{
  "market": "Chicago",
  "slug": "chicago",
  "region": "Midwest",
  "scope_note": "Chicago city and close-in luxury/high-production residential markets.",
  "updated": "June 23, 2026",
  "market_authority_rankings": [
    {
      "market": "Chicago",
      "rank": 1,
      "category_rank": 1,
      "name": "Laricy Team",
      "entity_type": "Team",
      "brokerage": "Americorp",
      "score": 98.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 46.9,
      "ai_visibility_evidence": "32 checks / 4 mentions",
      "sales_volume_public": 312960000.0,
      "sales_transactions_public": 579,
      "review_count_public": 1982,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/laricy-team/index.html",
      "official_url": "https://mattlaricy.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/laricy-illinois-americorp/",
      "review_source_url": "https://www.zillow.com/profile/matt-laricy"
    },
    {
      "market": "Chicago",
      "rank": 2,
      "category_rank": 2,
      "name": "Crystal Tran Team",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "score": 95.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 48.4,
      "ai_visibility_evidence": "32 checks / 5 mentions",
      "sales_volume_public": 53050000.0,
      "sales_transactions_public": 254,
      "review_count_public": 810,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/crystal-tran-team/index.html",
      "official_url": "https://huntchicago.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/crystaltranteam-illinois-propertieschristie-sinternationalrealestate/",
      "review_source_url": "https://www.zillow.com/profile/Crystal%20Tran%20Team"
    },
    {
      "market": "Chicago",
      "rank": 3,
      "category_rank": 3,
      "name": "Qamar Group",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage Inc.",
      "score": 94.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 29.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 102220000.0,
      "sales_transactions_public": 254,
      "review_count_public": 720,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/qamar-group/index.html",
      "official_url": "https://qamargroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/qamar-group-illinois-the-real-brokerage-inc/",
      "review_source_url": "https://www.zillow.com/profile/RafayQamar"
    },
    {
      "market": "Chicago",
      "rank": 4,
      "category_rank": 1,
      "name": "Crystal Tran",
      "entity_type": "Individual",
      "brokerage": "properties Christies International Real Estate",
      "score": 92.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 41.7,
      "ai_visibility_evidence": "32 checks / 3 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 229,
      "review_count_public": 795,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/crystal-tran/index.html",
      "official_url": "https://huntchicago.com/",
      "production_source_url": "https://www.fastexpert.com/agents/crystal-tran-58000/",
      "review_source_url": "https://www.fastexpert.com/agents/crystal-tran-58000/"
    },
    {
      "market": "Chicago",
      "rank": 5,
      "category_rank": 4,
      "name": "The DoWell Group",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "score": 86.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 28.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 127580000.0,
      "sales_transactions_public": 168,
      "review_count_public": 345,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-dowell-group/index.html",
      "official_url": "https://thedowellgroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-dowell-group-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "https://www.zillow.com/profile/The%20DoWell%20Group"
    },
    {
      "market": "Chicago",
      "rank": 6,
      "category_rank": 5,
      "name": "The Scott Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 85.0,
      "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": 78310000.0,
      "sales_transactions_public": 109,
      "review_count_public": 539,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-scott-group/index.html",
      "official_url": "https://thescottgrp.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-scott-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/RealtorDarrellScott"
    },
    {
      "market": "Chicago",
      "rank": 7,
      "category_rank": 6,
      "name": "Alex Stoykov Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 84.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 39.9,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 154820000.0,
      "sales_transactions_public": 233,
      "review_count_public": 334,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alex-stoykov-group/index.html",
      "official_url": "https://www.alexstoykovgroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/alex-stoykov-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Alexander%20Stoykov"
    },
    {
      "market": "Chicago",
      "rank": 8,
      "category_rank": 2,
      "name": "Cindi Sodolski",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 84.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 24.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 160,
      "review_count_public": 179,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/cindi-sodolski/index.html",
      "official_url": "https://www.compass.com/agents/cindi-sodolski/",
      "production_source_url": "https://www.fastexpert.com/agents/cindi-sodolski-27824/",
      "review_source_url": "https://www.fastexpert.com/agents/cindi-sodolski-27824/"
    },
    {
      "market": "Chicago",
      "rank": 9,
      "category_rank": 3,
      "name": "Sophia Klopas",
      "entity_type": "Individual",
      "brokerage": "Jameson Sothebys International Realty",
      "score": 83.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 23.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 234,
      "review_count_public": 112,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/sophia-klopas/index.html",
      "official_url": "https://klopasstratton.com/agent/sophia-klopas",
      "production_source_url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
