{ "market": "Washington DC / Northern Virginia", "slug": "washington-dc-northern-virginia", "region": "District of Columbia, Virginia, and Maryland", "scope_note": "Washington, DC, Northern Virginia, and the close-in Maryland suburbs, with separate individual-agent and team comparisons grounded in public production, review, and AI-visibility evidence.", "updated": "June 23, 2026", "market_authority_rankings": [ { "market": "Washington DC / Northern Virginia", "rank": 1, "category_rank": 1, "name": "The ONE Street Company", "entity_type": "Team", "brokerage": "Samson Properties", "score": 92.9, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Market dominant", "ai_visibility_score": 42.2, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/the-one-street-company/index.html", "official_url": "https://www.onestreet.one/about/", "production_source_url": "https://www.realtrends.com/team-profile/the-one-street-company-d-c-samson-properties/", "review_source_url": "https://www.zillow.com/profile/SamerKuraishiGroup" }, { "market": "Washington DC / Northern Virginia", "rank": 2, "category_rank": 1, "name": "Nikki Lagouros", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "score": 91.7, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Market dominant", "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 2 mentions", "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/nikki-lagouros/index.html", "official_url": "https://bestrestonagent.com/", "production_source_url": "https://www.realtrends.com/agent-profile/nikki-lagouros-virginia/", "review_source_url": "https://www.fastexpert.com/agents/nikki-lagouros-32756/" }, { "market": "Washington DC / Northern Virginia", "rank": 3, "category_rank": 2, "name": "Fox Homes Team", "entity_type": "Team", "brokerage": "Samson Properties", "score": 91.4, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Market dominant", "ai_visibility_score": 30.0, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/fox-homes-team/index.html", "official_url": "https://www.foxessellfaster.com/", "production_source_url": "https://www.realtrends.com/team-profile/fox-homes-team-virginia-samson-properties/", "review_source_url": "https://reviews.birdeye.com/devon-and-dustin-fox-fox-homes-team-165221853851691" }, { "market": "Washington DC / Northern Virginia", "rank": 4, "category_rank": 3, "name": "Team Nurit & Alex", "entity_type": "Team", "brokerage": "The Agency DC", "score": 88.7, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/team-nurit-alex/index.html", "official_url": "https://teamnurit.com/", "production_source_url": "https://www.realtrends.com/team-profile/team-nurit-alex-maryland-the-agency-dc/", "review_source_url": "https://www.zillow.com/profile/Team%20Nurit" }, { "market": "Washington DC / Northern Virginia", "rank": 5, "category_rank": 2, "name": "Rob Wittman", "entity_type": "Individual", "brokerage": "Redfin", "score": 88.3, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 24.9, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 55450000.0, "sales_transactions_public": 88, "review_count_public": 308, "average_rating_public": 4.8, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/rob-wittman/index.html", "official_url": "https://www.redfin.com/real-estate-agents/rob-wittman", "production_source_url": "https://www.realtrends.com/agent-profile/rob-wittman-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/rob-wittman" }, { "market": "Washington DC / Northern Virginia", "rank": 6, "category_rank": 4, "name": "Mollaan Babbington Group", "entity_type": "Team", "brokerage": "Compass", "score": 86.8, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "ai_visibility_evidence": "32 checks / 3 mentions", "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/mollaan-babbington-group/index.html", "official_url": "https://www.compass.com/agents/mollaan-babbington-group/", "production_source_url": "https://www.realtrends.com/team-profile/mollaan-babbington-group-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/MollaanGroup" }, { "market": "Washington DC / Northern Virginia", "rank": 7, "category_rank": 5, "name": "Debbie Dogrul Associates", "entity_type": "Team", "brokerage": "eXp Realty", "score": 86.8, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/debbie-dogrul-associates/index.html", "official_url": "https://teamdda.com/", "production_source_url": "https://www.realtrends.com/team-profile/debbie-dogrul-associates-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/debbie-dogrul-associates-llc-with-exp-realty-156931100518367" }, { "market": "Washington DC / Northern Virginia", "rank": 8, "category_rank": 6, "name": "Jennifer Young Team", "entity_type": "Team", "brokerage": "Keller Williams", "score": 83.0, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/jennifer-young-team/index.html", "official_url": "https://www.searchfornorthernvirginiahomes.com/", "production_source_url": "https://www.realtrends.com/team-profile/jennifer-young-team-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/jennifer-young-homes-keller-williams-realty-156931126593783" }, { "market": "Washington DC / Northern Virginia", "rank": 9, "category_rank": 3, "name": "Mehrnaz Mary Bazargan", "entity_type": "Individual", "brokerage": "Redfin", "score": 83.0, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 31060000.0, "sales_transactions_public": 45, "review_count_public": 385, "average_rating_public": 4.8, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/mehrnaz-mary-bazargan/index.html", "official_url": "https://www.redfin.com/real-estate-agents/mary-bazargan", "production_source_url": "https://www.realtrends.com/agent-profile/mehrnaz-mary-bazargan-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/mary-bazargan" }, { "market": "Washington DC / Northern Virginia", "rank": 10, "category_rank": 7, "name": "ONE Residential", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "score": 82.9, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/one-residential/index.html", "official_url": "https://oneresre.com/team", "production_source_url": "https://www.realtrends.com/team-profile/one-residential-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/one-residential-175813743459784" }, { "market": "Washington DC / Northern Virginia", "rank": 11, "category_rank": 4, "name": "Daryl Judy", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "score": 81.6, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 42.4, "ai_visibility_evidence": "32 checks / 4 mentions", "sales_volume_public": 77190000.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/daryl-judy/index.html", "official_url": "https://www.daryljudyrealestate.com/", "production_source_url": "https://www.realtrends.com/agent-profile/daryl-judy-d-c/", "review_source_url": "https://www.fastexpert.com/agents/daryl-judy-120085/" }, { "market": "Washington DC / Northern Virginia", "rank": 12, "category_rank": 5, "name": "Laura Schwartz", "entity_type": "Individual", "brokerage": "Real Broker LLC", "score": 81.6, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 39.6, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 65220000.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/laura-schwartz/index.html", "official_url": "https://guidingyourmove.com/", "production_source_url": "https://www.realtrends.com/agent-profile/laura-schwartz-virginia/", "review_source_url": "https://www.fastexpert.com/agents/laura-schwartz-122528/" }, { "market": "Washington DC / Northern Virginia", "rank": 13, "category_rank": 8, "name": "CAZA Group", "entity_type": "Team", "brokerage": "eXp Realty", "score": 81.4, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/caza-group/index.html", "official_url": "https://www.thecazagroup.com/", "production_source_url": "https://www.realtrends.com/team-profile/caza-group-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/the-caza-group-163544457518182" }, { "market": "Washington DC / Northern Virginia", "rank": 14, "category_rank": 6, "name": "Anthony Lam", "entity_type": "Individual", "brokerage": "Redfin", "score": 80.4, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 34730000.0, "sales_transactions_public": 33, "review_count_public": 488, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/anthony-lam/index.html", "official_url": "https://www.redfin.com/real-estate-agents/anthony-lam", "production_source_url": "https://www.realtrends.com/agent-profile/anthony-lam-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/anthony-lam" }, { "market": "Washington DC / Northern Virginia", "rank": 15, "category_rank": 9, "name": "Keri Shull Team", "entity_type": "Team", "brokerage": "eXp Realty", "score": 80.2, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/keri-shull-team/index.html", "official_url": "https://kerishull.com/", "production_source_url": "https://www.realtrends.com/team-profile/keri-shull-team-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/keri-shull-team-156956477039813" }, { "market": "Washington DC / Northern Virginia", "rank": 16, "category_rank": 7, "name": "Patricia Ammann", "entity_type": "Individual", "brokerage": "Redfin", "score": 76.1, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Strong public proof", "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 31050000.0, "sales_transactions_public": 35, "review_count_public": 479, "average_rating_public": 4.8, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/patricia-ammann/index.html", "official_url": "https://www.redfin.com/real-estate-agents/patricia-ammann", "production_source_url": "https://www.realtrends.com/agent-profile/patricia-ammann-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/patricia-ammann" }, { "market": "Washington DC / Northern Virginia", "rank": 17, "category_rank": 10, "name": "Reynolds EmpowerHome Team", "entity_type": "Team", "brokerage": "EmpowerHome Team / Keller Williams", "score": 75.4, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Strong public proof", "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 529790000.0, "sales_transactions_public": 936, "review_count_public": 100, "average_rating_public": 4.87, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/reynolds-empowerhome-team/index.html", "official_url": "https://reynoldsempowerhometeam.com/", "production_source_url": "https://www.realtrends.com/team-profile/reynolds-empowerhome-team-virginia-empowerhome-team/", "review_source_url": "https://www.experience.com/reviews/reynolds-15117545" }, { "market": "Washington DC / Northern Virginia", "rank": 18, "category_rank": 8, "name": "Kimberly Cestari", "entity_type": "Individual", "brokerage": "Long & Foster", "score": 73.7, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Strong public proof", "ai_visibility_score": 40.6, "ai_visibility_evidence": "32 checks / 3 mentions", "sales_volume_public": 66450000.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/kimberly-cestari/index.html", "official_url": "https://www.cestarirealestate.com/", "production_source_url": "https://www.realtrends.com/agent-profile/kimberly-cestari-d-c/", "review_source_url": "https://reviews.birdeye.com/kimberly-cestari-long-foster-real-estate-inc-169776286885116" }, { "market": "Washington DC / Northern Virginia", "rank": 19, "category_rank": 11, "name": "Jenn Smira and Co", "entity_type": "Team", "brokerage": "Compass", "score": 73.4, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/jenn-smira-and-co/index.html", "official_url": "https://jennsmira.com/meet-the-team/", "production_source_url": "https://www.realtrends.com/team-profile/jenn-smira-and-co-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/Jennifer%20Smira" }, { "market": "Washington DC / Northern Virginia", "rank": 20, "category_rank": 9, "name": "Allison Taylor", "entity_type": "Individual", "brokerage": "Redfin", "score": 71.7, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Strong public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 46740000.0, "sales_transactions_public": 56, "review_count_public": 100, "average_rating_public": 4.8, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/allison-taylor/index.html", "official_url": "https://www.redfin.com/real-estate-agents/allison-taylor", "production_source_url": "https://www.realtrends.com/agent-profile/allison-taylor-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/allison-taylor" }, { "market": "Washington DC / Northern Virginia", "rank": 21, "category_rank": 12, "name": "MDT Real Estate", "entity_type": "Team", "brokerage": "Compass", "score": 68.2, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/mdt-real-estate/index.html", "official_url": "https://mdtrealestate.com/", "production_source_url": "https://www.realtrends.com/team-profile/mdt-real-estate-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/MDTRealEstate" }, { "market": "Washington DC / Northern Virginia", "rank": 22, "category_rank": 10, "name": "Alyssa Rajabi", "entity_type": "Individual", "brokerage": "Redfin", "score": 67.5, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 23.7, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 39350000.0, "sales_transactions_public": 37, "review_count_public": 109, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/alyssa-rajabi/index.html", "official_url": "https://www.redfin.com/real-estate-agents/alyssa-rajabi", "production_source_url": "https://www.realtrends.com/agent-profile/alyssa-rajabi-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/alyssa-rajabi" }, { "market": "Washington DC / Northern Virginia", "rank": 23, "category_rank": 11, "name": "Elena Gorbounova", "entity_type": "Individual", "brokerage": "RE/MAX Allegiance", "score": 66.1, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 11170000.0, "sales_transactions_public": 29, "review_count_public": 126, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/elena-gorbounova/index.html", "official_url": "https://www.yourskylineconnection.com/", "production_source_url": "https://www.realtrends.com/agent-profile/elena-gorbounova-virginia/", "review_source_url": "https://reviews.birdeye.com/elena-gorbounova-re-max-allegiance-164950596601921" }, { "market": "Washington DC / Northern Virginia", "rank": 24, "category_rank": 12, "name": "Joseph Dao", "entity_type": "Individual", "brokerage": "Redfin", "score": 65.8, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 23.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 23270000.0, "sales_transactions_public": 36, "review_count_public": 135, "average_rating_public": 4.8, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/joseph-dao/index.html", "official_url": "https://www.redfin.com/real-estate-agents/joseph-dao", "production_source_url": "https://www.realtrends.com/agent-profile/joseph-dao-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/joseph-dao" }, { "market": "Washington DC / Northern Virginia", "rank": 25, "category_rank": 13, "name": "Andrea Courduvelis", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "score": 65.6, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 13330000.0, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/andrea-courduvelis/index.html", "official_url": "https://www.sothebysrealty.com/ttrsir/eng/associate/766-a-3012-4031141/andrea-courduvelis", "production_source_url": "https://www.realtrends.com/agent-profile/andrea-courduvelis-virginia/", "review_source_url": "https://reviews.birdeye.com/andrea-courduvelis-ttr-sothebys-international-realty-169759503513237" }, { "market": "Washington DC / Northern Virginia", "rank": 26, "category_rank": 14, "name": "Cheryl Wood", "entity_type": "Individual", "brokerage": "Redfin", "score": 64.0, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 28680000.0, "sales_transactions_public": 37, "review_count_public": 91, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/cheryl-wood/index.html", "official_url": "https://www.redfin.com/real-estate-agents/cheryl-wood", "production_source_url": "https://www.realtrends.com/agent-profile/cheryl-wood-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/cheryl-wood" }, { "market": "Washington DC / Northern Virginia", "rank": 27, "category_rank": 13, "name": "The Patterson Group", "entity_type": "Team", "brokerage": "TTR Sotheby's International Realty", "score": 63.9, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 228770000.0, "sales_transactions_public": 163, "review_count_public": 75, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/the-patterson-group/index.html", "official_url": "https://pattersonrealestate.com/", "production_source_url": "https://www.realtrends.com/team-profile/the-patterson-group-virginia-ttr-sotheby-s-international-realty/", "review_source_url": "https://reviews.birdeye.com/the-patterson-group-ttr-sothebys-international-realty-156931098684802" }, { "market": "Washington DC / Northern Virginia", "rank": 28, "category_rank": 15, "name": "Albert Bitici", "entity_type": "Individual", "brokerage": "Keller Williams", "score": 62.3, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 35630000.0, "sales_transactions_public": 27, "review_count_public": 35, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/albert-bitici/index.html", "official_url": "https://www.atproperties.com/agents/37700/albert-bitici", "production_source_url": "https://www.realtrends.com/agent-profile/albert-bitici-virginia/", "review_source_url": "https://www.zillow.com/profile/abitici" }, { "market": "Washington DC / Northern Virginia", "rank": 29, "category_rank": 14, "name": "William Close Group", "entity_type": "Team", "brokerage": "Keller Williams", "score": 61.8, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 45180000.0, "sales_transactions_public": 92, "review_count_public": 486, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/william-close-group/index.html", "official_url": "https://wcgrealtors.com/", "production_source_url": "https://www.realtrends.com/team-profile/william-close-group-tysons-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/william-close-group-171575889610729" }, { "market": "Washington DC / Northern Virginia", "rank": 30, "category_rank": 15, "name": "Wydler Brothers", "entity_type": "Team", "brokerage": "Compass", "score": 61.7, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 38.0, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 260310000.0, "sales_transactions_public": 148, "review_count_public": 33, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/wydler-brothers/index.html", "official_url": "https://wydlerbrothers.com/", "production_source_url": "https://www.realtrends.com/ranking/best-real-estate-agents-maryland/large-teams-sides/?page=-13", "review_source_url": "https://reviews.birdeye.com/wydler-brothers-of-compass-hans-wydler-165040350882803" }, { "market": "Washington DC / Northern Virginia", "rank": 31, "category_rank": 16, "name": "Dina Gorrell", "entity_type": "Individual", "brokerage": "Redfin", "score": 61.6, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 24.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 12200000.0, "sales_transactions_public": 23, "review_count_public": 300, "average_rating_public": 4.8, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/dina-gorrell/index.html", "official_url": "https://www.redfin.com/real-estate-agents/dina-gorrell", "production_source_url": "https://www.realtrends.com/agent-profile/dina-gorrell-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/dina-gorrell" }, { "market": "Washington DC / Northern Virginia", "rank": 32, "category_rank": 16, "name": "Erich Cabe Team", "entity_type": "Team", "brokerage": "Compass", "score": 60.7, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Established public proof", "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 121810000.0, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/erich-cabe-team/index.html", "official_url": "https://erichcabeteam.com/", "production_source_url": "https://www.realtrends.com/team-profile/erich-cabe-team-maryland-compass/", "review_source_url": "https://www.zillow.com/profile/erichcabe" }, { "market": "Washington DC / Northern Virginia", "rank": 33, "category_rank": 17, "name": "The Chrissy & Lisa Team", "entity_type": "Team", "brokerage": "RLAH @properties", "score": 59.5, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 28.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 109000000.0, "sales_transactions_public": 108, "review_count_public": 294, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/the-chrissy-lisa-team/index.html", "official_url": "https://www.chrissyandlisa.com/", "production_source_url": "https://www.realtrends.com/team-profile/the-chrissy-lisa-team-virginia-rlah-properties/", "review_source_url": "https://www.zillow.com/profile/ChrissyAndLisa" }, { "market": "Washington DC / Northern Virginia", "rank": 34, "category_rank": 17, "name": "Kathy Whalen", "entity_type": "Individual", "brokerage": "Compass", "score": 59.1, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10690000.0, "sales_transactions_public": 20, "review_count_public": 129, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/kathy-whalen/index.html", "official_url": "https://www.compass.com/agents/kathy-whalen/", "production_source_url": "https://www.realtrends.com/agent-profile/kathy-whalen-maryland/", "review_source_url": "https://reviews.birdeye.com/kathy-whalen-realtor-at-compass-169828719109637" }, { "market": "Washington DC / Northern Virginia", "rank": 35, "category_rank": 18, "name": "HBC Group (Huckaby Briscoe Conroy Group)", "entity_type": "Team", "brokerage": "SERHANT.", "score": 58.9, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 151760000.0, "sales_transactions_public": 118, "review_count_public": 116, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/hbc-group-huckaby-briscoe-conroy-group/index.html", "official_url": "https://serhant.com/teams/hbc-group", "production_source_url": "https://www.realtrends.com/team-profile/hbc-group-at-serhant-virginia-serhant/", "review_source_url": "https://www.zillow.com/profile/HBC-Group-at-SERHANT" }, { "market": "Washington DC / Northern Virginia", "rank": 36, "category_rank": 19, "name": "The Goodhart Group", "entity_type": "Team", "brokerage": "Compass", "score": 58.1, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 156120000.0, "sales_transactions_public": 131, "review_count_public": 117, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/the-goodhart-group/index.html", "official_url": "https://www.thegoodhartgroup.com/", "production_source_url": "https://www.realtrends.com/team-profile/the-goodhart-group-virginia-compass/", "review_source_url": "https://reviews.birdeye.com/the-goodhart-group-697320896" }, { "market": "Washington DC / Northern Virginia", "rank": 37, "category_rank": 20, "name": "FASS Results Group", "entity_type": "Team", "brokerage": "eXp Realty", "score": 57.2, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 40.7, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 76380000.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/fass-results-group/index.html", "official_url": "https://www.fassresults.com/", "production_source_url": "https://www.realtrends.com/team-profile/fass-results-group-virginia-exp-realty/", "review_source_url": "https://www.zillow.com/profile/FASSResults" }, { "market": "Washington DC / Northern Virginia", "rank": 38, "category_rank": 18, "name": "Victor Criales", "entity_type": "Individual", "brokerage": "eXp Realty", "score": 57.0, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10960000.0, "sales_transactions_public": 20, "review_count_public": 120, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/victor-criales/index.html", "official_url": "https://victorcriales.exprealty.com/", "production_source_url": "https://www.realtrends.com/agent-profile/victor-criales-virginia/", "review_source_url": "https://reviews.birdeye.com/victor-criales-exp-realty-169759503622568" }, { "market": "Washington DC / Northern Virginia", "rank": 39, "category_rank": 19, "name": "Tiernan Dickens", "entity_type": "Individual", "brokerage": "Redfin", "score": 54.7, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 23.