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 23, "profile_url": "directory/vicki-peters/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 19, "review_count_public": 29, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/vicki-peters.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/victor-camero", "internal_announcement": "Please join us in congratulating Victor Camero, recognized as a 2026 REAI Founding Honoree and published at #14 in the Miami / South Florida individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/victor-camero", "press_blurb": "Victor Camero was named a 2026 REAI Founding Honoree and ranked #14 in the Miami / South Florida individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/victor-camero" } } }, { "candidate_key": "washington-dc-northern-virginia::individual::victor-criales", "name": "Victor Criales", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 57.0, "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 8, "profile_url": "directory/victor-criales/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Washington DC / Northern Virginia individuals", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 20, "review_count_public": 120, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Individuals", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/individual/victor-criales.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/victor-criales", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #8 for AI Visibility among published Washington DC / Northern Virginia individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/victor-criales", "short": "2026 REAI Founding Honoree, #8 Washington DC / Northern Virginia Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/victor-criales", "newsletter": "Victor Criales has been recognized as a 2026 REAI Founding Honoree, ranking #8 in the Washington DC / Northern Virginia individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/victor-criales", "internal_announcement": "Please join us in congratulating Victor Criales, recognized as a 2026 REAI Founding Honoree and published at #8 in the Washington DC / Northern Virginia individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/victor-criales", "press_blurb": "Victor Criales was named a 2026 REAI Founding Honoree and ranked #8 in the Washington DC / Northern Virginia individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/victor-criales" } } }, { "candidate_key": "new-york-metro::individual::vincent-caiola", "name": "Vincent Caiola", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Houlihan Lawrence Inc.", "consumer_authority_score": 54.1, "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/vincent-caiola/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published New York Metro individuals", "market_scale_count": 8320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0035620/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 17, "review_count_public": 124, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in New York Metro Individuals", "asset_url": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "social_png_url": "/assets/badges/2026/new-york-metro/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/new-york-metro/individual/top-25.png", "square_jpg": "/assets/badges/2026/new-york-metro/individual/top-25.jpg", "website_webp": "/assets/badges/2026/new-york-metro/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/new-york-metro/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/new-york-metro/individual/vincent-caiola.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for New York Metro individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/vincent-caiola", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #17 for AI Visibility among published New York Metro individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/vincent-caiola", "short": "2026 REAI Founding Honoree, #17 New York Metro Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/vincent-caiola", "newsletter": "Vincent Caiola has been recognized as a 2026 REAI Founding Honoree, ranking #17 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/vincent-caiola", "internal_announcement": "Please join us in congratulating Vincent Caiola, recognized as a 2026 REAI Founding Honoree and published at #17 in the New York Metro individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/vincent-caiola", "press_blurb": "Vincent Caiola was named a 2026 REAI Founding Honoree and ranked #17 in the New York Metro individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/vincent-caiola" } } }, { "candidate_key": "denver::individual::vivi-gloriod", "name": "Vivi Gloriod", "market": "Denver", "entity_type": "Individual", "brokerage": "eXp Realty (Team Vivi)", "consumer_authority_score": 85.7, "ai_visibility_score": 26.