      "review_source_url": "https://www.fastexpert.com/agents/sophia-klopas-28041/"
    },
    {
      "market": "Chicago",
      "rank": 10,
      "category_rank": 4,
      "name": "Kate Waddell",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 83.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 24.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 202,
      "review_count_public": 137,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/kate-waddell/index.html",
      "official_url": "https://www.compass.com/agents/kate-waddell/",
      "production_source_url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
      "review_source_url": "https://www.fastexpert.com/agents/kate-waddell-59569/"
    },
    {
      "market": "Chicago",
      "rank": 11,
      "category_rank": 7,
      "name": "Melissa Siegal Group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "score": 82.6,
      "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": 60770000.0,
      "sales_transactions_public": 81,
      "review_count_public": 551,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/melissa-siegal-group/index.html",
      "official_url": "https://melissasiegal.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/melissa-siegal-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/melissasiegal"
    },
    {
      "market": "Chicago",
      "rank": 12,
      "category_rank": 5,
      "name": "Nancy Tassone",
      "entity_type": "Individual",
      "brokerage": "",
      "score": 80.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 35.4,
      "ai_visibility_evidence": "32 checks / 4 mentions",
      "sales_volume_public": 109680000.0,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/nancy-tassone/index.html",
      "official_url": "https://www.nancytassone.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/nancy-tassone-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 13,
      "category_rank": 8,
      "name": "Carrie McCormick Luxury Group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "score": 79.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 332590000.0,
      "sales_transactions_public": 160,
      "review_count_public": 181,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/carrie-mccormick-luxury-group/index.html",
      "official_url": "https://carriemccormickre.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/carrie-mccormick-luxury-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/Carrie%20McCormick"
    },
    {
      "market": "Chicago",
      "rank": 14,
      "category_rank": 6,
      "name": "Elizabeth August",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 79.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 28420000.0,
      "sales_transactions_public": 32,
      "review_count_public": 105,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/elizabeth-august/index.html",
      "official_url": "https://www.atproperties.com/agents/1258/elizabeth-august",
      "production_source_url": "https://www.realtrends.com/agent-profile/elizabeth-august-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Elizabeth%20August"
    },
    {
      "market": "Chicago",
      "rank": 15,
      "category_rank": 7,
      "name": "Melissa Dondalski",
      "entity_type": "Individual",
      "brokerage": "",
      "score": 79.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.3,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 130,
      "review_count_public": 159,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/melissa-dondalski/index.html",
      "official_url": "https://www.atproperties.com/site/melissadondalski",
      "production_source_url": "https://www.fastexpert.com/agents/melissa-dondalski-84856/",
      "review_source_url": "https://www.fastexpert.com/agents/melissa-dondalski-84856/"
    },
    {
      "market": "Chicago",
      "rank": 16,
      "category_rank": 9,
      "name": "Connie Dornan Group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "score": 79.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 119500000.0,
      "sales_transactions_public": 145,
      "review_count_public": 232,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/connie-dornan-group/index.html",
      "official_url": "https://conniedornan.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/connie-dornan-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/ConnieDornanRealtor"
    },
    {
      "market": "Chicago",
      "rank": 17,
      "category_rank": 10,
      "name": "Kate Waddell Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 79.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 83810000.0,
      "sales_transactions_public": 100,
      "review_count_public": 335,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/kate-waddell-group/index.html",
      "official_url": "https://katewaddellgroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/kate-waddell-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/KateWaddell"
    },
    {
      "market": "Chicago",
      "rank": 18,
      "category_rank": 8,
      "name": "Cynthia Stolfe",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 78.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 24840000.0,
      "sales_transactions_public": 52,
      "review_count_public": 202,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/cynthia-stolfe/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/cynthia-stolfe",
      "production_source_url": "https://www.realtrends.com/agent-profile/cynthia-stolfe-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/cynthia-stolfe"
    },
    {
      "market": "Chicago",
      "rank": 19,
      "category_rank": 9,
      "name": "Millie Rosenbloom",
      "entity_type": "Individual",
      "brokerage": "",
      "score": 77.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 41940000.0,
      "sales_transactions_public": 36,
      "review_count_public": 76,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/millie-rosenbloom/index.html",
      "official_url": "https://www.millierosenbloom.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/millie-rosenbloom-illinois/",
      "review_source_url": "https://zenlist.com/a/millie.rosenbloom"
    },
    {
      "market": "Chicago",