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 24370000.0, "sales_transactions_public": 26, "review_count_public": 86, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/tiernan-dickens/index.html", "official_url": "https://www.redfin.com/real-estate-agents/tiernan-dickens", "production_source_url": "https://www.realtrends.com/agent-profile/tiernan-dickens-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/tiernan-dickens" }, { "market": "Washington DC / Northern Virginia", "rank": 40, "category_rank": 20, "name": "Anna Ghen", "entity_type": "Individual", "brokerage": "Keller Williams Metro Center", "score": 53.8, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 11280000.0, "sales_transactions_public": 19, "review_count_public": 101, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/anna-ghen/index.html", "official_url": "https://annaghen.kw.com/", "production_source_url": "https://www.realtrends.com/agent-profile/anna-ghen-virginia/", "review_source_url": "https://reviews.birdeye.com/anna-ghen-realtor-169773960213015" }, { "market": "Washington DC / Northern Virginia", "rank": 41, "category_rank": 21, "name": "Brian Wilson", "entity_type": "Individual", "brokerage": "Redfin", "score": 52.0, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 23.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 22050000.0, "sales_transactions_public": 31, "review_count_public": 99, "average_rating_public": 4.7, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/brian-wilson/index.html", "official_url": "https://www.redfin.com/real-estate-agents/b-wilson", "production_source_url": "https://www.realtrends.com/agent-profile/brian-wilson-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/b-wilson" }, { "market": "Washington DC / Northern Virginia", "rank": 42, "category_rank": 22, "name": "Chris Junior", "entity_type": "Individual", "brokerage": "Redfin", "score": 51.0, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 22.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 22290000.0, "sales_transactions_public": 33, "review_count_public": 38, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/chris-junior/index.html", "official_url": "https://www.redfin.com/real-estate-agents/chris-junior", "production_source_url": "https://www.realtrends.com/agent-profile/chris-junior-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/chris-junior" }, { "market": "Washington DC / Northern Virginia", "rank": 43, "category_rank": 23, "name": "Corine Farhat", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "score": 50.2, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 16100000.0, "sales_transactions_public": 17, "review_count_public": 64, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/corine-farhat/index.html", "official_url": "https://www.sothebysrealty.com/ttrsir/eng/associate/766-a-df2404231548107641/corine-farhat", "production_source_url": "https://www.realtrends.com/agent-profile/corine-farhat-virginia/", "review_source_url": "https://reviews.birdeye.com/corine-farhat-ttr-sotheby-s-international-realty-169764461670008" }, { "market": "Washington DC / Northern Virginia", "rank": 44, "category_rank": 21, "name": "Kay Houghton & Associates", "entity_type": "Team", "brokerage": "eXp Realty", "score": 49.4, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 58860000.0, "sales_transactions_public": 86, "review_count_public": 176, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/kay-houghton-associates/index.html", "official_url": "https://khassociates.com/", "production_source_url": "https://www.realtrends.com/team-profile/kay-houghton-associates-virginia-exp-realty/", "review_source_url": "https://www.zillow.com/profile/KayHoughton" }, { "market": "Washington DC / Northern Virginia", "rank": 45, "category_rank": 24, "name": "Mara Gemond", "entity_type": "Individual", "brokerage": "Redfin", "score": 47.1, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Source-backed candidate", "ai_visibility_score": 24.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 9340000.0, "sales_transactions_public": 12, "review_count_public": 214, "average_rating_public": 4.6, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/mara-gemond/index.html", "official_url": "https://www.redfin.com/real-estate-agents/mara-gemond", "production_source_url": "https://www.realtrends.com/agent-profile/mara-gemond-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/mara-gemond" }, { "market": "Washington DC / Northern Virginia", "rank": 46, "category_rank": 22, "name": "1245 Team", "entity_type": "Team", "brokerage": "Keller Williams", "score": 44.7, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 58900000.0, "sales_transactions_public": 100, "review_count_public": 77, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/1245-team/index.html", "official_url": "https://www.1245team.com/", "production_source_url": "https://www.realtrends.com/team-profile/1245-team-virginia-keller-williams/", "review_source_url": "https://www.zillow.com/profile/1245team" }, { "market": "Washington DC / Northern Virginia", "rank": 47, "category_rank": 23, "name": "Andors Team", "entity_type": "Team", "brokerage": "Keller Williams", "score": 43.9, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Production proof captured", "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 48650000.0, "sales_transactions_public": 52, "review_count_public": 107, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/andors-team/index.html", "official_url": "https://www.andorsrealestategroup.com/", "production_source_url": "https://www.realtrends.com/team-profile/andors-team-virginia-keller-williams/", "review_source_url": "https://www.zillow.com/profile/andorsrealestate" }, { "market": "Washington DC / Northern Virginia", "rank": 48, "category_rank": 24, "name": "The Casey O'Neal Team", "entity_type": "Team", "brokerage": "Compass", "score": 42.8, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Production proof captured", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 29710000.0, "sales_transactions_public": 33, "review_count_public": 187, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/the-casey-oneal-team/index.html", "official_url": "https://www.caseyoneal.com/", "production_source_url": "https://www.realtrends.com/team-profile/the-casey-o-neal-team-virginia-compass/", "review_source_url": "https://www.zillow.com/profile/CaseyOneal" }, { "market": "Washington DC / Northern Virginia", "rank": 49, "category_rank": 25, "name": "Arrow Group", "entity_type": "Team", "brokerage": "Compass", "score": 42.8, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 60250000.0, "sales_transactions_public": 68, "review_count_public": 73, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/arrow-group/index.html", "official_url": "https://www.arrowgroupdc.com/home", "production_source_url": "https://www.realtrends.com/team-profile/arrow-group-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/arrowgroup5" }, { "market": "Washington DC / Northern Virginia", "rank": 50, "category_rank": 26, "name": "The Pearl Team", "entity_type": "Team", "brokerage": "RE/MAX Allegiance", "score": 40.4, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Production proof captured", "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 47400000.0, "sales_transactions_public": 55, "review_count_public": 83, "average_rating_public": 5.0, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/the-pearl-team/index.html", "official_url": "https://thepearlteam.com/", "production_source_url": "https://www.realtrends.com/team-profile/the-pearl-team-virginia-remax-allegiance/", "review_source_url": "https://www.zillow.com/profile/The%20Pearl%20Team" }, { "market": "Washington DC / Northern Virginia", "rank": 51, "category_rank": 25, "name": "Arlene Fernandez", "entity_type": "Individual", "brokerage": "Redfin", "score": 36.9, "score_basis": "proprietary_consumer_authority_score", "authority_band": "Production proof captured", "ai_visibility_score": 22.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10540000.0, "sales_transactions_public": 20, "review_count_public": 36, "average_rating_public": 4.9, "publication_status": "source_backed_public", "display_status": "Source-backed directory", "profile_url": "directory/arlene-fernandez/index.html", "official_url": "https://www.redfin.com/real-estate-agents/arlene-fernandez", "production_source_url": "https://www.realtrends.com/agent-profile/arlene-fernandez-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/arlene-fernandez" } ], "featured_rankings": [], "source_backed_directory": [ { "market": "Washington DC / Northern Virginia", "name": "The ONE Street Company", "directory_slug": "the-one-street-company", "entity_type": "Team", "brokerage": "Samson Properties", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 92.9, "market_authority_score": 92.9, "consumer_authority_score": 92.9, "authority_band": "Market dominant", "ai_visibility_score": 42.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.onestreet.one/about/", "profile_url": "", "directory_profile_url": "directory/the-one-street-company/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-one-street-company-d-c-samson-properties/", "review_source_url": "https://www.zillow.com/profile/SamerKuraishiGroup", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "226640000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/SamerKuraishiGroup", "review_count": 1922, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Nikki Lagouros", "directory_slug": "nikki-lagouros", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 91.7, "market_authority_score": 91.7, "consumer_authority_score": 91.7, "authority_band": "Market dominant", "ai_visibility_score": 41.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 2, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://bestrestonagent.com/", "profile_url": "", "directory_profile_url": "directory/nikki-lagouros/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/nikki-lagouros-virginia/", "review_source_url": "https://www.fastexpert.com/agents/nikki-lagouros-32756/", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "117", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "FastExpert", "url": "https://www.fastexpert.com/agents/nikki-lagouros-32756/", "review_count": 173, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Fox Homes Team", "directory_slug": "fox-homes-team", "entity_type": "Team", "brokerage": "Samson Properties", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 91.4, "market_authority_score": 91.4, "consumer_authority_score": 91.4, "authority_band": "Market dominant", "ai_visibility_score": 30.0, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.foxessellfaster.com/", "profile_url": "", "directory_profile_url": "directory/fox-homes-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/fox-homes-team-virginia-samson-properties/", "review_source_url": "https://reviews.birdeye.com/devon-and-dustin-fox-fox-homes-team-165221853851691", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "405", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/devon-and-dustin-fox-fox-homes-team-165221853851691", "review_count": 2401, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Team Nurit & Alex", "directory_slug": "team-nurit-alex", "entity_type": "Team", "brokerage": "The Agency DC", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 88.7, "market_authority_score": 88.7, "consumer_authority_score": 88.7, "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://teamnurit.com/", "profile_url": "", "directory_profile_url": "directory/team-nurit-alex/index.html", "production_source_url": "https://www.realtrends.com/team-profile/team-nurit-alex-maryland-the-agency-dc/", "review_source_url": "https://www.zillow.com/profile/Team%20Nurit", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "332090000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/Team%20Nurit", "review_count": 540, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Rob Wittman", "directory_slug": "rob-wittman", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 88.3, "market_authority_score": 88.3, "consumer_authority_score": 88.3, "authority_band": "Elite public proof", "ai_visibility_score": 24.9, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 55450000.0, "sales_transactions_public": 88, "review_count_public": 308, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/rob-wittman", "profile_url": "", "directory_profile_url": "directory/rob-wittman/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/rob-wittman-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/rob-wittman", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "55450000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/rob-wittman", "review_count": 308, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Debbie Dogrul Associates", "directory_slug": "debbie-dogrul-associates", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 86.8, "market_authority_score": 86.8, "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://teamdda.com/", "profile_url": "", "directory_profile_url": "directory/debbie-dogrul-associates/index.html", "production_source_url": "https://www.realtrends.com/team-profile/debbie-dogrul-associates-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/debbie-dogrul-associates-llc-with-exp-realty-156931100518367", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "392580000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/debbie-dogrul-associates-llc-with-exp-realty-156931100518367", "review_count": 502, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Mollaan Babbington Group", "directory_slug": "mollaan-babbington-group", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 86.8, "market_authority_score": 86.8, "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 3, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.compass.com/agents/mollaan-babbington-group/", "profile_url": "", "directory_profile_url": "directory/mollaan-babbington-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/mollaan-babbington-group-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/MollaanGroup", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "224900000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/MollaanGroup", "review_count": 1086, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Mehrnaz Mary Bazargan", "directory_slug": "mehrnaz-mary-bazargan", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 83.0, "market_authority_score": 83.0, "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 25.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 31060000.0, "sales_transactions_public": 45, "review_count_public": 385, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/mary-bazargan", "profile_url": "", "directory_profile_url": "directory/mehrnaz-mary-bazargan/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/mehrnaz-mary-bazargan-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/mary-bazargan", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "31060000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/mary-bazargan", "review_count": 385, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Jennifer Young Team", "directory_slug": "jennifer-young-team", "entity_type": "Team", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 83.0, "market_authority_score": 83.0, "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "source_count": 0, "official_url": "https://www.searchfornorthernvirginiahomes.com/", "profile_url": "", "directory_profile_url": "directory/jennifer-young-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/jennifer-young-team-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/jennifer-young-homes-keller-williams-realty-156931126593783", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "249", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/jennifer-young-homes-keller-williams-realty-156931126593783", "review_count": 1205, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "ONE Residential", "directory_slug": "one-residential", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 82.9, "market_authority_score": 82.9, "consumer_authority_score": 82.9, "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://oneresre.com/team", "profile_url": "", "directory_profile_url": "directory/one-residential/index.html", "production_source_url": "https://www.realtrends.com/team-profile/one-residential-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/one-residential-175813743459784", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "504.5", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/one-residential-175813743459784", "review_count": 372, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Daryl Judy", "directory_slug": "daryl-judy", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 81.6, "market_authority_score": 81.6, "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 42.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 4, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 77190000.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.daryljudyrealestate.com/", "profile_url": "", "directory_profile_url": "directory/daryl-judy/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/daryl-judy-d-c/", "review_source_url": "https://www.fastexpert.com/agents/daryl-judy-120085/", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "40", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "FastExpert", "url": "https://www.fastexpert.com/agents/daryl-judy-120085/", "review_count": 100, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Laura Schwartz", "directory_slug": "laura-schwartz", "entity_type": "Individual", "brokerage": "Real Broker LLC", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 81.6, "market_authority_score": 81.6, "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 39.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 65220000.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://guidingyourmove.com/", "profile_url": "", "directory_profile_url": "directory/laura-schwartz/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/laura-schwartz-virginia/", "review_source_url": "https://www.fastexpert.com/agents/laura-schwartz-122528/", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "54", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "FastExpert", "url": "https://www.fastexpert.com/agents/laura-schwartz-122528/", "review_count": 118, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "CAZA Group", "directory_slug": "caza-group", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 81.4, "market_authority_score": 81.4, "consumer_authority_score": 81.4, "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.thecazagroup.com/", "profile_url": "", "directory_profile_url": "directory/caza-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/caza-group-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/the-caza-group-163544457518182", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "380", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/the-caza-group-163544457518182", "review_count": 517, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Anthony Lam", "directory_slug": "anthony-lam", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 80.4, "market_authority_score": 80.4, "consumer_authority_score": 80.4, "authority_band": "Elite public proof", "ai_visibility_score": 25.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 34730000.0, "sales_transactions_public": 33, "review_count_public": 488, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/anthony-lam", "profile_url": "", "directory_profile_url": "directory/anthony-lam/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/anthony-lam-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/anthony-lam", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "34730000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/anthony-lam", "review_count": 488, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Keri Shull Team", "directory_slug": "keri-shull-team", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 80.2, "market_authority_score": 80.2, "consumer_authority_score": 80.2, "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "source_count": 0, "official_url": "https://kerishull.com/", "profile_url": "", "directory_profile_url": "directory/keri-shull-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/keri-shull-team-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/keri-shull-team-156956477039813", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "202", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/keri-shull-team-156956477039813", "review_count": 670, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Patricia Ammann", "directory_slug": "patricia-ammann", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 76.1, "market_authority_score": 76.1, "consumer_authority_score": 76.1, "authority_band": "Strong public proof", "ai_visibility_score": 25.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 31050000.0, "sales_transactions_public": 35, "review_count_public": 479, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/patricia-ammann", "profile_url": "", "directory_profile_url": "directory/patricia-ammann/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/patricia-ammann-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/patricia-ammann", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "31050000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/patricia-ammann", "review_count": 479, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Reynolds EmpowerHome Team", "directory_slug": "reynolds-empowerhome-team", "entity_type": "Team", "brokerage": "EmpowerHome Team / Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 75.4, "market_authority_score": 75.4, "consumer_authority_score": 75.4, "authority_band": "Strong public proof", "ai_visibility_score": 26.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 529790000.0, "sales_transactions_public": 936, "review_count_public": 100, "average_rating_public": 4.87, "source_count": 0, "official_url": "https://reynoldsempowerhometeam.com/", "profile_url": "", "directory_profile_url": "directory/reynolds-empowerhome-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/reynolds-empowerhome-team-virginia-empowerhome-team/", "review_source_url": "https://www.experience.com/reviews/reynolds-15117545", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "936", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Experience.com", "url": "https://www.experience.com/reviews/reynolds-15117545", "review_count": 100, "average_rating": 4.87 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Kimberly Cestari", "directory_slug": "kimberly-cestari", "entity_type": "Individual", "brokerage": "Long & Foster", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 73.7, "market_authority_score": 73.7, "consumer_authority_score": 73.7, "authority_band": "Strong public proof", "ai_visibility_score": 40.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 3, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 66450000.