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Elite public proof", "category_rank": 8, "profile_url": "directory/vivi-gloriod/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 8, "published_depth": 25, "published_rank_statement": "#8 of 25 published Denver individuals", "market_scale_count": 3920, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2022", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0019740/2022", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 50, "review_count_public": 87, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Denver Individuals", "asset_url": "/assets/badges/2026/denver/individual/top-10.webp", "social_png_url": "/assets/badges/2026/denver/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/denver/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/denver/individual/top-10.png", "square_jpg": "/assets/badges/2026/denver/individual/top-10.jpg", "website_webp": "/assets/badges/2026/denver/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/denver/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/denver/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/denver/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/denver/individual/vivi-gloriod.pdf", "copy": { "linkedin": "We are honored to be recognized as #8 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Denver individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/vivi-gloriod" } } }, { "candidate_key": "seattle::team::wagner-real-estate-group", "name": "Wagner Real Estate Group", "market": "Seattle", "entity_type": "Team", "brokerage": "Real Broker LLC", "consumer_authority_score": 72.1, "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 6, "profile_url": "directory/wagner-real-estate-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 6, "published_depth": 25, "published_rank_statement": "#6 of 25 published Seattle teams", "market_scale_count": 3790, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0042660/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 60, "review_count_public": 315, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Seattle Teams", "asset_url": "/assets/badges/2026/seattle/team/top-10.webp", "social_png_url": "/assets/badges/2026/seattle/team/top-10.png", "social_jpg_url": "/assets/badges/2026/seattle/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/seattle/team/top-10.png", "square_jpg": "/assets/badges/2026/seattle/team/top-10.jpg", "website_webp": "/assets/badges/2026/seattle/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/seattle/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/seattle/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/seattle/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/seattle/team/wagner-real-estate-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #6 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Seattle teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/wagner-real-estate-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #6 for AI Visibility among published Seattle teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/wagner-real-estate-group", "short": "2026 REAI Founding Honoree, #6 Seattle Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/wagner-real-estate-group", "newsletter": "Wagner Real Estate Group has been recognized as a 2026 REAI Founding Honoree, ranking #6 in the Seattle team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/wemert-group-realty" } } }, { "candidate_key": "new-york-metro::individual::wendy-alper", "name": "Wendy Alper", "market": "New York Metro", "entity_type": "Individual", "brokerage": "Julia B. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/wendy-carson" } } }, { "candidate_key": "minneapolis-st-paul::individual::wendy-gimpel", "name": "Wendy Gimpel", "market": "Minneapolis-St. Paul", "entity_type": "Individual", "brokerage": "Keller Williams Select Realty", "consumer_authority_score": 79.4, "ai_visibility_score": 27.6, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Strong public proof", "category_rank": 7, "profile_url": "directory/wendy-gimpel/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 7, "published_depth": 25, "published_rank_statement": "#7 of 25 published Minneapolis-St. Paul individuals", "market_scale_count": 1980, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033460/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 45, "review_count_public": 157, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Minneapolis-St. Paul Individuals", "asset_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.webp", "social_png_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.png", "social_jpg_url": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.png", "square_jpg": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.jpg", "website_webp": "/assets/badges/2026/minneapolis-st-paul/individual/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/minneapolis-st-paul/individual/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/minneapolis-st-paul/individual/wendy-gimpel.pdf", "copy": { "linkedin": "We are honored to be recognized as #7 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Minneapolis-St. Paul individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/wendy-gimpel", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #7 for AI Visibility among published Minneapolis-St. Paul individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/wendy-gimpel", "short": "2026 REAI Founding Honoree, #7 Minneapolis-St. Paul Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/wendy-gimpel", "newsletter": "Wendy Gimpel has been recognized as a 2026 REAI Founding Honoree, ranking #7 in the Minneapolis-St. Paul individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/wendy-gimpel" } } }, { "candidate_key": "st-louis::individual::wendy-haglin", "name": "Wendy Haglin", "market": "St. Louis", "entity_type": "Individual", "brokerage": "RE/MAX Results", "consumer_authority_score": 51.4, "ai_visibility_score": 38.5, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Source-backed candidate", "category_rank": 4, "profile_url": "directory/wendy-haglin/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 