      "rank": 20,
      "category_rank": 10,
      "name": "Stacey Dombar",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 77.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 23980000.0,
      "sales_transactions_public": 37,
      "review_count_public": 233,
      "average_rating_public": 4.8,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/stacey-dombar/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/stacey-dombar",
      "production_source_url": "https://www.realtrends.com/agent-profile/stacey-dombar-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/stacey-dombar"
    },
    {
      "market": "Chicago",
      "rank": 21,
      "category_rank": 11,
      "name": "Scott Curcio",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner Real Estate",
      "score": 77.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 158,
      "review_count_public": 109,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/scott-curcio/index.html",
      "official_url": "https://scottcurcio.com/",
      "production_source_url": "https://www.fastexpert.com/agents/scott-curcio-10185/",
      "review_source_url": "https://www.fastexpert.com/agents/scott-curcio-10185/"
    },
    {
      "market": "Chicago",
      "rank": 22,
      "category_rank": 12,
      "name": "Michael Saladino",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "score": 76.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 142,
      "review_count_public": 119,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/michael-saladino/index.html",
      "official_url": "https://mike.saladinosells.homes/",
      "production_source_url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
      "review_source_url": "https://www.fastexpert.com/agents/michael-saladino-11792/"
    },
    {
      "market": "Chicago",
      "rank": 23,
      "category_rank": 13,
      "name": "Amy Gugliuzza",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 76.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 25300000.0,
      "sales_transactions_public": 64,
      "review_count_public": 178,
      "average_rating_public": 4.8,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/amy-gugliuzza/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/amy-gugliuzza",
      "production_source_url": "https://www.realtrends.com/agent-profile/amy-gugliuzza-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/amy-gugliuzza"
    },
    {
      "market": "Chicago",
      "rank": 24,
      "category_rank": 14,
      "name": "Alex Wolking",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "score": 75.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 30880000.0,
      "sales_transactions_public": 45,
      "review_count_public": 72,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alex-wolking/index.html",
      "official_url": "https://alexwolking.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/alex-wolking-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Alex%20Wolking"
    },
    {
      "market": "Chicago",
      "rank": 25,
      "category_rank": 11,
      "name": "Dawn McKenna Group",
      "entity_type": "Team",
      "brokerage": "",
      "score": 74.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.9,
      "ai_visibility_evidence": "32 checks / 4 mentions",
      "sales_volume_public": 785920000.0,
      "sales_transactions_public": 584,
      "review_count_public": 80,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/dawn-mckenna-group/index.html",
      "official_url": "https://dawnmckennagroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/dawn-mckenna-group-illinois-coldwell-banker-realty/",
      "review_source_url": "https://www.provenexpert.com/en-us/dawn-mckenna-group/"
    },
    {
      "market": "Chicago",
      "rank": 26,
      "category_rank": 12,
      "name": "The MG Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 74.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.4,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 94900000.0,
      "sales_transactions_public": 156,
      "review_count_public": 128,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-mg-group/index.html",
      "official_url": "https://mggroupchicago.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/mggroup-illinois-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/the-mg-group-3786/"
    },
    {
      "market": "Chicago",
      "rank": 27,
      "category_rank": 15,
      "name": "Brian Behan",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "score": 73.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 31890000.0,
      "sales_transactions_public": 35,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/brian-behan/index.html",
      "official_url": "https://www.atproperties.com/agents/5991/brian-behan",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-behan-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Brian%20Behan"
    },
    {
      "market": "Chicago",
      "rank": 28,
      "category_rank": 16,
      "name": "Danielle Dowell",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway Home Services - Chicago",
      "score": 73.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 166,
      "review_count_public": 334,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/danielle-dowell/index.html",
      "official_url": "",
      "production_source_url": "https://www.fastexpert.com/agents/danielle-dowell-23515/",
      "review_source_url": "https://www.fastexpert.com/agents/danielle-dowell-23515/"
    },
    {
      "market": "Chicago",
      "rank": 29,
      "category_rank": 13,
      "name": "Busby Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 73.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 86940000.0,
      "sales_transactions_public": 106,
      "review_count_public": 162,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/busby-group/index.html",
      "official_url": "https://busbygroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/busby-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/juliebusby"
    },
    {
      "market": "Chicago",
      "rank": 30,
      "category_rank": 17,
      "name": "Becky Wipperfurth",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 73.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 21670000.0,