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "source_count": 0, "official_url": "https://www.cestarirealestate.com/", "profile_url": "", "directory_profile_url": "directory/kimberly-cestari/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/kimberly-cestari-d-c/", "review_source_url": "https://reviews.birdeye.com/kimberly-cestari-long-foster-real-estate-inc-169776286885116", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "51.3", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/kimberly-cestari-long-foster-real-estate-inc-169776286885116", "review_count": 78, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Jenn Smira and Co", "directory_slug": "jenn-smira-and-co", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 73.4, "market_authority_score": 73.4, "consumer_authority_score": 73.4, "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://jennsmira.com/meet-the-team/", "profile_url": "", "directory_profile_url": "directory/jenn-smira-and-co/index.html", "production_source_url": "https://www.realtrends.com/team-profile/jenn-smira-and-co-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/Jennifer%20Smira", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "192880000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/Jennifer%20Smira", "review_count": 435, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Allison Taylor", "directory_slug": "allison-taylor", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 71.7, "market_authority_score": 71.7, "consumer_authority_score": 71.7, "authority_band": "Strong public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 46740000.0, "sales_transactions_public": 56, "review_count_public": 100, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/allison-taylor", "profile_url": "", "directory_profile_url": "directory/allison-taylor/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/allison-taylor-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/allison-taylor", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "46740000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/allison-taylor", "review_count": 100, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "MDT Real Estate", "directory_slug": "mdt-real-estate", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 68.2, "market_authority_score": 68.2, "consumer_authority_score": 68.2, "authority_band": "Established public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://mdtrealestate.com/", "profile_url": "", "directory_profile_url": "directory/mdt-real-estate/index.html", "production_source_url": "https://www.realtrends.com/team-profile/mdt-real-estate-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/MDTRealEstate", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "92860000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/MDTRealEstate", "review_count": 541, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Alyssa Rajabi", "directory_slug": "alyssa-rajabi", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 67.5, "market_authority_score": 67.5, "consumer_authority_score": 67.5, "authority_band": "Established public proof", "ai_visibility_score": 23.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 39350000.0, "sales_transactions_public": 37, "review_count_public": 109, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/alyssa-rajabi", "profile_url": "", "directory_profile_url": "directory/alyssa-rajabi/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/alyssa-rajabi-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/alyssa-rajabi", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "39350000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/alyssa-rajabi", "review_count": 109, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Elena Gorbounova", "directory_slug": "elena-gorbounova", "entity_type": "Individual", "brokerage": "RE/MAX Allegiance", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 66.1, "market_authority_score": 66.1, "consumer_authority_score": 66.1, "authority_band": "Established public proof", "ai_visibility_score": 27.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 11170000.0, "sales_transactions_public": 29, "review_count_public": 126, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.yourskylineconnection.com/", "profile_url": "", "directory_profile_url": "directory/elena-gorbounova/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/elena-gorbounova-virginia/", "review_source_url": "https://reviews.birdeye.com/elena-gorbounova-re-max-allegiance-164950596601921", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "29", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/elena-gorbounova-re-max-allegiance-164950596601921", "review_count": 126, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Joseph Dao", "directory_slug": "joseph-dao", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 65.8, "market_authority_score": 65.8, "consumer_authority_score": 65.8, "authority_band": "Established public proof", "ai_visibility_score": 23.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 23270000.0, "sales_transactions_public": 36, "review_count_public": 135, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/joseph-dao", "profile_url": "", "directory_profile_url": "directory/joseph-dao/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/joseph-dao-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/joseph-dao", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "23270000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/joseph-dao", "review_count": 135, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Andrea Courduvelis", "directory_slug": "andrea-courduvelis", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 65.6, "market_authority_score": 65.6, "consumer_authority_score": 65.6, "authority_band": "Established public proof", "ai_visibility_score": 27.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 13330000.0, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.sothebysrealty.com/ttrsir/eng/associate/766-a-3012-4031141/andrea-courduvelis", "profile_url": "", "directory_profile_url": "directory/andrea-courduvelis/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/andrea-courduvelis-virginia/", "review_source_url": "https://reviews.birdeye.com/andrea-courduvelis-ttr-sothebys-international-realty-169759503513237", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "13", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/andrea-courduvelis-ttr-sothebys-international-realty-169759503513237", "review_count": 187, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Cheryl Wood", "directory_slug": "cheryl-wood", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 64.0, "market_authority_score": 64.0, "consumer_authority_score": 64.0, "authority_band": "Established public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 28680000.0, "sales_transactions_public": 37, "review_count_public": 91, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/cheryl-wood", "profile_url": "", "directory_profile_url": "directory/cheryl-wood/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/cheryl-wood-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/cheryl-wood", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "28680000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/cheryl-wood", "review_count": 91, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Patterson Group", "directory_slug": "the-patterson-group", "entity_type": "Team", "brokerage": "TTR Sotheby's International Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 63.9, "market_authority_score": 63.9, "consumer_authority_score": 63.9, "authority_band": "Established public proof", "ai_visibility_score": 26.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 228770000.0, "sales_transactions_public": 163, "review_count_public": 75, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://pattersonrealestate.com/", "profile_url": "", "directory_profile_url": "directory/the-patterson-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-patterson-group-virginia-ttr-sotheby-s-international-realty/", "review_source_url": "https://reviews.birdeye.com/the-patterson-group-ttr-sothebys-international-realty-156931098684802", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "228770000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/the-patterson-group-ttr-sothebys-international-realty-156931098684802", "review_count": 75, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Albert Bitici", "directory_slug": "albert-bitici", "entity_type": "Individual", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "evidence_verified_pending_official_score", "display_status": "Source-backed directory", "score": 62.3, "market_authority_score": 62.3, "consumer_authority_score": 62.3, "authority_band": "Established public proof", "ai_visibility_score": 25.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 35630000.0, "sales_transactions_public": 27, "review_count_public": 35, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.atproperties.com/agents/37700/albert-bitici", "profile_url": "", "directory_profile_url": "directory/albert-bitici/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/albert-bitici-virginia/", "review_source_url": "https://www.zillow.com/profile/abitici", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume_usd", "production_metric_value": "35630000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/abitici", "review_count": 35, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "William Close Group", "directory_slug": "william-close-group", "entity_type": "Team", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 61.8, "market_authority_score": 61.8, "consumer_authority_score": 61.8, "authority_band": "Established public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 45180000.0, "sales_transactions_public": 92, "review_count_public": 486, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://wcgrealtors.com/", "profile_url": "", "directory_profile_url": "directory/william-close-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/william-close-group-tysons-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/william-close-group-171575889610729", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "92", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/william-close-group-171575889610729", "review_count": 486, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Wydler Brothers", "directory_slug": "wydler-brothers", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 61.7, "market_authority_score": 61.7, "consumer_authority_score": 61.7, "authority_band": "Established public proof", "ai_visibility_score": 38.0, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 260310000.0, "sales_transactions_public": 148, "review_count_public": 33, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://wydlerbrothers.com/", "profile_url": "", "directory_profile_url": "directory/wydler-brothers/index.html", "production_source_url": "https://www.realtrends.com/ranking/best-real-estate-agents-maryland/large-teams-sides/?page=-13", "review_source_url": "https://reviews.birdeye.com/wydler-brothers-of-compass-hans-wydler-165040350882803", "public_display_tier": "directory", "v3_trust_gate": "missing_realtrends_production_proof", "production_metric_type": "transactions", "production_metric_value": "148", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/wydler-brothers-of-compass-hans-wydler-165040350882803", "review_count": 33, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Dina Gorrell", "directory_slug": "dina-gorrell", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 61.6, "market_authority_score": 61.6, "consumer_authority_score": 61.6, "authority_band": "Established public proof", "ai_visibility_score": 24.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 12200000.0, "sales_transactions_public": 23, "review_count_public": 300, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/dina-gorrell", "profile_url": "", "directory_profile_url": "directory/dina-gorrell/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/dina-gorrell-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/dina-gorrell", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "12200000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/dina-gorrell", "review_count": 300, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Erich Cabe Team", "directory_slug": "erich-cabe-team", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 60.7, "market_authority_score": 60.7, "consumer_authority_score": 60.7, "authority_band": "Established public proof", "ai_visibility_score": 28.5, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 121810000.0, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://erichcabeteam.com/", "profile_url": "", "directory_profile_url": "directory/erich-cabe-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/erich-cabe-team-maryland-compass/", "review_source_url": "https://www.zillow.com/profile/erichcabe", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "90", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/erichcabe", "review_count": 321, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Chrissy & Lisa Team", "directory_slug": "the-chrissy-lisa-team", "entity_type": "Team", "brokerage": "RLAH @properties", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 59.5, "market_authority_score": 59.5, "consumer_authority_score": 59.5, "authority_band": "Source-backed candidate", "ai_visibility_score": 28.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 109000000.0, "sales_transactions_public": 108, "review_count_public": 294, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.chrissyandlisa.com/", "profile_url": "", "directory_profile_url": "directory/the-chrissy-lisa-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-chrissy-lisa-team-virginia-rlah-properties/", "review_source_url": "https://www.zillow.com/profile/ChrissyAndLisa", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "109000000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/ChrissyAndLisa", "review_count": 294, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Kathy Whalen", "directory_slug": "kathy-whalen", "entity_type": "Individual", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 59.1, "market_authority_score": 59.1, "consumer_authority_score": 59.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 10690000.0, "sales_transactions_public": 20, "review_count_public": 129, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.compass.com/agents/kathy-whalen/", "profile_url": "", "directory_profile_url": "directory/kathy-whalen/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/kathy-whalen-maryland/", "review_source_url": "https://reviews.birdeye.com/kathy-whalen-realtor-at-compass-169828719109637", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "20", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/kathy-whalen-realtor-at-compass-169828719109637", "review_count": 129, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "HBC Group (Huckaby Briscoe Conroy Group)", "directory_slug": "hbc-group-huckaby-briscoe-conroy-group", "entity_type": "Team", "brokerage": "SERHANT.", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 58.9, "market_authority_score": 58.9, "consumer_authority_score": 58.9, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 151760000.0, "sales_transactions_public": 118, "review_count_public": 116, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://serhant.com/teams/hbc-group", "profile_url": "", "directory_profile_url": "directory/hbc-group-huckaby-briscoe-conroy-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/hbc-group-at-serhant-virginia-serhant/", "review_source_url": "https://www.zillow.com/profile/HBC-Group-at-SERHANT", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "151760000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/HBC-Group-at-SERHANT", "review_count": 116, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Goodhart Group", "directory_slug": "the-goodhart-group", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 58.1, "market_authority_score": 58.1, "consumer_authority_score": 58.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 156120000.0, "sales_transactions_public": 131, "review_count_public": 117, "average_rating_public": 4.9, "source_count": 0, "official_url": "https://www.thegoodhartgroup.com/", "profile_url": "", "directory_profile_url": "directory/the-goodhart-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-goodhart-group-virginia-compass/", "review_source_url": "https://reviews.birdeye.com/the-goodhart-group-697320896", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "131", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/the-goodhart-group-697320896", "review_count": 117, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "FASS Results Group", "directory_slug": "fass-results-group", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 57.2, "market_authority_score": 57.2, "consumer_authority_score": 57.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 40.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 76380000.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.fassresults.com/", "profile_url": "", "directory_profile_url": "directory/fass-results-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/fass-results-group-virginia-exp-realty/", "review_source_url": "https://www.zillow.com/profile/FASSResults", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "76380000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/FASSResults", "review_count": 344, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Victor Criales", "directory_slug": "victor-criales", "entity_type": "Individual", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 57.0, "market_authority_score": 57.0, "consumer_authority_score": 57.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 10960000.0, "sales_transactions_public": 20, "review_count_public": 120, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://victorcriales.exprealty.com/", "profile_url": "", "directory_profile_url": "directory/victor-criales/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/victor-criales-virginia/", "review_source_url": "https://reviews.birdeye.com/victor-criales-exp-realty-169759503622568", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "20", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/victor-criales-exp-realty-169759503622568", "review_count": 120, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Tiernan Dickens", "directory_slug": "tiernan-dickens", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 54.7, "market_authority_score": 54.7, "consumer_authority_score": 54.7, "authority_band": "Source-backed candidate", "ai_visibility_score": 23.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 24370000.0, "sales_transactions_public": 26, "review_count_public": 86, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/tiernan-dickens", "profile_url": "", "directory_profile_url": "directory/tiernan-dickens/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/tiernan-dickens-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/tiernan-dickens", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "24370000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/tiernan-dickens", "review_count": 86, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Anna Ghen", "directory_slug": "anna-ghen", "entity_type": "Individual", "brokerage": "Keller Williams Metro Center", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 53.8, "market_authority_score": 53.8, "consumer_authority_score": 53.8, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.0, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 11280000.0, "sales_transactions_public": 19, "review_count_public": 101, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://annaghen.kw.com/", "profile_url": "", "directory_profile_url": "directory/anna-ghen/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/anna-ghen-virginia/", "review_source_url": "https://reviews.birdeye.com/anna-ghen-realtor-169773960213015", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "19", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/anna-ghen-realtor-169773960213015", "review_count": 101, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Brian Wilson", "directory_slug": "brian-wilson", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 52.0, "market_authority_score": 52.0, "consumer_authority_score": 52.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 23.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 22050000.0, "sales_transactions_public": 31, "review_count_public": 99, "average_rating_public": 4.7, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/b-wilson", "profile_url": "", "directory_profile_url": "directory/brian-wilson/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/brian-wilson-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/b-wilson", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "22050000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/b-wilson", "review_count": 99, "average_rating": 4.7 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Chris Junior", "directory_slug": "chris-junior", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 51.0, "market_authority_score": 51.0, "consumer_authority_score": 51.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 22.5, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 22290000.0, "sales_transactions_public": 33, "review_count_public": 38, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/chris-junior", "profile_url": "", "directory_profile_url": "directory/chris-junior/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/chris-junior-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/chris-junior", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "22290000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/chris-junior", "review_count": 38, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Corine Farhat", "directory_slug": "corine-farhat", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 50.2, "market_authority_score": 50.2, "consumer_authority_score": 50.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 26.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 16100000.0, "sales_transactions_public": 17, "review_count_public": 64, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.sothebysrealty.com/ttrsir/eng/associate/766-a-df2404231548107641/corine-farhat", "profile_url": "", "directory_profile_url": "directory/corine-farhat/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/corine-farhat-virginia/", "review_source_url": "https://reviews.birdeye.com/corine-farhat-ttr-sotheby-s-international-realty-169764461670008", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "17.5", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/corine-farhat-ttr-sotheby-s-international-realty-169764461670008", "review_count": 64, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Kay Houghton & Associates", "directory_slug": "kay-houghton-associates", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 49.4, "market_authority_score": 49.4, "consumer_authority_score": 49.4, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 58860000.0, "sales_transactions_public": 86, "review_count_public": 176, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://khassociates.com/", "profile_url": "", "directory_profile_url": "directory/kay-houghton-associates/index.html", "production_source_url": "https://www.realtrends.com/team-profile/kay-houghton-associates-virginia-exp-realty/", "review_source_url": "https://www.zillow.com/profile/KayHoughton", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "58860000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/KayHoughton", "review_count": 176, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Mara Gemond", "directory_slug": "mara-gemond", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 47.1, "market_authority_score": 47.1, "consumer_authority_score": 47.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 24.