4, "published_depth": 25, "published_rank_statement": "#4 of 25 published St. Louis individuals", "market_scale_count": 740, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041180/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 22, "review_count_public": 63, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in St. Louis Individuals", "asset_url": "/assets/badges/2026/st-louis/individual/top-5.webp", "social_png_url": "/assets/badges/2026/st-louis/individual/top-5.png", "social_jpg_url": "/assets/badges/2026/st-louis/individual/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/st-louis/individual/top-5.png", "square_jpg": "/assets/badges/2026/st-louis/individual/top-5.jpg", "website_webp": "/assets/badges/2026/st-louis/individual/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/st-louis/individual/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/st-louis/individual/wendy-haglin.pdf", "copy": { "linkedin": "We are honored to be recognized as #4 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for St. Louis individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/wes-jones-associates" } } }, { "candidate_key": "san-diego::team::whissel-beer-group", "name": "Whissel Beer Group", "market": "San Diego", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 93.6, "ai_visibility_score": 48.7, "ai_visibility_evidence": "32 checks / 5 mentions", "authority_band": "Market dominant", "category_rank": 1, "profile_url": "directory/whissel-beer-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 1, "published_depth": 25, "published_rank_statement": "#1 of 25 published San Diego teams", "market_scale_count": 1350, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0041740/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 5, "mention_rate": 0.156, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 1042, "review_count_public": 434, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_five", "label": "Top 5 in San Diego Teams", "asset_url": "/assets/badges/2026/san-diego/team/top-5.webp", "social_png_url": "/assets/badges/2026/san-diego/team/top-5.png", "social_jpg_url": "/assets/badges/2026/san-diego/team/top-5.jpg", "license": "perpetually_free" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/san-diego/team/top-5.png", "square_jpg": "/assets/badges/2026/san-diego/team/top-5.jpg", "website_webp": "/assets/badges/2026/san-diego/team/top-5.webp", "instagram_story_png": "/assets/recognition-kits/2026/san-diego/team/top-5/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/san-diego/team/top-5/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/san-diego/team/top-5/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/san-diego/team/whissel-beer-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #1 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for San Diego teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/whissel-beer-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #1 for AI Visibility among published San Diego teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/whissel-beer-group", "short": "2026 REAI Founding Honoree, #1 San Diego Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/whissel-beer-group", "newsletter": "Whissel Beer Group has been recognized as a 2026 REAI Founding Honoree, ranking #1 in the San Diego team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/whissel-beer-group" } } }, { "candidate_key": "los-angeles::individual::william-cerqueira", "name": "William Cerqueira", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "LPT realty", "consumer_authority_score": 39.0, "ai_visibility_score": 8.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Production proof captured", "category_rank": 45, "profile_url": "directory/william-cerqueira/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 57, "review_count_public": 19, "average_rating_public": null, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "washington-dc-northern-virginia::team::william-close-group", "name": "William Close Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 61.8, "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 14, "profile_url": "directory/william-close-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 14, "published_depth": 25, "published_rank_statement": "#14 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 92, "review_count_public": 486, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/william-close-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #14 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/william-close-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #14 for AI Visibility among published Washington DC / Northern Virginia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/william-close-group", "short": "2026 REAI Founding Honoree, #14 Washington DC / Northern Virginia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/william-close-group", "newsletter": "William Close Group has been recognized as a 2026 REAI Founding Honoree, ranking #14 in the Washington DC / Northern Virginia team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/william-close-group" } } }, { "candidate_key": "philadelphia::team::william-holder-realty-team", "name": "William Holder Realty Team", "market": "Philadelphia", "entity_type": "Team", "brokerage": "Real of Pennsylvania", "consumer_authority_score": 47.9, "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 21, "profile_url": "directory/william-holder-realty-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 