      "sales_transactions_public": 54,
      "review_count_public": 167,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/becky-wipperfurth/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/becky-wipperfurth",
      "production_source_url": "https://www.realtrends.com/agent-profile/becky-wipperfurth-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/becky-wipperfurth"
    },
    {
      "market": "Chicago",
      "rank": 31,
      "category_rank": 18,
      "name": "Dawn McKenna",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "score": 73.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 156,
      "review_count_public": 81,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/dawn-mckenna/index.html",
      "official_url": "https://dawnmckennagroup.com/agents/dawn-mckenna",
      "production_source_url": "https://www.fastexpert.com/agents/dawn-mckenna-40992/",
      "review_source_url": "https://www.fastexpert.com/agents/dawn-mckenna-40992/"
    },
    {
      "market": "Chicago",
      "rank": 32,
      "category_rank": 19,
      "name": "Camille Canales",
      "entity_type": "Individual",
      "brokerage": "CCG Chicago @ Compass Real Estate",
      "score": 72.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 134,
      "review_count_public": 100,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/camille-canales/index.html",
      "official_url": "https://ccg-chicago.com/agent/camille-canales",
      "production_source_url": "https://www.fastexpert.com/agents/camille-canales-110415/",
      "review_source_url": "https://www.fastexpert.com/agents/camille-canales-110415/"
    },
    {
      "market": "Chicago",
      "rank": 33,
      "category_rank": 14,
      "name": "Advisors North",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 71.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 29.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 31320000.0,
      "sales_transactions_public": 52,
      "review_count_public": 453,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/advisors-north/index.html",
      "official_url": "https://www.compass.com/agents/adam-max/",
      "production_source_url": "https://www.realtrends.com/team-profile/advisors-north-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/The-Max-Team/"
    },
    {
      "market": "Chicago",
      "rank": 34,
      "category_rank": 20,
      "name": "Joanne Nemerovski",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 71.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 25.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 50260000.0,
      "sales_transactions_public": 41,
      "review_count_public": 31,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/joanne-nemerovski/index.html",
      "official_url": "https://www.joannesellschicago.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/joanne-nemerovski-illinois/",
      "review_source_url": "https://www.homes.com/real-estate-agents/joanne-nemerovski/rn8jqd0/"
    },
    {
      "market": "Chicago",
      "rank": 35,
      "category_rank": 15,
      "name": "Emily Sachs Wong",
      "entity_type": "Team",
      "brokerage": "",
      "score": 70.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 36.3,
      "ai_visibility_evidence": "32 checks / 8 mentions",
      "sales_volume_public": 4000000000.0,
      "sales_transactions_public": null,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/emily-sachs-wong/index.html",
      "official_url": "https://eswchicago.com/",
      "production_source_url": "https://eswchicago.com/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 36,
      "category_rank": 21,
      "name": "Jessica Jakubowski",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "score": 70.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 25420000.0,
      "sales_transactions_public": 37,
      "review_count_public": 55,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/jessica-jakubowski/index.html",
      "official_url": "https://www.atproperties.com/agents/9068/jessica-jakubowski",
      "production_source_url": "https://www.realtrends.com/agent-profile/jessica-jakubowski-illinois/",
      "review_source_url": "https://www.zillow.com/profile/jessica%20jakubowski"
    },
    {
      "market": "Chicago",
      "rank": 37,
      "category_rank": 22,
      "name": "Peter Moore",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "score": 70.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 13880000.0,
      "sales_transactions_public": 21,
      "review_count_public": 387,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/peter-moore/index.html",
      "official_url": "https://www.bairdwarner.com/agent-bio/petermoore",
      "production_source_url": "https://www.realtrends.com/agent-profile/peter-moore-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Mr%20Peter%20Moore"
    },
    {
      "market": "Chicago",
      "rank": 38,
      "category_rank": 16,
      "name": "Chicago Residential Partners",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 69.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 28.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 33160000.0,
      "sales_transactions_public": 65,
      "review_count_public": 303,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chicago-residential-partners/index.html",
      "official_url": "https://www.chicagoresidentialpartners.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-residential-partners-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/bzibung"
    },
    {
      "market": "Chicago",
      "rank": 39,
      "category_rank": 23,
      "name": "Stephanie LoVerde",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "score": 69.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 40.9,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": 23580000.0,
      "sales_transactions_public": 45,
      "review_count_public": 79,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/stephanie-loverde/index.html",
      "official_url": "https://www.bairdwarner.com/agent-bio/stephanieloverde",