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 9340000.0, "sales_transactions_public": 12, "review_count_public": 214, "average_rating_public": 4.6, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/mara-gemond", "profile_url": "", "directory_profile_url": "directory/mara-gemond/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/mara-gemond-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/mara-gemond", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "9340000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/mara-gemond", "review_count": 214, "average_rating": 4.6 } ] }, { "market": "Washington DC / Northern Virginia", "name": "1245 Team", "directory_slug": "1245-team", "entity_type": "Team", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 44.7, "market_authority_score": 44.7, "consumer_authority_score": 44.7, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 58900000.0, "sales_transactions_public": 100, "review_count_public": 77, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.1245team.com/", "profile_url": "", "directory_profile_url": "directory/1245-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/1245-team-virginia-keller-williams/", "review_source_url": "https://www.zillow.com/profile/1245team", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "58900000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/1245team", "review_count": 77, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Andors Team", "directory_slug": "andors-team", "entity_type": "Team", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 43.9, "market_authority_score": 43.9, "consumer_authority_score": 43.9, "authority_band": "Production proof captured", "ai_visibility_score": 27.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 48650000.0, "sales_transactions_public": 52, "review_count_public": 107, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.andorsrealestategroup.com/", "profile_url": "", "directory_profile_url": "directory/andors-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/andors-team-virginia-keller-williams/", "review_source_url": "https://www.zillow.com/profile/andorsrealestate", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "48650000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/andorsrealestate", "review_count": 107, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Arrow Group", "directory_slug": "arrow-group", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 42.8, "market_authority_score": 42.8, "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 60250000.0, "sales_transactions_public": 68, "review_count_public": 73, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.arrowgroupdc.com/home", "profile_url": "", "directory_profile_url": "directory/arrow-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/arrow-group-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/arrowgroup5", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "60250000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/arrowgroup5", "review_count": 73, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Casey O'Neal Team", "directory_slug": "the-casey-oneal-team", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 42.8, "market_authority_score": 42.8, "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 27.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 29710000.0, "sales_transactions_public": 33, "review_count_public": 187, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.caseyoneal.com/", "profile_url": "", "directory_profile_url": "directory/the-casey-oneal-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-casey-o-neal-team-virginia-compass/", "review_source_url": "https://www.zillow.com/profile/CaseyOneal", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "29710000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/CaseyOneal", "review_count": 187, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Pearl Team", "directory_slug": "the-pearl-team", "entity_type": "Team", "brokerage": "RE/MAX Allegiance", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 40.4, "market_authority_score": 40.4, "consumer_authority_score": 40.4, "authority_band": "Production proof captured", "ai_visibility_score": 26.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 47400000.0, "sales_transactions_public": 55, "review_count_public": 83, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://thepearlteam.com/", "profile_url": "", "directory_profile_url": "directory/the-pearl-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-pearl-team-virginia-remax-allegiance/", "review_source_url": "https://www.zillow.com/profile/The%20Pearl%20Team", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "47400000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/The%20Pearl%20Team", "review_count": 83, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Arlene Fernandez", "directory_slug": "arlene-fernandez", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 36.9, "market_authority_score": 36.9, "consumer_authority_score": 36.9, "authority_band": "Production proof captured", "ai_visibility_score": 22.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 10540000.0, "sales_transactions_public": 20, "review_count_public": 36, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/arlene-fernandez", "profile_url": "", "directory_profile_url": "directory/arlene-fernandez/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/arlene-fernandez-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/arlene-fernandez", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "10540000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/arlene-fernandez", "review_count": 36, "average_rating": 4.9 } ] } ], "qualified_directory": [ { "market": "Washington DC / Northern Virginia", "name": "The ONE Street Company", "directory_slug": "the-one-street-company", "entity_type": "Team", "brokerage": "Samson Properties", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 92.9, "market_authority_score": 92.9, "consumer_authority_score": 92.9, "authority_band": "Market dominant", "ai_visibility_score": 42.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.onestreet.one/about/", "profile_url": "", "directory_profile_url": "directory/the-one-street-company/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-one-street-company-d-c-samson-properties/", "review_source_url": "https://www.zillow.com/profile/SamerKuraishiGroup", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "226640000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/SamerKuraishiGroup", "review_count": 1922, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Nikki Lagouros", "directory_slug": "nikki-lagouros", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 91.7, "market_authority_score": 91.7, "consumer_authority_score": 91.7, "authority_band": "Market dominant", "ai_visibility_score": 41.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 2, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://bestrestonagent.com/", "profile_url": "", "directory_profile_url": "directory/nikki-lagouros/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/nikki-lagouros-virginia/", "review_source_url": "https://www.fastexpert.com/agents/nikki-lagouros-32756/", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "117", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "FastExpert", "url": "https://www.fastexpert.com/agents/nikki-lagouros-32756/", "review_count": 173, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Fox Homes Team", "directory_slug": "fox-homes-team", "entity_type": "Team", "brokerage": "Samson Properties", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 91.4, "market_authority_score": 91.4, "consumer_authority_score": 91.4, "authority_band": "Market dominant", "ai_visibility_score": 30.0, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.foxessellfaster.com/", "profile_url": "", "directory_profile_url": "directory/fox-homes-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/fox-homes-team-virginia-samson-properties/", "review_source_url": "https://reviews.birdeye.com/devon-and-dustin-fox-fox-homes-team-165221853851691", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "405", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/devon-and-dustin-fox-fox-homes-team-165221853851691", "review_count": 2401, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Team Nurit & Alex", "directory_slug": "team-nurit-alex", "entity_type": "Team", "brokerage": "The Agency DC", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 88.7, "market_authority_score": 88.7, "consumer_authority_score": 88.7, "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://teamnurit.com/", "profile_url": "", "directory_profile_url": "directory/team-nurit-alex/index.html", "production_source_url": "https://www.realtrends.com/team-profile/team-nurit-alex-maryland-the-agency-dc/", "review_source_url": "https://www.zillow.com/profile/Team%20Nurit", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "332090000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/Team%20Nurit", "review_count": 540, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Rob Wittman", "directory_slug": "rob-wittman", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 88.3, "market_authority_score": 88.3, "consumer_authority_score": 88.3, "authority_band": "Elite public proof", "ai_visibility_score": 24.9, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 55450000.0, "sales_transactions_public": 88, "review_count_public": 308, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/rob-wittman", "profile_url": "", "directory_profile_url": "directory/rob-wittman/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/rob-wittman-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/rob-wittman", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "55450000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/rob-wittman", "review_count": 308, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Debbie Dogrul Associates", "directory_slug": "debbie-dogrul-associates", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 86.8, "market_authority_score": 86.8, "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://teamdda.com/", "profile_url": "", "directory_profile_url": "directory/debbie-dogrul-associates/index.html", "production_source_url": "https://www.realtrends.com/team-profile/debbie-dogrul-associates-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/debbie-dogrul-associates-llc-with-exp-realty-156931100518367", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "392580000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/debbie-dogrul-associates-llc-with-exp-realty-156931100518367", "review_count": 502, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Mollaan Babbington Group", "directory_slug": "mollaan-babbington-group", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 86.8, "market_authority_score": 86.8, "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 3, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.compass.com/agents/mollaan-babbington-group/", "profile_url": "", "directory_profile_url": "directory/mollaan-babbington-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/mollaan-babbington-group-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/MollaanGroup", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "224900000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/MollaanGroup", "review_count": 1086, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Mehrnaz Mary Bazargan", "directory_slug": "mehrnaz-mary-bazargan", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 83.0, "market_authority_score": 83.0, "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 25.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 31060000.0, "sales_transactions_public": 45, "review_count_public": 385, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/mary-bazargan", "profile_url": "", "directory_profile_url": "directory/mehrnaz-mary-bazargan/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/mehrnaz-mary-bazargan-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/mary-bazargan", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "31060000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/mary-bazargan", "review_count": 385, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Jennifer Young Team", "directory_slug": "jennifer-young-team", "entity_type": "Team", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 83.0, "market_authority_score": 83.0, "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "source_count": 0, "official_url": "https://www.searchfornorthernvirginiahomes.com/", "profile_url": "", "directory_profile_url": "directory/jennifer-young-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/jennifer-young-team-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/jennifer-young-homes-keller-williams-realty-156931126593783", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "249", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/jennifer-young-homes-keller-williams-realty-156931126593783", "review_count": 1205, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "ONE Residential", "directory_slug": "one-residential", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 82.9, "market_authority_score": 82.9, "consumer_authority_score": 82.9, "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://oneresre.com/team", "profile_url": "", "directory_profile_url": "directory/one-residential/index.html", "production_source_url": "https://www.realtrends.com/team-profile/one-residential-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/one-residential-175813743459784", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "504.5", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/one-residential-175813743459784", "review_count": 372, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Daryl Judy", "directory_slug": "daryl-judy", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 81.6, "market_authority_score": 81.6, "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 42.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 4, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 77190000.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.daryljudyrealestate.com/", "profile_url": "", "directory_profile_url": "directory/daryl-judy/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/daryl-judy-d-c/", "review_source_url": "https://www.fastexpert.com/agents/daryl-judy-120085/", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "40", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "FastExpert", "url": "https://www.fastexpert.com/agents/daryl-judy-120085/", "review_count": 100, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Laura Schwartz", "directory_slug": "laura-schwartz", "entity_type": "Individual", "brokerage": "Real Broker LLC", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 81.6, "market_authority_score": 81.6, "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 39.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 65220000.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://guidingyourmove.com/", "profile_url": "", "directory_profile_url": "directory/laura-schwartz/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/laura-schwartz-virginia/", "review_source_url": "https://www.fastexpert.com/agents/laura-schwartz-122528/", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "54", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "FastExpert", "url": "https://www.fastexpert.com/agents/laura-schwartz-122528/", "review_count": 118, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "CAZA Group", "directory_slug": "caza-group", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 81.4, "market_authority_score": 81.4, "consumer_authority_score": 81.4, "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.thecazagroup.com/", "profile_url": "", "directory_profile_url": "directory/caza-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/caza-group-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/the-caza-group-163544457518182", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "380", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/the-caza-group-163544457518182", "review_count": 517, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Anthony Lam", "directory_slug": "anthony-lam", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 80.4, "market_authority_score": 80.4, "consumer_authority_score": 80.4, "authority_band": "Elite public proof", "ai_visibility_score": 25.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 34730000.0, "sales_transactions_public": 33, "review_count_public": 488, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/anthony-lam", "profile_url": "", "directory_profile_url": "directory/anthony-lam/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/anthony-lam-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/anthony-lam", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "34730000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/anthony-lam", "review_count": 488, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Keri Shull Team", "directory_slug": "keri-shull-team", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 80.2, "market_authority_score": 80.2, "consumer_authority_score": 80.2, "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "source_count": 0, "official_url": "https://kerishull.com/", "profile_url": "", "directory_profile_url": "directory/keri-shull-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/keri-shull-team-virginia-exp-realty/", "review_source_url": "https://reviews.birdeye.com/keri-shull-team-156956477039813", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "202", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/keri-shull-team-156956477039813", "review_count": 670, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Patricia Ammann", "directory_slug": "patricia-ammann", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 76.1, "market_authority_score": 76.1, "consumer_authority_score": 76.1, "authority_band": "Strong public proof", "ai_visibility_score": 25.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 31050000.0, "sales_transactions_public": 35, "review_count_public": 479, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/patricia-ammann", "profile_url": "", "directory_profile_url": "directory/patricia-ammann/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/patricia-ammann-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/patricia-ammann", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "31050000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/patricia-ammann", "review_count": 479, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Reynolds EmpowerHome Team", "directory_slug": "reynolds-empowerhome-team", "entity_type": "Team", "brokerage": "EmpowerHome Team / Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 75.4, "market_authority_score": 75.4, "consumer_authority_score": 75.4, "authority_band": "Strong public proof", "ai_visibility_score": 26.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 529790000.0, "sales_transactions_public": 936, "review_count_public": 100, "average_rating_public": 4.87, "source_count": 0, "official_url": "https://reynoldsempowerhometeam.com/", "profile_url": "", "directory_profile_url": "directory/reynolds-empowerhome-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/reynolds-empowerhome-team-virginia-empowerhome-team/", "review_source_url": "https://www.experience.com/reviews/reynolds-15117545", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "936", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Experience.com", "url": "https://www.experience.com/reviews/reynolds-15117545", "review_count": 100, "average_rating": 4.87 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Kimberly Cestari", "directory_slug": "kimberly-cestari", "entity_type": "Individual", "brokerage": "Long & Foster", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 73.7, "market_authority_score": 73.7, "consumer_authority_score": 73.7, "authority_band": "Strong public proof", "ai_visibility_score": 40.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 3, "ai_citation_rate": 0.0, "entity_clarity_rate": 1.0, "sales_volume_public": 66450000.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "source_count": 0, "official_url": "https://www.cestarirealestate.com/", "profile_url": "", "directory_profile_url": "directory/kimberly-cestari/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/kimberly-cestari-d-c/", "review_source_url": "https://reviews.birdeye.com/kimberly-cestari-long-foster-real-estate-inc-169776286885116", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "51.3", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/kimberly-cestari-long-foster-real-estate-inc-169776286885116", "review_count": 78, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Jenn Smira and Co", "directory_slug": "jenn-smira-and-co", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 73.4, "market_authority_score": 73.4, "consumer_authority_score": 73.4, "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://jennsmira.com/meet-the-team/", "profile_url": "", "directory_profile_url": "directory/jenn-smira-and-co/index.html", "production_source_url": "https://www.realtrends.com/team-profile/jenn-smira-and-co-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/Jennifer%20Smira", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "192880000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/Jennifer%20Smira", "review_count": 435, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Allison Taylor", "directory_slug": "allison-taylor", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 71.7, "market_authority_score": 71.7, "consumer_authority_score": 71.7, "authority_band": "Strong public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 46740000.0, "sales_transactions_public": 56, "review_count_public": 100, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/allison-taylor", "profile_url": "", "directory_profile_url": "directory/allison-taylor/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/allison-taylor-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/allison-taylor", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "46740000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/allison-taylor", "review_count": 100, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "MDT Real Estate", "directory_slug": "mdt-real-estate", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 68.2, "market_authority_score": 68.2, "consumer_authority_score": 68.2, "authority_band": "Established public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://mdtrealestate.com/", "profile_url": "", "directory_profile_url": "directory/mdt-real-estate/index.html", "production_source_url": "https://www.realtrends.com/team-profile/mdt-real-estate-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/MDTRealEstate", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "92860000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/MDTRealEstate", "review_count": 541, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Alyssa Rajabi", "directory_slug": "alyssa-rajabi", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 67.5, "market_authority_score": 67.5, "consumer_authority_score": 67.5, "authority_band": "Established public proof", "ai_visibility_score": 23.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 39350000.0, "sales_transactions_public": 37, "review_count_public": 109, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/alyssa-rajabi", "profile_url": "", "directory_profile_url": "directory/alyssa-rajabi/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/alyssa-rajabi-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/alyssa-rajabi", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "39350000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/alyssa-rajabi", "review_count": 109, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Elena Gorbounova", "directory_slug": "elena-gorbounova", "entity_type": "Individual", "brokerage": "RE/MAX Allegiance", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 66.1, "market_authority_score": 66.1, "consumer_authority_score": 66.1, "authority_band": "Established public proof", "ai_visibility_score": 27.