21, "published_depth": 25, "published_rank_statement": "#21 of 25 published Philadelphia teams", "market_scale_count": 2780, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0037980/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 54, "review_count_public": 99, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Philadelphia Teams", "asset_url": "/assets/badges/2026/philadelphia/team/top-25.webp", "social_png_url": "/assets/badges/2026/philadelphia/team/top-25.png", "social_jpg_url": "/assets/badges/2026/philadelphia/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/philadelphia/team/top-25.png", "square_jpg": "/assets/badges/2026/philadelphia/team/top-25.jpg", "website_webp": "/assets/badges/2026/philadelphia/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/philadelphia/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/philadelphia/team/william-holder-realty-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #21 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Philadelphia teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/william-holder-realty-team", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #21 for AI Visibility among published Philadelphia teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/william-holder-realty-team", "short": "2026 REAI Founding Honoree, #21 Philadelphia Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/william-holder-realty-team", "newsletter": "William Holder Realty Team has been recognized as a 2026 REAI Founding Honoree, ranking #21 in the Philadelphia team AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/william-holder-realty-team" } } }, { "candidate_key": "las-vegas::individual::william-hooks", "name": "William Hooks", "market": "Las Vegas", "entity_type": "Individual", "brokerage": "huntington & ellis, A Real Estate Agency", "consumer_authority_score": 65.5, "ai_visibility_score": 25.5, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 24, "profile_url": "directory/william-hooks/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Las Vegas individuals", "market_scale_count": 940, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0029820/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 54, "review_count_public": 31, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Las Vegas Individuals", "asset_url": "/assets/badges/2026/las-vegas/individual/top-25.webp", "social_png_url": "/assets/badges/2026/las-vegas/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/las-vegas/individual/top-25.png", "square_jpg": "/assets/badges/2026/las-vegas/individual/top-25.jpg", "website_webp": "/assets/badges/2026/las-vegas/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/las-vegas/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/las-vegas/individual/william-hooks.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Las Vegas individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/william-hooks", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #24 for AI Visibility among published Las Vegas individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/william-hooks", "short": "2026 REAI Founding Honoree, #24 Las Vegas Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/william-hooks", "newsletter": "William Hooks has been recognized as a 2026 REAI Founding Honoree, ranking #24 in the Las Vegas individual agent AI Visibility category. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/william-hooks" } } }, { "candidate_key": "miami-south-florida::team::wolfe-team", "name": "Wolfe Team", "market": "Miami / South Florida", "entity_type": "Team", "brokerage": "The Real Brokerage", "consumer_authority_score": 61.5, "ai_visibility_score": 27.4, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 16, "profile_url": "directory/wolfe-team/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 16, "published_depth": 25, "published_rank_statement": "#16 of 25 published Miami / South Florida teams", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 62, "review_count_public": 154, "average_rating_public": 4.9, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Teams", "asset_url": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/team/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/team/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/team/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/team/wolfe-team.pdf", "copy": { "linkedin": "We are honored to be recognized as #16 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida teams. 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The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/wolfe-team", "internal_announcement": "Please join us in congratulating Wolfe Team, recognized as a 2026 REAI Founding Honoree and published at #16 in the Miami / South Florida team AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/wolfe-team", "press_blurb": "Wolfe Team was named a 2026 REAI Founding Honoree and ranked #16 in the Miami / South Florida team AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/wolfe-team" } } }, { "candidate_key": "washington-dc-northern-virginia::team::wydler-brothers", "name": "Wydler Brothers", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 61.7, "ai_visibility_score": 38.0, "ai_visibility_evidence": "32 checks / 1 mentions", "authority_band": "Established public proof", "category_rank": 9, "profile_url": "directory/wydler-brothers/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 9, "published_depth": 25, "published_rank_statement": "#9 