      "production_source_url": "https://www.realtrends.com/agent-profile/stephanie-loverde-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Stephanie%20LoVerde"
    },
    {
      "market": "Chicago",
      "rank": 40,
      "category_rank": 24,
      "name": "Jacob Reiner",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 69.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 23190000.0,
      "sales_transactions_public": 47,
      "review_count_public": 139,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/jacob-reiner/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/jacob-reiner",
      "production_source_url": "https://www.realtrends.com/agent-profile/jacob-reiner-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jacob-reiner"
    },
    {
      "market": "Chicago",
      "rank": 41,
      "category_rank": 17,
      "name": "Camille Canales Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 68.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 43530000.0,
      "sales_transactions_public": 72,
      "review_count_public": 148,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/camille-canales-group/index.html",
      "official_url": "https://ccg-chicago.com",
      "production_source_url": "https://www.realtrends.com/team-profile/camille-canales-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Camille%20CanalesGroup"
    },
    {
      "market": "Chicago",
      "rank": 42,
      "category_rank": 25,
      "name": "Peggy Sersen",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 67.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 21800000.0,
      "sales_transactions_public": 40,
      "review_count_public": 165,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/peggy-sersen/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/peggy-sersen",
      "production_source_url": "https://www.realtrends.com/agent-profile/peggy-sersen-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/peggy-sersen"
    },
    {
      "market": "Chicago",
      "rank": 43,
      "category_rank": 18,
      "name": "Lowe Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 66.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 43.9,
      "ai_visibility_evidence": "32 checks / 5 mentions",
      "sales_volume_public": 250100000.0,
      "sales_transactions_public": 160,
      "review_count_public": 33,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/lowe-group/index.html",
      "official_url": "https://lowegroupchicago.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/lowe-group-chicago-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Jeff%20Lowe"
    },
    {
      "market": "Chicago",
      "rank": 44,
      "category_rank": 19,
      "name": "Chicago Home Partner",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 65.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 54,
      "review_count_public": 197,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chicago-home-partner/index.html",
      "official_url": "https://chicagohomepartner.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-home-partner-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/AMcMillan"
    },
    {
      "market": "Chicago",
      "rank": 45,
      "category_rank": 20,
      "name": "Scott Curcio Residential",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "score": 63.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 36710000.0,
      "sales_transactions_public": 68,
      "review_count_public": 116,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/scott-curcio-residential/index.html",
      "official_url": "https://scottcurcio.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/scott-curcio-residential-illinois-baird-warner/",
      "review_source_url": "https://www.zillow.com/profile/Scott%20Curcio"
    },
    {
      "market": "Chicago",
      "rank": 46,
      "category_rank": 26,
      "name": "Chezi Rafaeli",
      "entity_type": "Individual",
      "brokerage": "",
      "score": 63.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 18.4,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 68060000.0,
      "sales_transactions_public": 59,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chezi-rafaeli/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/chezi-rafaeli-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 47,
      "category_rank": 27,
      "name": "Vergis Eiland",
      "entity_type": "Individual",
      "brokerage": "@properties",
      "score": 63.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 23.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 127,
      "review_count_public": 64,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/vergis-eiland/index.html",
      "official_url": "https://www.atproperties.com/site/vergiseiland",
      "production_source_url": "https://www.fastexpert.com/agents/vergis-eiland-33314/",
      "review_source_url": "https://www.fastexpert.com/agents/vergis-eiland-33314/"
    },
    {
      "market": "Chicago",
      "rank": 48,
      "category_rank": 21,
      "name": "BellaHart Group",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "score": 62.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 68,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/bellahart-group/index.html",
      "official_url": "https://bellahartgroup.com",
      "production_source_url": "https://www.realtrends.com/team-profile/bellahart-group-illinois-baird-warner/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 49,
      "category_rank": 28,
      "name": "Santiago Valdez",
      "entity_type": "Individual",
      "brokerage": "Compass - Chicago - River North (Kinzie)",
      "score": 61.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.2,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 206,
      "review_count_public": 73,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/santiago-valdez/index.html",
      "official_url": "",
      "production_source_url": "https://www.fastexpert.com/agents/santiago-valdez-20203/",
      "review_source_url": "https://www.fastexpert.com/agents/santiago-valdez-20203/"
    },
    {
      "market": "Chicago",
      "rank": 50,
      "category_rank": 29,
      "name": "Amie Klujian",
      "entity_type": "Individual",
      "brokerage": "SwakeGroup at Dream Town Realty",