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 11170000.0, "sales_transactions_public": 29, "review_count_public": 126, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.yourskylineconnection.com/", "profile_url": "", "directory_profile_url": "directory/elena-gorbounova/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/elena-gorbounova-virginia/", "review_source_url": "https://reviews.birdeye.com/elena-gorbounova-re-max-allegiance-164950596601921", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "29", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/elena-gorbounova-re-max-allegiance-164950596601921", "review_count": 126, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Joseph Dao", "directory_slug": "joseph-dao", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 65.8, "market_authority_score": 65.8, "consumer_authority_score": 65.8, "authority_band": "Established public proof", "ai_visibility_score": 23.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 23270000.0, "sales_transactions_public": 36, "review_count_public": 135, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/joseph-dao", "profile_url": "", "directory_profile_url": "directory/joseph-dao/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/joseph-dao-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/joseph-dao", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "23270000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/joseph-dao", "review_count": 135, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Andrea Courduvelis", "directory_slug": "andrea-courduvelis", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 65.6, "market_authority_score": 65.6, "consumer_authority_score": 65.6, "authority_band": "Established public proof", "ai_visibility_score": 27.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 13330000.0, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.sothebysrealty.com/ttrsir/eng/associate/766-a-3012-4031141/andrea-courduvelis", "profile_url": "", "directory_profile_url": "directory/andrea-courduvelis/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/andrea-courduvelis-virginia/", "review_source_url": "https://reviews.birdeye.com/andrea-courduvelis-ttr-sothebys-international-realty-169759503513237", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "13", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/andrea-courduvelis-ttr-sothebys-international-realty-169759503513237", "review_count": 187, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Cheryl Wood", "directory_slug": "cheryl-wood", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 64.0, "market_authority_score": 64.0, "consumer_authority_score": 64.0, "authority_band": "Established public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 28680000.0, "sales_transactions_public": 37, "review_count_public": 91, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/cheryl-wood", "profile_url": "", "directory_profile_url": "directory/cheryl-wood/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/cheryl-wood-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/cheryl-wood", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "28680000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/cheryl-wood", "review_count": 91, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Patterson Group", "directory_slug": "the-patterson-group", "entity_type": "Team", "brokerage": "TTR Sotheby's International Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 63.9, "market_authority_score": 63.9, "consumer_authority_score": 63.9, "authority_band": "Established public proof", "ai_visibility_score": 26.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 228770000.0, "sales_transactions_public": 163, "review_count_public": 75, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://pattersonrealestate.com/", "profile_url": "", "directory_profile_url": "directory/the-patterson-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-patterson-group-virginia-ttr-sotheby-s-international-realty/", "review_source_url": "https://reviews.birdeye.com/the-patterson-group-ttr-sothebys-international-realty-156931098684802", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "228770000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/the-patterson-group-ttr-sothebys-international-realty-156931098684802", "review_count": 75, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Albert Bitici", "directory_slug": "albert-bitici", "entity_type": "Individual", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "evidence_verified_pending_official_score", "display_status": "Source-backed directory", "score": 62.3, "market_authority_score": 62.3, "consumer_authority_score": 62.3, "authority_band": "Established public proof", "ai_visibility_score": 25.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 35630000.0, "sales_transactions_public": 27, "review_count_public": 35, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.atproperties.com/agents/37700/albert-bitici", "profile_url": "", "directory_profile_url": "directory/albert-bitici/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/albert-bitici-virginia/", "review_source_url": "https://www.zillow.com/profile/abitici", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume_usd", "production_metric_value": "35630000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/abitici", "review_count": 35, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "William Close Group", "directory_slug": "william-close-group", "entity_type": "Team", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 61.8, "market_authority_score": 61.8, "consumer_authority_score": 61.8, "authority_band": "Established public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 45180000.0, "sales_transactions_public": 92, "review_count_public": 486, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://wcgrealtors.com/", "profile_url": "", "directory_profile_url": "directory/william-close-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/william-close-group-tysons-virginia-keller-williams/", "review_source_url": "https://reviews.birdeye.com/william-close-group-171575889610729", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "92", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/william-close-group-171575889610729", "review_count": 486, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Wydler Brothers", "directory_slug": "wydler-brothers", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 61.7, "market_authority_score": 61.7, "consumer_authority_score": 61.7, "authority_band": "Established public proof", "ai_visibility_score": 38.0, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 260310000.0, "sales_transactions_public": 148, "review_count_public": 33, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://wydlerbrothers.com/", "profile_url": "", "directory_profile_url": "directory/wydler-brothers/index.html", "production_source_url": "https://www.realtrends.com/ranking/best-real-estate-agents-maryland/large-teams-sides/?page=-13", "review_source_url": "https://reviews.birdeye.com/wydler-brothers-of-compass-hans-wydler-165040350882803", "public_display_tier": "directory", "v3_trust_gate": "missing_realtrends_production_proof", "production_metric_type": "transactions", "production_metric_value": "148", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/wydler-brothers-of-compass-hans-wydler-165040350882803", "review_count": 33, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Dina Gorrell", "directory_slug": "dina-gorrell", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 61.6, "market_authority_score": 61.6, "consumer_authority_score": 61.6, "authority_band": "Established public proof", "ai_visibility_score": 24.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 12200000.0, "sales_transactions_public": 23, "review_count_public": 300, "average_rating_public": 4.8, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/dina-gorrell", "profile_url": "", "directory_profile_url": "directory/dina-gorrell/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/dina-gorrell-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/dina-gorrell", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "12200000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/dina-gorrell", "review_count": 300, "average_rating": 4.8 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Erich Cabe Team", "directory_slug": "erich-cabe-team", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 60.7, "market_authority_score": 60.7, "consumer_authority_score": 60.7, "authority_band": "Established public proof", "ai_visibility_score": 28.5, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 121810000.0, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://erichcabeteam.com/", "profile_url": "", "directory_profile_url": "directory/erich-cabe-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/erich-cabe-team-maryland-compass/", "review_source_url": "https://www.zillow.com/profile/erichcabe", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "90", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/erichcabe", "review_count": 321, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Chrissy & Lisa Team", "directory_slug": "the-chrissy-lisa-team", "entity_type": "Team", "brokerage": "RLAH @properties", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 59.5, "market_authority_score": 59.5, "consumer_authority_score": 59.5, "authority_band": "Source-backed candidate", "ai_visibility_score": 28.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 109000000.0, "sales_transactions_public": 108, "review_count_public": 294, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.chrissyandlisa.com/", "profile_url": "", "directory_profile_url": "directory/the-chrissy-lisa-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-chrissy-lisa-team-virginia-rlah-properties/", "review_source_url": "https://www.zillow.com/profile/ChrissyAndLisa", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "109000000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/ChrissyAndLisa", "review_count": 294, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Kathy Whalen", "directory_slug": "kathy-whalen", "entity_type": "Individual", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 59.1, "market_authority_score": 59.1, "consumer_authority_score": 59.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 10690000.0, "sales_transactions_public": 20, "review_count_public": 129, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.compass.com/agents/kathy-whalen/", "profile_url": "", "directory_profile_url": "directory/kathy-whalen/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/kathy-whalen-maryland/", "review_source_url": "https://reviews.birdeye.com/kathy-whalen-realtor-at-compass-169828719109637", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "20", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/kathy-whalen-realtor-at-compass-169828719109637", "review_count": 129, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "HBC Group (Huckaby Briscoe Conroy Group)", "directory_slug": "hbc-group-huckaby-briscoe-conroy-group", "entity_type": "Team", "brokerage": "SERHANT.", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 58.9, "market_authority_score": 58.9, "consumer_authority_score": 58.9, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 151760000.0, "sales_transactions_public": 118, "review_count_public": 116, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://serhant.com/teams/hbc-group", "profile_url": "", "directory_profile_url": "directory/hbc-group-huckaby-briscoe-conroy-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/hbc-group-at-serhant-virginia-serhant/", "review_source_url": "https://www.zillow.com/profile/HBC-Group-at-SERHANT", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "151760000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/HBC-Group-at-SERHANT", "review_count": 116, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Goodhart Group", "directory_slug": "the-goodhart-group", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 58.1, "market_authority_score": 58.1, "consumer_authority_score": 58.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 156120000.0, "sales_transactions_public": 131, "review_count_public": 117, "average_rating_public": 4.9, "source_count": 0, "official_url": "https://www.thegoodhartgroup.com/", "profile_url": "", "directory_profile_url": "directory/the-goodhart-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-goodhart-group-virginia-compass/", "review_source_url": "https://reviews.birdeye.com/the-goodhart-group-697320896", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "131", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/the-goodhart-group-697320896", "review_count": 117, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "FASS Results Group", "directory_slug": "fass-results-group", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 57.2, "market_authority_score": 57.2, "consumer_authority_score": 57.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 40.7, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 1, "ai_citation_rate": 1.0, "entity_clarity_rate": 1.0, "sales_volume_public": 76380000.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.fassresults.com/", "profile_url": "", "directory_profile_url": "directory/fass-results-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/fass-results-group-virginia-exp-realty/", "review_source_url": "https://www.zillow.com/profile/FASSResults", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "76380000", "v2_direct_capture_status": "observed", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/FASSResults", "review_count": 344, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Victor Criales", "directory_slug": "victor-criales", "entity_type": "Individual", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 57.0, "market_authority_score": 57.0, "consumer_authority_score": 57.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 10960000.0, "sales_transactions_public": 20, "review_count_public": 120, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://victorcriales.exprealty.com/", "profile_url": "", "directory_profile_url": "directory/victor-criales/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/victor-criales-virginia/", "review_source_url": "https://reviews.birdeye.com/victor-criales-exp-realty-169759503622568", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "20", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/victor-criales-exp-realty-169759503622568", "review_count": 120, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Tiernan Dickens", "directory_slug": "tiernan-dickens", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 54.7, "market_authority_score": 54.7, "consumer_authority_score": 54.7, "authority_band": "Source-backed candidate", "ai_visibility_score": 23.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 24370000.0, "sales_transactions_public": 26, "review_count_public": 86, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/tiernan-dickens", "profile_url": "", "directory_profile_url": "directory/tiernan-dickens/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/tiernan-dickens-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/tiernan-dickens", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "24370000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/tiernan-dickens", "review_count": 86, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Anna Ghen", "directory_slug": "anna-ghen", "entity_type": "Individual", "brokerage": "Keller Williams Metro Center", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 53.8, "market_authority_score": 53.8, "consumer_authority_score": 53.8, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.0, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 11280000.0, "sales_transactions_public": 19, "review_count_public": 101, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://annaghen.kw.com/", "profile_url": "", "directory_profile_url": "directory/anna-ghen/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/anna-ghen-virginia/", "review_source_url": "https://reviews.birdeye.com/anna-ghen-realtor-169773960213015", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "19", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/anna-ghen-realtor-169773960213015", "review_count": 101, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Brian Wilson", "directory_slug": "brian-wilson", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 52.0, "market_authority_score": 52.0, "consumer_authority_score": 52.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 23.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 22050000.0, "sales_transactions_public": 31, "review_count_public": 99, "average_rating_public": 4.7, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/b-wilson", "profile_url": "", "directory_profile_url": "directory/brian-wilson/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/brian-wilson-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/b-wilson", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "22050000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/b-wilson", "review_count": 99, "average_rating": 4.7 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Chris Junior", "directory_slug": "chris-junior", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 51.0, "market_authority_score": 51.0, "consumer_authority_score": 51.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 22.5, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 22290000.0, "sales_transactions_public": 33, "review_count_public": 38, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/chris-junior", "profile_url": "", "directory_profile_url": "directory/chris-junior/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/chris-junior-d-c/", "review_source_url": "https://www.redfin.com/real-estate-agents/chris-junior", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "22290000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/chris-junior", "review_count": 38, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Corine Farhat", "directory_slug": "corine-farhat", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "ai_scored", "display_status": "Source-backed directory", "score": 50.2, "market_authority_score": 50.2, "consumer_authority_score": 50.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 26.4, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 16100000.0, "sales_transactions_public": 17, "review_count_public": 64, "average_rating_public": 5.0, "source_count": 0, "official_url": "https://www.sothebysrealty.com/ttrsir/eng/associate/766-a-df2404231548107641/corine-farhat", "profile_url": "", "directory_profile_url": "directory/corine-farhat/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/corine-farhat-virginia/", "review_source_url": "https://reviews.birdeye.com/corine-farhat-ttr-sotheby-s-international-realty-169764461670008", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "transactions", "production_metric_value": "17.5", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Birdeye", "url": "https://reviews.birdeye.com/corine-farhat-ttr-sotheby-s-international-realty-169764461670008", "review_count": 64, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Kay Houghton & Associates", "directory_slug": "kay-houghton-associates", "entity_type": "Team", "brokerage": "eXp Realty", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 49.4, "market_authority_score": 49.4, "consumer_authority_score": 49.4, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 58860000.0, "sales_transactions_public": 86, "review_count_public": 176, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://khassociates.com/", "profile_url": "", "directory_profile_url": "directory/kay-houghton-associates/index.html", "production_source_url": "https://www.realtrends.com/team-profile/kay-houghton-associates-virginia-exp-realty/", "review_source_url": "https://www.zillow.com/profile/KayHoughton", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "58860000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/KayHoughton", "review_count": 176, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Mara Gemond", "directory_slug": "mara-gemond", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 47.1, "market_authority_score": 47.1, "consumer_authority_score": 47.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 24.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 9340000.0, "sales_transactions_public": 12, "review_count_public": 214, "average_rating_public": 4.6, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/mara-gemond", "profile_url": "", "directory_profile_url": "directory/mara-gemond/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/mara-gemond-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/mara-gemond", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "9340000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/mara-gemond", "review_count": 214, "average_rating": 4.6 } ] }, { "market": "Washington DC / Northern Virginia", "name": "1245 Team", "directory_slug": "1245-team", "entity_type": "Team", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 44.7, "market_authority_score": 44.7, "consumer_authority_score": 44.7, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 58900000.0, "sales_transactions_public": 100, "review_count_public": 77, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.1245team.com/", "profile_url": "", "directory_profile_url": "directory/1245-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/1245-team-virginia-keller-williams/", "review_source_url": "https://www.zillow.com/profile/1245team", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "58900000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/1245team", "review_count": 77, "average_rating": 4.9 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Andors Team", "directory_slug": "andors-team", "entity_type": "Team", "brokerage": "Keller Williams", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 43.9, "market_authority_score": 43.9, "consumer_authority_score": 43.9, "authority_band": "Production proof captured", "ai_visibility_score": 27.1, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 48650000.0, "sales_transactions_public": 52, "review_count_public": 107, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.andorsrealestategroup.com/", "profile_url": "", "directory_profile_url": "directory/andors-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/andors-team-virginia-keller-williams/", "review_source_url": "https://www.zillow.com/profile/andorsrealestate", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "48650000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/andorsrealestate", "review_count": 107, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Arrow Group", "directory_slug": "arrow-group", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 42.8, "market_authority_score": 42.8, "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 60250000.0, "sales_transactions_public": 68, "review_count_public": 73, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.arrowgroupdc.com/home", "profile_url": "", "directory_profile_url": "directory/arrow-group/index.html", "production_source_url": "https://www.realtrends.com/team-profile/arrow-group-d-c-compass/", "review_source_url": "https://www.zillow.com/profile/arrowgroup5", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "60250000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/arrowgroup5", "review_count": 73, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Casey O'Neal Team", "directory_slug": "the-casey-oneal-team", "entity_type": "Team", "brokerage": "Compass", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 42.8, "market_authority_score": 42.8, "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 27.