of 25 published Washington DC / Northern Virginia teams", "market_scale_count": 3250, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 1, "mention_rate": 0.031, "captured_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_transactions_public": 148, "review_count_public": 33, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_ten", "label": "Top 10 in Washington DC / Northern Virginia Teams", "asset_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "social_png_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "social_jpg_url": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.png", "square_jpg": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.jpg", "website_webp": "/assets/badges/2026/washington-dc-northern-virginia/team/top-10.webp", "instagram_story_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/washington-dc-northern-virginia/team/top-10/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/washington-dc-northern-virginia/team/wydler-brothers.pdf", "copy": { "linkedin": "We are honored to be recognized as #9 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Washington DC / Northern Virginia teams. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/wydler-brothers" } } }, { "candidate_key": "houston::team::wynnwood-group", "name": "Wynnwood Group", "market": "Houston", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.8, "ai_visibility_score": 24.7, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 20, "profile_url": "directory/wynnwood-group/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 20, "published_depth": 25, "published_rank_statement": "#20 of 25 published Houston teams", "market_scale_count": 5320, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0026420/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 213, "review_count_public": 225, "average_rating_public": 4.95, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Houston Teams", "asset_url": "/assets/badges/2026/houston/team/top-25.webp", "social_png_url": "/assets/badges/2026/houston/team/top-25.png", "social_jpg_url": "/assets/badges/2026/houston/team/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/houston/team/top-25.png", "square_jpg": "/assets/badges/2026/houston/team/top-25.jpg", "website_webp": "/assets/badges/2026/houston/team/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/houston/team/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/houston/team/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/houston/team/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/houston/team/wynnwood-group.pdf", "copy": { "linkedin": "We are honored to be recognized as #20 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Houston teams. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/wynnwood-group", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #20 for AI Visibility among published Houston teams. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/wynnwood-group", "short": "2026 REAI Founding Honoree, #20 Houston Team AI Visibility Ranking. https://realestateagentaiindex.com/directory/wynnwood-group", "newsletter": "Wynnwood Group has been recognized as a 2026 REAI Founding Honoree, ranking #20 in the Houston team AI Visibility category. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/wynnwood-group" } } }, { "candidate_key": "los-angeles::individual::xio-sandoval", "name": "Xio Sandoval", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "C21 Realty Masters", "consumer_authority_score": 48.3, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 24, "profile_url": "directory/xio-sandoval/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 24, "published_depth": 25, "published_rank_statement": "#24 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 14, "review_count_public": 46, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/xio-sandoval.pdf", "copy": { "linkedin": "We are honored to be recognized as #24 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. 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We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/xio-sandoval" } } }, { "candidate_key": "miami-south-florida::individual::yaakov-waldman", "name": "Yaakov Waldman", "market": "Miami / South Florida", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 48.0, "ai_visibility_score": 26.3, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 17, "profile_url": "directory/yaakov-waldman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 17, "published_depth": 25, "published_rank_statement": "#17 of 25 published Miami / South Florida individuals", "market_scale_count": 9160, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0033100/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 9, "review_count_public": 57, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Miami / South Florida Individuals", "asset_url": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "social_png_url": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/miami-south-florida/individual/top-25.png", "square_jpg": "/assets/badges/2026/miami-south-florida/individual/top-25.jpg", "website_webp": "/assets/badges/2026/miami-south-florida/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/miami-south-florida/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/miami-south-florida/individual/yaakov-waldman.pdf", "copy": { "linkedin": "We are honored to be recognized as #17 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Miami / South Florida individual agents. 