      "score": 61.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 21.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 194,
      "review_count_public": 18,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/amie-klujian/index.html",
      "official_url": "https://amieklujian.com/",
      "production_source_url": "https://www.fastexpert.com/agents/amie-klujian-100488/",
      "review_source_url": "https://www.fastexpert.com/agents/amie-klujian-100488/"
    },
    {
      "market": "Chicago",
      "rank": 51,
      "category_rank": 22,
      "name": "Arrow Home Advisors",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 60.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 67,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/arrow-home-advisors/index.html",
      "official_url": "https://arrowhomeadvisors.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/arrow-home-advisors-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 52,
      "category_rank": 30,
      "name": "Jacqueline Alter",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 59.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 23.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 17270000.0,
      "sales_transactions_public": 39,
      "review_count_public": 110,
      "average_rating_public": 4.8,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/jacqueline-alter/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/jacqueline-alter",
      "production_source_url": "https://www.realtrends.com/agent-profile/jacqueline-alter-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jacqueline-alter"
    },
    {
      "market": "Chicago",
      "rank": 53,
      "category_rank": 31,
      "name": "Owen Duffy",
      "entity_type": "Individual",
      "brokerage": "Fulton Grace Realty",
      "score": 58.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 11.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 128,
      "review_count_public": 111,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/owen-duffy/index.html",
      "official_url": "",
      "production_source_url": "https://www.fastexpert.com/agents/owen-duffy-45690/",
      "review_source_url": "https://www.fastexpert.com/agents/owen-duffy-45690/"
    },
    {
      "market": "Chicago",
      "rank": 54,
      "category_rank": 32,
      "name": "Marc Zale",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 58.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 22960000.0,
      "sales_transactions_public": 17,
      "review_count_public": 44,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/marc-zale/index.html",
      "official_url": "https://www.compass.com/agents/marc-zale/",
      "production_source_url": "https://www.realtrends.com/agent-profile/marc-zale-illinois/",
      "review_source_url": "https://www.zillow.com/profile/mzale2"
    },
    {
      "market": "Chicago",
      "rank": 55,
      "category_rank": 23,
      "name": "Chen Frost Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 57.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 57,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chen-frost-group/index.html",
      "official_url": "https://www.compass.com/agents/kristine-frost/",
      "production_source_url": "https://www.realtrends.com/team-profile/chen-frost-group-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 56,
      "category_rank": 24,
      "name": "Ames Group Chicago",
      "entity_type": "Team",
      "brokerage": "Engel & Volkers Chicago",
      "score": 57.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 70300000.0,
      "sales_transactions_public": 66,
      "review_count_public": 78,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/ames-group-chicago/index.html",
      "official_url": "https://amesgroupchicago.evrealestate.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/ames-group-chicago-illinois-engel-vo-lkers-chicago/",
      "review_source_url": "https://www.zillow.com/profile/JenniferAmes"
    },
    {
      "market": "Chicago",
      "rank": 57,
      "category_rank": 33,
      "name": "Deb Hess",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 56.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 11.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 128,
      "review_count_public": 104,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/deb-hess/index.html",
      "official_url": "",
      "production_source_url": "https://www.fastexpert.com/agents/deborah-hess-53807/",
      "review_source_url": "https://www.fastexpert.com/agents/deborah-hess-53807/"
    },
    {
      "market": "Chicago",
      "rank": 58,
      "category_rank": 34,
      "name": "Scott Newman",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONE Chicago",
      "score": 56.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 35.7,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 131,
      "review_count_public": 24,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/scott-newman/index.html",
      "official_url": "https://www.team-newman.com",
      "production_source_url": "https://www.fastexpert.com/agents/scott-newman-98797/",
      "review_source_url": "https://www.fastexpert.com/agents/scott-newman-98797/"
    },
    {
      "market": "Chicago",
      "rank": 59,
      "category_rank": 35,
      "name": "Swati Saxena",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "score": 55.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 22060000.0,
      "sales_transactions_public": 35,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/swati-saxena/index.html",
      "official_url": "https://www.bairdwarner.com/agent-bio/swatisaxena",
      "production_source_url": "https://www.realtrends.com/agent-profile/swati-saxena-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Swati%20Saxena"
    },
    {
      "market": "Chicago",
      "rank": 60,
      "category_rank": 25,
      "name": "Brad Lippitz Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 55.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 18.4,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 108,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/brad-lippitz-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/brad-lippitz-group-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 61,