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 29710000.0, "sales_transactions_public": 33, "review_count_public": 187, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://www.caseyoneal.com/", "profile_url": "", "directory_profile_url": "directory/the-casey-oneal-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-casey-o-neal-team-virginia-compass/", "review_source_url": "https://www.zillow.com/profile/CaseyOneal", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "29710000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/CaseyOneal", "review_count": 187, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "The Pearl Team", "directory_slug": "the-pearl-team", "entity_type": "Team", "brokerage": "RE/MAX Allegiance", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 40.4, "market_authority_score": 40.4, "consumer_authority_score": 40.4, "authority_band": "Production proof captured", "ai_visibility_score": 26.8, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 47400000.0, "sales_transactions_public": 55, "review_count_public": 83, "average_rating_public": 5.0, "source_count": 3, "official_url": "https://thepearlteam.com/", "profile_url": "", "directory_profile_url": "directory/the-pearl-team/index.html", "production_source_url": "https://www.realtrends.com/team-profile/the-pearl-team-virginia-remax-allegiance/", "review_source_url": "https://www.zillow.com/profile/The%20Pearl%20Team", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "47400000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "Zillow", "url": "https://www.zillow.com/profile/The%20Pearl%20Team", "review_count": 83, "average_rating": 5.0 } ] }, { "market": "Washington DC / Northern Virginia", "name": "Arlene Fernandez", "directory_slug": "arlene-fernandez", "entity_type": "Individual", "brokerage": "Redfin", "brokerage_freshness_source_url": "", "brokerage_freshness_note": "", "directory_status": "qualified_directory", "display_status": "Source-backed directory", "score": 36.9, "market_authority_score": 36.9, "consumer_authority_score": 36.9, "authority_band": "Production proof captured", "ai_visibility_score": 22.3, "ai_visibility_evidence": "Measured", "ai_answer_test_count": 32, "ai_answer_mention_count": 0, "ai_citation_rate": null, "entity_clarity_rate": null, "sales_volume_public": 10540000.0, "sales_transactions_public": 20, "review_count_public": 36, "average_rating_public": 4.9, "source_count": 3, "official_url": "https://www.redfin.com/real-estate-agents/arlene-fernandez", "profile_url": "", "directory_profile_url": "directory/arlene-fernandez/index.html", "production_source_url": "https://www.realtrends.com/agent-profile/arlene-fernandez-virginia/", "review_source_url": "https://www.redfin.com/real-estate-agents/arlene-fernandez", "public_display_tier": "directory", "v3_trust_gate": "pass", "production_metric_type": "sales_volume", "production_metric_value": "10540000", "v2_direct_capture_status": "measured_absent", "v2_ai_coverage": "direct_measured", "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12", "review_sources": [ { "label": "redfin.com", "url": "https://www.redfin.com/real-estate-agents/arlene-fernandez", "review_count": 36, "average_rating": 4.9 } ] } ], "directory_lens_leaders": { "authority": { "label": "Consumer Authority", "sort_label": "Consumer Authority Score", "consumer_question": "Which proof-gated candidates have the strongest supporting public-authority context?", "rows": [ { "rank": 1, "name": "The ONE Street Company", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 92.9, "authority_band": "Market dominant", "ai_visibility_score": 42.2, "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "profile_url": "directory/the-one-street-company/index.html" }, { "rank": 2, "name": "Nikki Lagouros", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "consumer_authority_score": 91.7, "authority_band": "Market dominant", "ai_visibility_score": 41.7, "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "profile_url": "directory/nikki-lagouros/index.html" }, { "rank": 3, "name": "Fox Homes Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 91.4, "authority_band": "Market dominant", "ai_visibility_score": 30.0, "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "profile_url": "directory/fox-homes-team/index.html" }, { "rank": 4, "name": "Team Nurit & Alex", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "The Agency DC", "consumer_authority_score": 88.7, "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "profile_url": "directory/team-nurit-alex/index.html" }, { "rank": 5, "name": "Rob Wittman", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 88.3, "authority_band": "Elite public proof", "ai_visibility_score": 24.9, "sales_volume_public": 55450000.0, "sales_transactions_public": 88, "review_count_public": 308, "average_rating_public": 4.8, "profile_url": "directory/rob-wittman/index.html" }, { "rank": 6, "name": "Debbie Dogrul Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "profile_url": "directory/debbie-dogrul-associates/index.html" }, { "rank": 7, "name": "Mollaan Babbington Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "profile_url": "directory/mollaan-babbington-group/index.html" }, { "rank": 8, "name": "Jennifer Young Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "profile_url": "directory/jennifer-young-team/index.html" }, { "rank": 9, "name": "Mehrnaz Mary Bazargan", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 25.1, "sales_volume_public": 31060000.0, "sales_transactions_public": 45, "review_count_public": 385, "average_rating_public": 4.8, "profile_url": "directory/mehrnaz-mary-bazargan/index.html" }, { "rank": 10, "name": "ONE Residential", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 82.9, "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "profile_url": "directory/one-residential/index.html" }, { "rank": 11, "name": "Daryl Judy", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 42.4, "sales_volume_public": 77190000.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "profile_url": "directory/daryl-judy/index.html" }, { "rank": 12, "name": "Laura Schwartz", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Real Broker LLC", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 39.6, "sales_volume_public": 65220000.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "profile_url": "directory/laura-schwartz/index.html" }, { "rank": 13, "name": "CAZA Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 81.4, "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "profile_url": "directory/caza-group/index.html" }, { "rank": 14, "name": "Anthony Lam", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 80.4, "authority_band": "Elite public proof", "ai_visibility_score": 25.6, "sales_volume_public": 34730000.0, "sales_transactions_public": 33, "review_count_public": 488, "average_rating_public": 4.9, "profile_url": "directory/anthony-lam/index.html" }, { "rank": 15, "name": "Keri Shull Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 80.2, "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "profile_url": "directory/keri-shull-team/index.html" }, { "rank": 16, "name": "Patricia Ammann", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 76.1, "authority_band": "Strong public proof", "ai_visibility_score": 25.4, "sales_volume_public": 31050000.0, "sales_transactions_public": 35, "review_count_public": 479, "average_rating_public": 4.8, "profile_url": "directory/patricia-ammann/index.html" }, { "rank": 17, "name": "Reynolds EmpowerHome Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "EmpowerHome Team / Keller Williams", "consumer_authority_score": 75.4, "authority_band": "Strong public proof", "ai_visibility_score": 26.8, "sales_volume_public": 529790000.0, "sales_transactions_public": 936, "review_count_public": 100, "average_rating_public": 4.87, "profile_url": "directory/reynolds-empowerhome-team/index.html" }, { "rank": 18, "name": "Kimberly Cestari", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Long & Foster", "consumer_authority_score": 73.7, "authority_band": "Strong public proof", "ai_visibility_score": 40.6, "sales_volume_public": 66450000.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "profile_url": "directory/kimberly-cestari/index.html" }, { "rank": 19, "name": "Jenn Smira and Co", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "profile_url": "directory/jenn-smira-and-co/index.html" }, { "rank": 20, "name": "Allison Taylor", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 71.7, "authority_band": "Strong public proof", "ai_visibility_score": 23.5, "sales_volume_public": 46740000.0, "sales_transactions_public": 56, "review_count_public": 100, "average_rating_public": 4.8, "profile_url": "directory/allison-taylor/index.html" }, { "rank": 21, "name": "MDT Real Estate", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.2, "authority_band": "Established public proof", "ai_visibility_score": 29.2, "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "profile_url": "directory/mdt-real-estate/index.html" }, { "rank": 22, "name": "Alyssa Rajabi", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 67.5, "authority_band": "Established public proof", "ai_visibility_score": 23.7, "sales_volume_public": 39350000.0, "sales_transactions_public": 37, "review_count_public": 109, "average_rating_public": 4.9, "profile_url": "directory/alyssa-rajabi/index.html" }, { "rank": 23, "name": "Elena Gorbounova", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "RE/MAX Allegiance", "consumer_authority_score": 66.1, "authority_band": "Established public proof", "ai_visibility_score": 27.3, "sales_volume_public": 11170000.0, "sales_transactions_public": 29, "review_count_public": 126, "average_rating_public": 5.0, "profile_url": "directory/elena-gorbounova/index.html" }, { "rank": 24, "name": "Joseph Dao", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 65.8, "authority_band": "Established public proof", "ai_visibility_score": 23.8, "sales_volume_public": 23270000.0, "sales_transactions_public": 36, "review_count_public": 135, "average_rating_public": 4.8, "profile_url": "directory/joseph-dao/index.html" }, { "rank": 25, "name": "Andrea Courduvelis", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 65.6, "authority_band": "Established public proof", "ai_visibility_score": 27.8, "sales_volume_public": 13330000.0, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/andrea-courduvelis/index.html" } ] }, "production": { "label": "Highest Production", "sort_label": "Public sales proof", "consumer_question": "Who has the strongest public production footprint?", "rows": [ { "rank": 1, "name": "Reynolds EmpowerHome Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "EmpowerHome Team / Keller Williams", "consumer_authority_score": 75.4, "authority_band": "Strong public proof", "ai_visibility_score": 26.8, "sales_volume_public": 529790000.0, "sales_transactions_public": 936, "review_count_public": 100, "average_rating_public": 4.87, "profile_url": "directory/reynolds-empowerhome-team/index.html" }, { "rank": 2, "name": "Debbie Dogrul Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "profile_url": "directory/debbie-dogrul-associates/index.html" }, { "rank": 3, "name": "Team Nurit & Alex", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "The Agency DC", "consumer_authority_score": 88.7, "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "profile_url": "directory/team-nurit-alex/index.html" }, { "rank": 4, "name": "ONE Residential", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 82.9, "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "profile_url": "directory/one-residential/index.html" }, { "rank": 5, "name": "Fox Homes Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 91.4, "authority_band": "Market dominant", "ai_visibility_score": 30.0, "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "profile_url": "directory/fox-homes-team/index.html" }, { "rank": 6, "name": "Wydler Brothers", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 61.7, "authority_band": "Established public proof", "ai_visibility_score": 38.0, "sales_volume_public": 260310000.0, "sales_transactions_public": 148, "review_count_public": 33, "average_rating_public": 5.0, "profile_url": "directory/wydler-brothers/index.html" }, { "rank": 7, "name": "The Patterson Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 63.9, "authority_band": "Established public proof", "ai_visibility_score": 26.6, "sales_volume_public": 228770000.0, "sales_transactions_public": 163, "review_count_public": 75, "average_rating_public": 5.0, "profile_url": "directory/the-patterson-group/index.html" }, { "rank": 8, "name": "The ONE Street Company", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 92.9, "authority_band": "Market dominant", "ai_visibility_score": 42.2, "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "profile_url": "directory/the-one-street-company/index.html" }, { "rank": 9, "name": "Mollaan Babbington Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "profile_url": "directory/mollaan-babbington-group/index.html" }, { "rank": 10, "name": "Jenn Smira and Co", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "profile_url": "directory/jenn-smira-and-co/index.html" }, { "rank": 11, "name": "CAZA Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 81.4, "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "profile_url": "directory/caza-group/index.html" }, { "rank": 12, "name": "Jennifer Young Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "profile_url": "directory/jennifer-young-team/index.html" }, { "rank": 13, "name": "The Goodhart Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 58.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.1, "sales_volume_public": 156120000.0, "sales_transactions_public": 131, "review_count_public": 117, "average_rating_public": 4.9, "profile_url": "directory/the-goodhart-group/index.html" }, { "rank": 14, "name": "HBC Group (Huckaby Briscoe Conroy Group)", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "SERHANT.", "consumer_authority_score": 58.9, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "sales_volume_public": 151760000.0, "sales_transactions_public": 118, "review_count_public": 116, "average_rating_public": 5.0, "profile_url": "directory/hbc-group-huckaby-briscoe-conroy-group/index.html" }, { "rank": 15, "name": "Keri Shull Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 80.2, "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "profile_url": "directory/keri-shull-team/index.html" }, { "rank": 16, "name": "Erich Cabe Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.7, "authority_band": "Established public proof", "ai_visibility_score": 28.5, "sales_volume_public": 121810000.0, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "profile_url": "directory/erich-cabe-team/index.html" }, { "rank": 17, "name": "The Chrissy & Lisa Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "RLAH @properties", "consumer_authority_score": 59.5, "authority_band": "Source-backed candidate", "ai_visibility_score": 28.4, "sales_volume_public": 109000000.0, "sales_transactions_public": 108, "review_count_public": 294, "average_rating_public": 5.0, "profile_url": "directory/the-chrissy-lisa-team/index.html" }, { "rank": 18, "name": "MDT Real Estate", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.2, "authority_band": "Established public proof", "ai_visibility_score": 29.2, "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "profile_url": "directory/mdt-real-estate/index.html" }, { "rank": 19, "name": "Nikki Lagouros", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "consumer_authority_score": 91.7, "authority_band": "Market dominant", "ai_visibility_score": 41.7, "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "profile_url": "directory/nikki-lagouros/index.html" }, { "rank": 20, "name": "Daryl Judy", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 42.4, "sales_volume_public": 77190000.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "profile_url": "directory/daryl-judy/index.html" }, { "rank": 21, "name": "FASS Results Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 57.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 40.7, "sales_volume_public": 76380000.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "profile_url": "directory/fass-results-group/index.html" }, { "rank": 22, "name": "Kimberly Cestari", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Long & Foster", "consumer_authority_score": 73.7, "authority_band": "Strong public proof", "ai_visibility_score": 40.6, "sales_volume_public": 66450000.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "profile_url": "directory/kimberly-cestari/index.html" }, { "rank": 23, "name": "Laura Schwartz", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Real Broker LLC", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 39.6, "sales_volume_public": 65220000.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "profile_url": "directory/laura-schwartz/index.html" }, { "rank": 24, "name": "Arrow Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "sales_volume_public": 60250000.0, "sales_transactions_public": 68, "review_count_public": 73, "average_rating_public": 5.0, "profile_url": "directory/arrow-group/index.html" }, { "rank": 25, "name": "1245 Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 44.7, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "sales_volume_public": 58900000.0, "sales_transactions_public": 100, "review_count_public": 77, "average_rating_public": 4.9, "profile_url": "directory/1245-team/index.html" } ] }, "reviews": { "label": "Most Reviewed", "sort_label": "Public review count", "consumer_question": "Who has the broadest public service and reputation footprint?", "rows": [ { "rank": 1, "name": "Fox Homes Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 91.4, "authority_band": "Market dominant", "ai_visibility_score": 30.0, "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "profile_url": "directory/fox-homes-team/index.html" }, { "rank": 2, "name": "The ONE Street Company", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 92.9, "authority_band": "Market dominant", "ai_visibility_score": 42.2, "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "profile_url": "directory/the-one-street-company/index.html" }, { "rank": 3, "name": "Jennifer Young Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "profile_url": "directory/jennifer-young-team/index.html" }, { "rank": 4, "name": "Mollaan Babbington Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "profile_url": "directory/mollaan-babbington-group/index.html" }, { "rank": 5, "name": "Keri Shull Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 80.2, "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "profile_url": "directory/keri-shull-team/index.html" }, { "rank": 6, "name": "MDT Real Estate", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.2, "authority_band": "Established public proof", "ai_visibility_score": 29.2, "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "profile_url": "directory/mdt-real-estate/index.html" }, { "rank": 7, "name": "Team Nurit & Alex", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "The Agency DC", "consumer_authority_score": 88.7, "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "profile_url": "directory/team-nurit-alex/index.html" }, { "rank": 8, "name": "CAZA Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 81.4, "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "profile_url": "directory/caza-group/index.html" }, { "rank": 9, "name": "Debbie Dogrul Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "profile_url": "directory/debbie-dogrul-associates/index.html" }, { "rank": 10, "name": "Anthony Lam", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 80.4, "authority_band": "Elite public proof", "ai_visibility_score": 25.6, "sales_volume_public": 34730000.0, "sales_transactions_public": 33, "review_count_public": 488, "average_rating_public": 4.9, "profile_url": "directory/anthony-lam/index.html" }, { "rank": 11, "name": "William Close Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 61.8, "authority_band": "Established public proof", "ai_visibility_score": 29.1, "sales_volume_public": 45180000.0, "sales_transactions_public": 92, "review_count_public": 486, "average_rating_public": 5.0, "profile_url": "directory/william-close-group/index.html" }, { "rank": 12, "name": "Patricia Ammann", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 76.1, "authority_band": "Strong public proof", "ai_visibility_score": 25.4, "sales_volume_public": 31050000.0, "sales_transactions_public": 35, "review_count_public": 479, "average_rating_public": 4.8, "profile_url": "directory/patricia-ammann/index.html" }, { "rank": 13, "name": "Jenn Smira and Co", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "profile_url": "directory/jenn-smira-and-co/index.html" }, { "rank": 14, "name": "Mehrnaz Mary Bazargan", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 25.1, "sales_volume_public": 31060000.0, "sales_transactions_public": 45, "review_count_public": 385, "average_rating_public": 4.8, "profile_url": "directory/mehrnaz-mary-bazargan/index.html" }, { "rank": 15, "name": "ONE Residential", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 82.9, "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "profile_url": "directory/one-residential/index.html" }, { "rank": 16, "name": "FASS Results Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 57.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 40.7, "sales_volume_public": 76380000.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "profile_url": "directory/fass-results-group/index.html" }, { "rank": 17, "name": "Erich Cabe Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.7, "authority_band": "Established public proof", "ai_visibility_score": 28.5, "sales_volume_public": 121810000.0, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "profile_url": "directory/erich-cabe-team/index.html" }, { "rank": 18, "name": "Rob Wittman", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 88.3, "authority_band": "Elite public proof", "ai_visibility_score": 24.9, "sales_volume_public": 55450000.0, "sales_transactions_public": 88, "review_count_public": 308, "average_rating_public": 4.8, "profile_url": "directory/rob-wittman/index.html" }, { "rank": 19, "name": "Dina Gorrell", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 61.6, "authority_band": "Established public proof", "ai_visibility_score": 24.8, "sales_volume_public": 12200000.0, "sales_transactions_public": 23, "review_count_public": 300, "average_rating_public": 4.8, "profile_url": "directory/dina-gorrell/index.html" }, { "rank": 20, "name": "The Chrissy & Lisa Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "RLAH @properties", "consumer_authority_score": 59.5, "authority_band": "Source-backed candidate", "ai_visibility_score": 28.4, "sales_volume_public": 109000000.0, "sales_transactions_public": 108, "review_count_public": 294, "average_rating_public": 5.0, "profile_url": "directory/the-chrissy-lisa-team/index.html" }, { "rank": 21, "name": "Mara Gemond", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 47.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 24.1, "sales_volume_public": 9340000.0, "sales_transactions_public": 12, "review_count_public": 214, "average_rating_public": 4.6, "profile_url": "directory/mara-gemond/index.html" }, { "rank": 22, "name": "Andrea Courduvelis", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 65.6, "authority_band": "Established public proof", "ai_visibility_score": 27.8, "sales_volume_public": 13330000.0, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/andrea-courduvelis/index.html" }, { "rank": 23, "name": "The Casey O'Neal Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 27.8, "sales_volume_public": 29710000.0, "sales_transactions_public": 33, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/the-casey-oneal-team/index.html" }, { "rank": 24, "name": "Kay Houghton & Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 49.4, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.8, "sales_volume_public": 58860000.0, "sales_transactions_public": 86, "review_count_public": 176, "average_rating_public": 5.0, "profile_url": "directory/kay-houghton-associates/index.html" }, { "rank": 25, "name": "Nikki Lagouros", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "consumer_authority_score": 91.7, "authority_band": "Market dominant", "ai_visibility_score": 41.7, "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "profile_url": "directory/nikki-lagouros/index.html" } ] }, "ai": { "label": "Highest AI Visibility", "sort_label": "AI Visibility Score", "consumer_question": "Among source-backed candidates, who is easiest for AI-assisted search to find, connect, cite, and explain?", "rows": [ { "rank": 1, "name": "Mollaan Babbington Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "profile_url": "directory/mollaan-babbington-group/index.html" }, { "rank": 2, "name": "Daryl Judy", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 42.4, "sales_volume_public": 77190000.