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The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/yvette-lopez" } } }, { "candidate_key": "los-angeles::individual::zach-krasman", "name": "Zach Krasman", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 47.2, "ai_visibility_score": 9.8, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Source-backed candidate", "category_rank": 42, "profile_url": "directory/zach-krasman/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": null, "published_depth": 25, "published_rank_statement": "Source-backed profile outside the published Top 25", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": 0.0, "entity_clarity_rate": 0.0, "sales_transactions_public": 69, "review_count_public": 39, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "indexed", "label": "Indexed Profile in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/indexed-profile.jpg", "license": "free_2026_founding_year" } }, { "candidate_key": "los-angeles::individual::zeev-perez", "name": "Zeev Perez", "market": "Los Angeles", "entity_type": "Individual", "brokerage": "Equity Union Real Estate", "consumer_authority_score": 63.5, "ai_visibility_score": 26.0, "ai_visibility_evidence": "32 checks / 0 mentions", "authority_band": "Established public proof", "category_rank": 23, "profile_url": "directory/zeev-perez/index.html", "public_display_tier": "directory", "recognition_context": { "published_rank": 23, "published_depth": 25, "published_rank_statement": "#23 of 25 published Los Angeles individuals", "market_scale_count": 7340, "market_scale_metric": "BLS wage-and-salary real estate sales-agent jobs", "market_scale_reference_period": "May 2025", "market_scale_source_url": "https://data.bls.gov/oes/#/area/0031080/2025", "measurement_boundary": "Market-scale context only; not a license count, ranking denominator, percentile, or claim that every professional was evaluated." }, "visibility_snapshot": { "answer_checks": 32, "answer_mentions": 0, "mention_rate": 0.0, "captured_citation_rate": null, "entity_clarity_rate": null, "sales_transactions_public": 25, "review_count_public": 46, "average_rating_public": 5.0, "measurement_boundary": "Time-bounded captured answer panel; not continuous live monitoring." }, "badge": { "tier": "top_twenty_five", "label": "Top 25 in Los Angeles Individuals", "asset_url": "/assets/badges/2026/los-angeles/individual/top-25.webp", "social_png_url": "/assets/badges/2026/los-angeles/individual/top-25.png", "social_jpg_url": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "license": "free_2026_founding_year" }, "recognition_kit": { "status": "complete", "founding_honoree": true, "square_png": "/assets/badges/2026/los-angeles/individual/top-25.png", "square_jpg": "/assets/badges/2026/los-angeles/individual/top-25.jpg", "website_webp": "/assets/badges/2026/los-angeles/individual/top-25.webp", "instagram_story_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/instagram-story.png", "linkedin_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/linkedin.png", "email_signature_png": "/assets/recognition-kits/2026/los-angeles/individual/top-25/email-signature.png", "print_certificate_pdf": "/assets/recognition-kits/2026/certificates/los-angeles/individual/zeev-perez.pdf", "copy": { "linkedin": "We are honored to be recognized as #23 in the 2026 Real Estate Agent AI Index AI Visibility Ranking for Los Angeles individual agents. The independent ranking measures how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence. View the published profile and methodology: https://realestateagentaiindex.com/directory/zeev-perez", "instagram_facebook": "Proud to be a 2026 REAI Founding Honoree, ranked #23 for AI Visibility among published Los Angeles individual agents. See the independent ranking and methodology at https://realestateagentaiindex.com/directory/zeev-perez", "short": "2026 REAI Founding Honoree, #23 Los Angeles Individual AI Visibility Ranking. https://realestateagentaiindex.com/directory/zeev-perez", "newsletter": "Zeev Perez has been recognized as a 2026 REAI Founding Honoree, ranking #23 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index is an independent, evidence-based publication measuring how consistently web-grounded AI systems identify and support proven real estate professionals with public evidence; view the profile at https://realestateagentaiindex.com/directory/zeev-perez", "internal_announcement": "Please join us in congratulating Zeev Perez, recognized as a 2026 REAI Founding Honoree and published at #23 in the Los Angeles individual agent AI Visibility category. This independent recognition reflects a public, evidence-based ranking and is not a paid placement. Profile: https://realestateagentaiindex.com/directory/zeev-perez", "press_blurb": "Zeev Perez was named a 2026 REAI Founding Honoree and ranked #23 in the Los Angeles individual agent AI Visibility category. The Real Estate Agent AI Index evaluates whether public evidence about proven agents and teams can be found, supported, and explained by web-grounded AI systems.", "personal_congratulations": "Congratulations on publishing your 2026 REAI recognition. We verified the live placement and prepared a short amplification package so your audience can reach the exact source profile: https://realestateagentaiindex.com/directory/zeev-perez" } } } ], "complete_kit_count": 1000, "complete_kit_formats": [ "square_png", "square_jpg", "website_webp", "instagram_story_png", "linkedin_png", "email_signature_png", "print_certificate_pdf" ] }