      "category_rank": 36,
      "name": "Michael Scanlon",
      "entity_type": "Individual",
      "brokerage": "Exp Realty",
      "score": 55.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 32.2,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 143,
      "review_count_public": 6,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/michael-scanlon/index.html",
      "official_url": "https://michaelscanlon.exprealty.com/",
      "production_source_url": "https://www.fastexpert.com/agents/michael-scanlon-62679/",
      "review_source_url": "https://www.fastexpert.com/agents/michael-scanlon-62679/"
    },
    {
      "market": "Chicago",
      "rank": 62,
      "category_rank": 37,
      "name": "Morgan Sage",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "score": 53.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 23180000.0,
      "sales_transactions_public": 36,
      "review_count_public": 25,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/morgan-sage/index.html",
      "official_url": "https://morgansage.net/about/",
      "production_source_url": "https://www.realtrends.com/agent-profile/morgan-sage-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Morgan%20Sage"
    },
    {
      "market": "Chicago",
      "rank": 63,
      "category_rank": 26,
      "name": "CARA Team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 53.5,
      "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": null,
      "sales_transactions_public": 41,
      "review_count_public": 100,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/cara-team/index.html",
      "official_url": "https://cara.team/",
      "production_source_url": "https://www.realtrends.com/team-profile/cara-team-illinois-compass/",
      "review_source_url": "https://promallu.com/toprated/united-states/cara-team-at-compass-arlington-heights-realtors-w7jnvo/"
    },
    {
      "market": "Chicago",
      "rank": 64,
      "category_rank": 27,
      "name": "Buy Sell Love Chicago",
      "entity_type": "Team",
      "brokerage": "",
      "score": 52.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 56000000.0,
      "sales_transactions_public": 95,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/buy-sell-love-chicago/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/buy-sell-love-chicago-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 65,
      "category_rank": 38,
      "name": "Kara Keller",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "score": 52.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 13910000.0,
      "sales_transactions_public": 21,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/kara-keller/index.html",
      "official_url": "https://www.bairdwarner.com/agent-bio/karakeller",
      "production_source_url": "https://www.realtrends.com/agent-profile/kara-keller-illinois/",
      "review_source_url": "https://www.zillow.com/profile/KaraGKeller"
    },
    {
      "market": "Chicago",
      "rank": 66,
      "category_rank": 28,
      "name": "ATM Team",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "score": 51.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 74,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/atm-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/atm-team-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 67,
      "category_rank": 39,
      "name": "Dave Moreno",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 50.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 22.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 21950000.0,
      "sales_transactions_public": 37,
      "review_count_public": 52,
      "average_rating_public": 4.8,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/dave-moreno/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/dave-moreno",
      "production_source_url": "https://www.realtrends.com/agent-profile/dave-moreno-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/dave-moreno"
    },
    {
      "market": "Chicago",
      "rank": 68,
      "category_rank": 29,
      "name": "Cheryi Gatti Team",
      "entity_type": "Team",
      "brokerage": "Coldwell Banker Realty",
      "score": 49.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 71,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/cheryi-gatti-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/cheryi-gatti-team-illinois-coldwell-banker-realty/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 69,
      "category_rank": 40,
      "name": "Ed Jelinek",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 48.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 18.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 10760000.0,
      "sales_transactions_public": 23,
      "review_count_public": 139,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/ed-jelinek/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/ed-jelinek-illinois/",
      "review_source_url": "https://www.zillow.com/profile/ejelinek"
    },
    {
      "market": "Chicago",
      "rank": 70,
      "category_rank": 41,
      "name": "Debra Dobbs",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 48.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 9.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 166,
      "review_count_public": 26,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/debra-dobbs/index.html",
      "official_url": "",
      "production_source_url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
      "review_source_url": "https://www.fastexpert.com/agents/debra-dobbs-87143/"
    },
    {
      "market": "Chicago",
      "rank": 71,
      "category_rank": 30,
      "name": "Bryan Bomba Group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 48.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 70,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/bryan-bomba-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/bryan-bomba-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 72,
      "category_rank": 42,
      "name": "Amir Fouad",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 47.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 12550000.0,