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "profile_url": "directory/daryl-judy/index.html" }, { "rank": 3, "name": "The ONE Street Company", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 92.9, "authority_band": "Market dominant", "ai_visibility_score": 42.2, "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "profile_url": "directory/the-one-street-company/index.html" }, { "rank": 4, "name": "Nikki Lagouros", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "consumer_authority_score": 91.7, "authority_band": "Market dominant", "ai_visibility_score": 41.7, "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "profile_url": "directory/nikki-lagouros/index.html" }, { "rank": 5, "name": "Keri Shull Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 80.2, "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "profile_url": "directory/keri-shull-team/index.html" }, { "rank": 6, "name": "Jennifer Young Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "profile_url": "directory/jennifer-young-team/index.html" }, { "rank": 7, "name": "Jenn Smira and Co", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "profile_url": "directory/jenn-smira-and-co/index.html" }, { "rank": 8, "name": "FASS Results Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 57.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 40.7, "sales_volume_public": 76380000.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "profile_url": "directory/fass-results-group/index.html" }, { "rank": 9, "name": "Kimberly Cestari", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Long & Foster", "consumer_authority_score": 73.7, "authority_band": "Strong public proof", "ai_visibility_score": 40.6, "sales_volume_public": 66450000.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "profile_url": "directory/kimberly-cestari/index.html" }, { "rank": 10, "name": "Debbie Dogrul Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "profile_url": "directory/debbie-dogrul-associates/index.html" }, { "rank": 11, "name": "ONE Residential", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 82.9, "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "profile_url": "directory/one-residential/index.html" }, { "rank": 12, "name": "Laura Schwartz", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Real Broker LLC", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 39.6, "sales_volume_public": 65220000.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "profile_url": "directory/laura-schwartz/index.html" }, { "rank": 13, "name": "Wydler Brothers", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 61.7, "authority_band": "Established public proof", "ai_visibility_score": 38.0, "sales_volume_public": 260310000.0, "sales_transactions_public": 148, "review_count_public": 33, "average_rating_public": 5.0, "profile_url": "directory/wydler-brothers/index.html" }, { "rank": 14, "name": "Fox Homes Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 91.4, "authority_band": "Market dominant", "ai_visibility_score": 30.0, "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "profile_url": "directory/fox-homes-team/index.html" }, { "rank": 15, "name": "Team Nurit & Alex", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "The Agency DC", "consumer_authority_score": 88.7, "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "profile_url": "directory/team-nurit-alex/index.html" }, { "rank": 16, "name": "MDT Real Estate", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.2, "authority_band": "Established public proof", "ai_visibility_score": 29.2, "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "profile_url": "directory/mdt-real-estate/index.html" }, { "rank": 17, "name": "CAZA Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 81.4, "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "profile_url": "directory/caza-group/index.html" }, { "rank": 18, "name": "William Close Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 61.8, "authority_band": "Established public proof", "ai_visibility_score": 29.1, "sales_volume_public": 45180000.0, "sales_transactions_public": 92, "review_count_public": 486, "average_rating_public": 5.0, "profile_url": "directory/william-close-group/index.html" }, { "rank": 19, "name": "Erich Cabe Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.7, "authority_band": "Established public proof", "ai_visibility_score": 28.5, "sales_volume_public": 121810000.0, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "profile_url": "directory/erich-cabe-team/index.html" }, { "rank": 20, "name": "The Chrissy & Lisa Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "RLAH @properties", "consumer_authority_score": 59.5, "authority_band": "Source-backed candidate", "ai_visibility_score": 28.4, "sales_volume_public": 109000000.0, "sales_transactions_public": 108, "review_count_public": 294, "average_rating_public": 5.0, "profile_url": "directory/the-chrissy-lisa-team/index.html" }, { "rank": 21, "name": "Andrea Courduvelis", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 65.6, "authority_band": "Established public proof", "ai_visibility_score": 27.8, "sales_volume_public": 13330000.0, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/andrea-courduvelis/index.html" }, { "rank": 22, "name": "Kay Houghton & Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 49.4, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.8, "sales_volume_public": 58860000.0, "sales_transactions_public": 86, "review_count_public": 176, "average_rating_public": 5.0, "profile_url": "directory/kay-houghton-associates/index.html" }, { "rank": 23, "name": "The Casey O'Neal Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 27.8, "sales_volume_public": 29710000.0, "sales_transactions_public": 33, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/the-casey-oneal-team/index.html" }, { "rank": 24, "name": "Elena Gorbounova", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "RE/MAX Allegiance", "consumer_authority_score": 66.1, "authority_band": "Established public proof", "ai_visibility_score": 27.3, "sales_volume_public": 11170000.0, "sales_transactions_public": 29, "review_count_public": 126, "average_rating_public": 5.0, "profile_url": "directory/elena-gorbounova/index.html" }, { "rank": 25, "name": "Kathy Whalen", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 59.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.3, "sales_volume_public": 10690000.0, "sales_transactions_public": 20, "review_count_public": 129, "average_rating_public": 5.0, "profile_url": "directory/kathy-whalen/index.html" } ] } }, "category_rankings": { "teams": [ { "rank": 1, "name": "Mollaan Babbington Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "ai_visibility_evidence": "32 checks / 3 mentions", "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "profile_url": "directory/mollaan-babbington-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 2, "name": "The ONE Street Company", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 92.9, "authority_band": "Market dominant", "ai_visibility_score": 42.2, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "profile_url": "directory/the-one-street-company/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 3, "name": "Keri Shull Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 80.2, "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "profile_url": "directory/keri-shull-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 4, "name": "Jennifer Young Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "profile_url": "directory/jennifer-young-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 5, "name": "Jenn Smira and Co", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "profile_url": "directory/jenn-smira-and-co/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 6, "name": "FASS Results Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 57.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 40.7, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 76380000.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "profile_url": "directory/fass-results-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 7, "name": "Debbie Dogrul Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "profile_url": "directory/debbie-dogrul-associates/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 8, "name": "ONE Residential", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 82.9, "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "profile_url": "directory/one-residential/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 9, "name": "Wydler Brothers", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 61.7, "authority_band": "Established public proof", "ai_visibility_score": 38.0, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 260310000.0, "sales_transactions_public": 148, "review_count_public": 33, "average_rating_public": 5.0, "profile_url": "directory/wydler-brothers/index.html", "recommendation_tier": "source_backed_directory", "trust_gate": "missing_realtrends_production_proof" }, { "rank": 10, "name": "Fox Homes Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 91.4, "authority_band": "Market dominant", "ai_visibility_score": 30.0, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "profile_url": "directory/fox-homes-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 11, "name": "Team Nurit & Alex", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "The Agency DC", "consumer_authority_score": 88.7, "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "profile_url": "directory/team-nurit-alex/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 12, "name": "MDT Real Estate", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.2, "authority_band": "Established public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "profile_url": "directory/mdt-real-estate/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 13, "name": "CAZA Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 81.4, "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "profile_url": "directory/caza-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 14, "name": "William Close Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 61.8, "authority_band": "Established public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 45180000.0, "sales_transactions_public": 92, "review_count_public": 486, "average_rating_public": 5.0, "profile_url": "directory/william-close-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 15, "name": "Erich Cabe Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.7, "authority_band": "Established public proof", "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 121810000.0, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "profile_url": "directory/erich-cabe-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 16, "name": "The Chrissy & Lisa Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "RLAH @properties", "consumer_authority_score": 59.5, "authority_band": "Source-backed candidate", "ai_visibility_score": 28.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 109000000.0, "sales_transactions_public": 108, "review_count_public": 294, "average_rating_public": 5.0, "profile_url": "directory/the-chrissy-lisa-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 17, "name": "Kay Houghton & Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 49.4, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 58860000.0, "sales_transactions_public": 86, "review_count_public": 176, "average_rating_public": 5.0, "profile_url": "directory/kay-houghton-associates/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 18, "name": "The Casey O'Neal Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 29710000.0, "sales_transactions_public": 33, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/the-casey-oneal-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 19, "name": "HBC Group (Huckaby Briscoe Conroy Group)", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "SERHANT.", "consumer_authority_score": 58.9, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 151760000.0, "sales_transactions_public": 118, "review_count_public": 116, "average_rating_public": 5.0, "profile_url": "directory/hbc-group-huckaby-briscoe-conroy-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 20, "name": "The Goodhart Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 58.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 156120000.0, "sales_transactions_public": 131, "review_count_public": 117, "average_rating_public": 4.9, "profile_url": "directory/the-goodhart-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 21, "name": "Andors Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 43.9, "authority_band": "Production proof captured", "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 48650000.0, "sales_transactions_public": 52, "review_count_public": 107, "average_rating_public": 5.0, "profile_url": "directory/andors-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 22, "name": "Reynolds EmpowerHome Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "EmpowerHome Team / Keller Williams", "consumer_authority_score": 75.4, "authority_band": "Strong public proof", "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 529790000.0, "sales_transactions_public": 936, "review_count_public": 100, "average_rating_public": 4.87, "profile_url": "directory/reynolds-empowerhome-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 23, "name": "The Pearl Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "RE/MAX Allegiance", "consumer_authority_score": 40.4, "authority_band": "Production proof captured", "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 47400000.0, "sales_transactions_public": 55, "review_count_public": 83, "average_rating_public": 5.0, "profile_url": "directory/the-pearl-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 24, "name": "The Patterson Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 63.9, "authority_band": "Established public proof", "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 228770000.0, "sales_transactions_public": 163, "review_count_public": 75, "average_rating_public": 5.0, "profile_url": "directory/the-patterson-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 25, "name": "1245 Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 44.7, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 58900000.0, "sales_transactions_public": 100, "review_count_public": 77, "average_rating_public": 4.9, "profile_url": "directory/1245-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" } ], "individuals": [ { "rank": 1, "name": "Daryl Judy", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 42.4, "ai_visibility_evidence": "32 checks / 4 mentions", "sales_volume_public": 77190000.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "profile_url": "directory/daryl-judy/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 2, "name": "Nikki Lagouros", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "consumer_authority_score": 91.7, "authority_band": "Market dominant", "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 2 mentions", "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "profile_url": "directory/nikki-lagouros/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 3, "name": "Kimberly Cestari", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Long & Foster", "consumer_authority_score": 73.7, "authority_band": "Strong public proof", "ai_visibility_score": 40.6, "ai_visibility_evidence": "32 checks / 3 mentions", "sales_volume_public": 66450000.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "profile_url": "directory/kimberly-cestari/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 4, "name": "Laura Schwartz", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Real Broker LLC", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 39.6, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 65220000.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "profile_url": "directory/laura-schwartz/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 5, "name": "Andrea Courduvelis", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 65.6, "authority_band": "Established public proof", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 13330000.0, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/andrea-courduvelis/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 6, "name": "Elena Gorbounova", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "RE/MAX Allegiance", "consumer_authority_score": 66.1, "authority_band": "Established public proof", "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 11170000.0, "sales_transactions_public": 29, "review_count_public": 126, "average_rating_public": 5.0, "profile_url": "directory/elena-gorbounova/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 7, "name": "Kathy Whalen", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 59.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10690000.0, "sales_transactions_public": 20, "review_count_public": 129, "average_rating_public": 5.0, "profile_url": "directory/kathy-whalen/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 8, "name": "Victor Criales", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 57.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10960000.0, "sales_transactions_public": 20, "review_count_public": 120, "average_rating_public": 5.0, "profile_url": "directory/victor-criales/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 9, "name": "Anna Ghen", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 53.8, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 11280000.0, "sales_transactions_public": 19, "review_count_public": 101, "average_rating_public": 5.0, "profile_url": "directory/anna-ghen/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 10, "name": "Corine Farhat", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 50.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 16100000.0, "sales_transactions_public": 17, "review_count_public": 64, "average_rating_public": 5.0, "profile_url": "directory/corine-farhat/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 11, "name": "Albert Bitici", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 62.3, "authority_band": "Established public proof", "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 35630000.0, "sales_transactions_public": 27, "review_count_public": 35, "average_rating_public": 5.0, "profile_url": "directory/albert-bitici/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 12, "name": "Anthony Lam", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 80.4, "authority_band": "Elite public proof", "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 34730000.0, "sales_transactions_public": 33, "review_count_public": 488, "average_rating_public": 4.9, "profile_url": "directory/anthony-lam/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 13, "name": "Patricia Ammann", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 76.1, "authority_band": "Strong public proof", "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 31050000.0, "sales_transactions_public": 35, "review_count_public": 479, "average_rating_public": 4.8, "profile_url": "directory/patricia-ammann/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 14, "name": "Mehrnaz Mary Bazargan", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 31060000.0, "sales_transactions_public": 45, "review_count_public": 385, "average_rating_public": 4.8, "profile_url": "directory/mehrnaz-mary-bazargan/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 15, "name": "Rob Wittman", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 88.3, "authority_band": "Elite public proof", "ai_visibility_score": 24.9, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 55450000.0, "sales_transactions_public": 88, "review_count_public": 308, "average_rating_public": 4.8, "profile_url": "directory/rob-wittman/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 16, "name": "Dina Gorrell", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 61.6, "authority_band": "Established public proof", "ai_visibility_score": 24.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 12200000.0, "sales_transactions_public": 23, "review_count_public": 300, "average_rating_public": 4.8, "profile_url": "directory/dina-gorrell/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 17, "name": "Mara Gemond", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 47.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 24.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 9340000.0, "sales_transactions_public": 12, "review_count_public": 214, "average_rating_public": 4.6, "profile_url": "directory/mara-gemond/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 18, "name": "Joseph Dao", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 65.8, "authority_band": "Established public proof", "ai_visibility_score": 23.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 23270000.0, "sales_transactions_public": 36, "review_count_public": 135, "average_rating_public": 4.8, "profile_url": "directory/joseph-dao/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 19, "name": "Alyssa Rajabi", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 67.5, "authority_band": "Established public proof", "ai_visibility_score": 23.7, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 39350000.0, "sales_transactions_public": 37, "review_count_public": 109, "average_rating_public": 4.9, "profile_url": "directory/alyssa-rajabi/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 20, "name": "Allison Taylor", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 71.7, "authority_band": "Strong public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 46740000.0, "sales_transactions_public": 56, "review_count_public": 100, "average_rating_public": 4.8, "profile_url": "directory/allison-taylor/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 21, "name": "Cheryl Wood", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 64.0, "authority_band": "Established public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 28680000.0, "sales_transactions_public": 37, "review_count_public": 91, "average_rating_public": 4.9, "profile_url": "directory/cheryl-wood/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 22, "name": "Tiernan Dickens", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 54.7, "authority_band": "Source-backed candidate", "ai_visibility_score": 23.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 24370000.0, "sales_transactions_public": 26, "review_count_public": 86, "average_rating_public": 4.9, "profile_url": "directory/tiernan-dickens/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 23, "name": "Brian Wilson", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 52.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 23.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 22050000.0, "sales_transactions_public": 31, "review_count_public": 99, "average_rating_public": 4.7, "profile_url": "directory/brian-wilson/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 24, "name": "Chris Junior", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 51.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 22.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 22290000.0, "sales_transactions_public": 33, "review_count_public": 38, "average_rating_public": 5.0, "profile_url": "directory/chris-junior/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 25, "name": "Arlene Fernandez", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 36.9, "authority_band": "Production proof captured", "ai_visibility_score": 22.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10540000.0, "sales_transactions_public": 20, "review_count_public": 36, "average_rating_public": 4.9, "profile_url": "directory/arlene-fernandez/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" } ] }, "ranked_category_shortlists": { "teams": [ { "rank": 1, "name": "Mollaan Babbington Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 46.0, "ai_visibility_evidence": "32 checks / 3 mentions", "sales_volume_public": 224900000.0, "sales_transactions_public": 278, "review_count_public": 1086, "average_rating_public": 5.0, "profile_url": "directory/mollaan-babbington-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 2, "name": "The ONE Street Company", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 92.9, "authority_band": "Market dominant", "ai_visibility_score": 42.2, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 226640000.0, "sales_transactions_public": 504, "review_count_public": 1922, "average_rating_public": 5.0, "profile_url": "directory/the-one-street-company/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 3, "name": "Keri Shull Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 80.2, "authority_band": "Elite public proof", "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 133970000.0, "sales_transactions_public": 202, "review_count_public": 670, "average_rating_public": 4.9, "profile_url": "directory/keri-shull-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 4, "name": "Jennifer Young Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 41.4, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 168340000.0, "sales_transactions_public": 249, "review_count_public": 1205, "average_rating_public": 4.9, "profile_url": "directory/jennifer-young-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 5, "name": "Jenn Smira and Co", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 73.4, "authority_band": "Strong public proof", "ai_visibility_score": 41.2, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 192880000.0, "sales_transactions_public": 176, "review_count_public": 435, "average_rating_public": 5.0, "profile_url": "directory/jenn-smira-and-co/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 6, "name": "FASS Results Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 57.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 40.7, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 76380000.0, "sales_transactions_public": 54, "review_count_public": 344, "average_rating_public": 5.0, "profile_url": "directory/fass-results-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 7, "name": "Debbie Dogrul Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 86.8, "authority_band": "Elite public proof", "ai_visibility_score": 40.4, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 392580000.0, "sales_transactions_public": 544, "review_count_public": 502, "average_rating_public": 4.9, "profile_url": "directory/debbie-dogrul-associates/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 8, "name": "ONE Residential", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 82.9, "authority_band": "Elite public proof", "ai_visibility_score": 40.3, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 302280000.0, "sales_transactions_public": 504, "review_count_public": 372, "average_rating_public": 5.0, "profile_url": "directory/one-residential/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 9, "name": "Fox Homes Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Samson Properties", "consumer_authority_score": 91.4, "authority_band": "Market dominant", "ai_visibility_score": 30.0, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 277600000.0, "sales_transactions_public": 405, "review_count_public": 2401, "average_rating_public": 5.0, "profile_url": "directory/fox-homes-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 10, "name": "Team Nurit & Alex", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "The Agency DC", "consumer_authority_score": 88.7, "authority_band": "Elite public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 332090000.0, "sales_transactions_public": 458, "review_count_public": 540, "average_rating_public": 5.0, "profile_url": "directory/team-nurit-alex/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 11, "name": "MDT Real Estate", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 68.2, "authority_band": "Established public proof", "ai_visibility_score": 29.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 92860000.0, "sales_transactions_public": 106, "review_count_public": 541, "average_rating_public": 5.0, "profile_url": "directory/mdt-real-estate/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 12, "name": "CAZA Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 81.4, "authority_band": "Elite public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 168520000.0, "sales_transactions_public": 380, "review_count_public": 517, "average_rating_public": 5.0, "profile_url": "directory/caza-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 13, "name": "William Close Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 61.8, "authority_band": "Established public proof", "ai_visibility_score": 29.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 45180000.0, "sales_transactions_public": 92, "review_count_public": 486, "average_rating_public": 5.0, "profile_url": "directory/william-close-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 14, "name": "Erich Cabe Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 60.7, "authority_band": "Established public proof", "ai_visibility_score": 28.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 121810000.0, "sales_transactions_public": 90, "review_count_public": 321, "average_rating_public": 5.0, "profile_url": "directory/erich-cabe-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 15, "name": "The Chrissy & Lisa Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "RLAH @properties", "consumer_authority_score": 59.5, "authority_band": "Source-backed candidate", "ai_visibility_score": 28.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 109000000.0, "sales_transactions_public": 108, "review_count_public": 294, "average_rating_public": 5.0, "profile_url": "directory/the-chrissy-lisa-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 16, "name": "Kay Houghton & Associates", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "eXp Realty", "consumer_authority_score": 49.4, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 58860000.0, "sales_transactions_public": 86, "review_count_public": 176, "average_rating_public": 5.0, "profile_url": "directory/kay-houghton-associates/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 17, "name": "The Casey O'Neal Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 29710000.0, "sales_transactions_public": 33, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/the-casey-oneal-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 18, "name": "HBC Group (Huckaby Briscoe Conroy Group)", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "SERHANT.", "consumer_authority_score": 58.9, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 151760000.0, "sales_transactions_public": 118, "review_count_public": 116, "average_rating_public": 5.0, "profile_url": "directory/hbc-group-huckaby-briscoe-conroy-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 19, "name": "The Goodhart Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 58.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 156120000.0, "sales_transactions_public": 131, "review_count_public": 117, "average_rating_public": 4.9, "profile_url": "directory/the-goodhart-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 20, "name": "Andors Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 43.9, "authority_band": "Production proof captured", "ai_visibility_score": 27.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 48650000.0, "sales_transactions_public": 52, "review_count_public": 107, "average_rating_public": 5.0, "profile_url": "directory/andors-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 21, "name": "Reynolds EmpowerHome Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "EmpowerHome Team / Keller Williams", "consumer_authority_score": 75.4, "authority_band": "Strong public proof", "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 529790000.0, "sales_transactions_public": 936, "review_count_public": 100, "average_rating_public": 4.87, "profile_url": "directory/reynolds-empowerhome-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 22, "name": "The Pearl Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "RE/MAX Allegiance", "consumer_authority_score": 40.4, "authority_band": "Production proof captured", "ai_visibility_score": 26.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 47400000.0, "sales_transactions_public": 55, "review_count_public": 83, "average_rating_public": 5.0, "profile_url": "directory/the-pearl-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 23, "name": "The Patterson Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 63.9, "authority_band": "Established public proof", "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 228770000.0, "sales_transactions_public": 163, "review_count_public": 75, "average_rating_public": 5.0, "profile_url": "directory/the-patterson-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 24, "name": "1245 Team", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Keller Williams", "consumer_authority_score": 44.7, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 58900000.0, "sales_transactions_public": 100, "review_count_public": 77, "average_rating_public": 4.9, "profile_url": "directory/1245-team/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 25, "name": "Arrow Group", "market": "Washington DC / Northern Virginia", "entity_type": "Team", "brokerage": "Compass", "consumer_authority_score": 42.8, "authority_band": "Production proof captured", "ai_visibility_score": 26.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 60250000.0, "sales_transactions_public": 68, "review_count_public": 73, "average_rating_public": 5.0, "profile_url": "directory/arrow-group/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" } ], "individuals": [ { "rank": 1, "name": "Daryl Judy", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Washington Fine Properties", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 42.4, "ai_visibility_evidence": "32 checks / 4 mentions", "sales_volume_public": 77190000.0, "sales_transactions_public": 40, "review_count_public": 100, "average_rating_public": 5.0, "profile_url": "directory/daryl-judy/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 2, "name": "Nikki Lagouros", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Berkshire Hathaway HomeServices PenFed Realty", "consumer_authority_score": 91.7, "authority_band": "Market dominant", "ai_visibility_score": 41.7, "ai_visibility_evidence": "32 checks / 2 mentions", "sales_volume_public": 87610000.0, "sales_transactions_public": 117, "review_count_public": 173, "average_rating_public": 5.0, "profile_url": "directory/nikki-lagouros/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 3, "name": "Kimberly Cestari", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Long & Foster", "consumer_authority_score": 73.7, "authority_band": "Strong public proof", "ai_visibility_score": 40.6, "ai_visibility_evidence": "32 checks / 3 mentions", "sales_volume_public": 66450000.0, "sales_transactions_public": 51, "review_count_public": 78, "average_rating_public": 4.9, "profile_url": "directory/kimberly-cestari/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 4, "name": "Laura Schwartz", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Real Broker LLC", "consumer_authority_score": 81.6, "authority_band": "Elite public proof", "ai_visibility_score": 39.6, "ai_visibility_evidence": "32 checks / 1 mentions", "sales_volume_public": 65220000.0, "sales_transactions_public": 54, "review_count_public": 118, "average_rating_public": 5.0, "profile_url": "directory/laura-schwartz/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 5, "name": "Andrea Courduvelis", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 65.6, "authority_band": "Established public proof", "ai_visibility_score": 27.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 13330000.0, "sales_transactions_public": 13, "review_count_public": 187, "average_rating_public": 5.0, "profile_url": "directory/andrea-courduvelis/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 6, "name": "Elena Gorbounova", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "RE/MAX Allegiance", "consumer_authority_score": 66.1, "authority_band": "Established public proof", "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 11170000.0, "sales_transactions_public": 29, "review_count_public": 126, "average_rating_public": 5.0, "profile_url": "directory/elena-gorbounova/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 7, "name": "Kathy Whalen", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Compass", "consumer_authority_score": 59.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10690000.0, "sales_transactions_public": 20, "review_count_public": 129, "average_rating_public": 5.0, "profile_url": "directory/kathy-whalen/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 8, "name": "Victor Criales", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "eXp Realty", "consumer_authority_score": 57.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.2, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10960000.0, "sales_transactions_public": 20, "review_count_public": 120, "average_rating_public": 5.0, "profile_url": "directory/victor-criales/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 9, "name": "Anna Ghen", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Keller Williams Metro Center", "consumer_authority_score": 53.8, "authority_band": "Source-backed candidate", "ai_visibility_score": 27.0, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 11280000.0, "sales_transactions_public": 19, "review_count_public": 101, "average_rating_public": 5.0, "profile_url": "directory/anna-ghen/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 10, "name": "Corine Farhat", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "TTR Sotheby's International Realty", "consumer_authority_score": 50.2, "authority_band": "Source-backed candidate", "ai_visibility_score": 26.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 16100000.0, "sales_transactions_public": 17, "review_count_public": 64, "average_rating_public": 5.0, "profile_url": "directory/corine-farhat/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 11, "name": "Albert Bitici", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Keller Williams", "consumer_authority_score": 62.3, "authority_band": "Established public proof", "ai_visibility_score": 25.7, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 35630000.0, "sales_transactions_public": 27, "review_count_public": 35, "average_rating_public": 5.0, "profile_url": "directory/albert-bitici/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 12, "name": "Anthony Lam", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 80.4, "authority_band": "Elite public proof", "ai_visibility_score": 25.6, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 34730000.0, "sales_transactions_public": 33, "review_count_public": 488, "average_rating_public": 4.9, "profile_url": "directory/anthony-lam/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 13, "name": "Patricia Ammann", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 76.1, "authority_band": "Strong public proof", "ai_visibility_score": 25.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 31050000.0, "sales_transactions_public": 35, "review_count_public": 479, "average_rating_public": 4.8, "profile_url": "directory/patricia-ammann/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 14, "name": "Mehrnaz Mary Bazargan", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 83.0, "authority_band": "Elite public proof", "ai_visibility_score": 25.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 31060000.0, "sales_transactions_public": 45, "review_count_public": 385, "average_rating_public": 4.8, "profile_url": "directory/mehrnaz-mary-bazargan/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 15, "name": "Rob Wittman", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 88.3, "authority_band": "Elite public proof", "ai_visibility_score": 24.9, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 55450000.0, "sales_transactions_public": 88, "review_count_public": 308, "average_rating_public": 4.8, "profile_url": "directory/rob-wittman/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 16, "name": "Dina Gorrell", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 61.6, "authority_band": "Established public proof", "ai_visibility_score": 24.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 12200000.0, "sales_transactions_public": 23, "review_count_public": 300, "average_rating_public": 4.8, "profile_url": "directory/dina-gorrell/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 17, "name": "Mara Gemond", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 47.1, "authority_band": "Source-backed candidate", "ai_visibility_score": 24.1, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 9340000.0, "sales_transactions_public": 12, "review_count_public": 214, "average_rating_public": 4.6, "profile_url": "directory/mara-gemond/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 18, "name": "Joseph Dao", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 65.8, "authority_band": "Established public proof", "ai_visibility_score": 23.8, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 23270000.0, "sales_transactions_public": 36, "review_count_public": 135, "average_rating_public": 4.8, "profile_url": "directory/joseph-dao/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 19, "name": "Alyssa Rajabi", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 67.5, "authority_band": "Established public proof", "ai_visibility_score": 23.7, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 39350000.0, "sales_transactions_public": 37, "review_count_public": 109, "average_rating_public": 4.9, "profile_url": "directory/alyssa-rajabi/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 20, "name": "Allison Taylor", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 71.7, "authority_band": "Strong public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 46740000.0, "sales_transactions_public": 56, "review_count_public": 100, "average_rating_public": 4.8, "profile_url": "directory/allison-taylor/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 21, "name": "Cheryl Wood", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 64.0, "authority_band": "Established public proof", "ai_visibility_score": 23.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 28680000.0, "sales_transactions_public": 37, "review_count_public": 91, "average_rating_public": 4.9, "profile_url": "directory/cheryl-wood/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 22, "name": "Tiernan Dickens", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 54.7, "authority_band": "Source-backed candidate", "ai_visibility_score": 23.4, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 24370000.0, "sales_transactions_public": 26, "review_count_public": 86, "average_rating_public": 4.9, "profile_url": "directory/tiernan-dickens/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 23, "name": "Brian Wilson", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 52.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 23.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 22050000.0, "sales_transactions_public": 31, "review_count_public": 99, "average_rating_public": 4.7, "profile_url": "directory/brian-wilson/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 24, "name": "Chris Junior", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 51.0, "authority_band": "Source-backed candidate", "ai_visibility_score": 22.5, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 22290000.0, "sales_transactions_public": 33, "review_count_public": 38, "average_rating_public": 5.0, "profile_url": "directory/chris-junior/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" }, { "rank": 25, "name": "Arlene Fernandez", "market": "Washington DC / Northern Virginia", "entity_type": "Individual", "brokerage": "Redfin", "consumer_authority_score": 36.9, "authority_band": "Production proof captured", "ai_visibility_score": 22.3, "ai_visibility_evidence": "32 checks / 0 mentions", "sales_volume_public": 10540000.0, "sales_transactions_public": 20, "review_count_public": 36, "average_rating_public": 4.9, "profile_url": "directory/arlene-fernandez/index.html", "recommendation_tier": "ranked_shortlist", "trust_gate": "pass" } ] }, "ranking_lenses": [ { "layer": "Highest AI Visibility", "consumer_question": "Among qualified agents and teams, who is easiest for AI-assisted search to find, connect, cite, and explain?", "primary_sort": "ai_visibility_score", "eligibility": "Current production proof, the public review minimum, exact entity identity, source quality, and a completed AI Visibility score.", "public_use": "The default public rank order for separate team and individual lists." }, { "layer": "Consumer Authority", "consumer_question": "Which qualified candidates have the strongest supporting public-authority context?", "primary_sort": "consumer_authority_score", "eligibility": "Available for qualified public rows as supporting comparison context.", "public_use": "A supporting lens for deeper comparison; it does not replace the AI Visibility rank order." }, { "layer": "Highest Production", "consumer_question": "Who has the strongest public production footprint?", "primary_sort": "production_metric_value", "eligibility": "Durable production proof from RealTrends, brokerage, credible press, or equivalent source.", "public_use": "Useful for sellers and high-stakes buyers who want market activity proof before checking fit." }, { "layer": "Most Reviewed", "consumer_question": "Who has the strongest public service and reputation footprint?", "primary_sort": "review_count", "eligibility": "Public review-count proof from a consumer-facing source without copying restricted review text.", "public_use": "Useful for consumers who want service-volume signal, not a standalone quality claim." } ], "editorial_boundary": "Ranking placement cannot be purchased. Factual corrections may be reviewed, and model calibration may evolve as AI search behavior changes. Candidate-specific scoring changes require source-backed evidence and documented trust-gate updates.", "recognition_context": { "market": "Washington DC / Northern Virginia", "slug": "washington-dc-northern-virginia", "context_count": 3250, "geography": "Washington-Arlington-Alexandria, DC-VA-MD-WV", "reference_period": "May 2025", "source_url": "https://data.bls.gov/oes/#/area/0047900/2025", "status": "current_published_estimate", "published_team_positions": 25, "published_individual_positions": 25, "source_backed_candidate_pool": 51, "interpretation": "Market-scale context only; not the REAI ranking denominator or a claim that every professional was evaluated." } }