      "sales_transactions_public": 27,
      "review_count_public": 48,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/amir-fouad/index.html",
      "official_url": "https://www.amirfouad.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/amir-fouad-illinois/",
      "review_source_url": "https://www.zillow.com/profile/amirlfouad"
    },
    {
      "market": "Chicago",
      "rank": 73,
      "category_rank": 43,
      "name": "Tony Garcia",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "score": 47.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 15.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 11490000.0,
      "sales_transactions_public": 47,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/tony-garcia/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/tony-garcia-illinois/",
      "review_source_url": "https://www.homes.com/real-estate-agents/tony-garcia/0cg5lf1/"
    },
    {
      "market": "Chicago",
      "rank": 74,
      "category_rank": 31,
      "name": "Anne Gain Group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 47.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 68,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/anne-gain-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/anne-gain-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 75,
      "category_rank": 32,
      "name": "Collin Wasiak Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 45.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/collin-wasiak-group/index.html",
      "official_url": "https://www.compass.com/agents/collin-wasiak/",
      "production_source_url": "https://www.realtrends.com/team-profile/collin-wasiak-group-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 76,
      "category_rank": 44,
      "name": "Agnes Kakareko",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "score": 44.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 16.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 13800000.0,
      "sales_transactions_public": 38,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/agnes-kakareko/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/agnes-kakareko-illinois/",
      "review_source_url": "https://www.zillow.com/profile/agnes%20kakareko"
    },
    {
      "market": "Chicago",
      "rank": 77,
      "category_rank": 33,
      "name": "Ballis Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 44.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 22060000.0,
      "sales_transactions_public": 29,
      "review_count_public": 96,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/ballis-group/index.html",
      "official_url": "https://ballisgroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/ballis-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/ballis%20group"
    },
    {
      "market": "Chicago",
      "rank": 78,
      "category_rank": 45,
      "name": "Adam Zenullahi",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 44.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 23.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": 68,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/adam-zenullahi/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/adam-zenullahi",
      "production_source_url": "https://www.realtrends.com/agent-profile/adam-zenullahi-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/adam-zenullahi"
    },
    {
      "market": "Chicago",
      "rank": 79,
      "category_rank": 34,
      "name": "C Starr Team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 43.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 62,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/c-starr-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/c-starr-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 80,
      "category_rank": 35,
      "name": "The Dobbs Group",
      "entity_type": "Team",
      "brokerage": "The Dobbs Group",
      "score": 42.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 130,
      "review_count_public": 23,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-dobbs-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.fastexpert.com/agents/debra-dobbs-113701/",
      "review_source_url": "https://www.fastexpert.com/agents/debra-dobbs-113701/"
    },
    {
      "market": "Chicago",
      "rank": 81,
      "category_rank": 36,
      "name": "Cindi Sodolski Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 42.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 27700000.0,
      "sales_transactions_public": 34,
      "review_count_public": 64,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/cindi-sodolski-group/index.html",
      "official_url": "https://cindisodolskigroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/cindi-sodolski-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/cindisodolski"
    },
    {
      "market": "Chicago",
      "rank": 82,
      "category_rank": 46,
      "name": "Steve Scheuring",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "score": 41.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 12380000.0,
      "sales_transactions_public": 18,
      "review_count_public": 30,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/steve-scheuring/index.html",
      "official_url": "https://www.bairdwarner.com/agent-bio/stevescheuring",
      "production_source_url": "https://www.realtrends.com/agent-profile/steve-scheuring-illinois/",
      "review_source_url": "https://www.zillow.com/profile/oprfhouse"
    },
    {
      "market": "Chicago",
      "rank": 83,
      "category_rank": 47,
      "name": "Alejandro Trujillo",
      "entity_type": "Individual",
      "brokerage": "REMAX Premier",
      "score": 41.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 17.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 7210000.0,
      "sales_transactions_public": 24,
      "review_count_public": 78,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alejandro-trujillo/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/alejandro-trujillo-illinois/",
      "review_source_url": "https://www.zillow.com/profile/thealejandrotrujillo"
    },
    {
      "market": "Chicago",
      "rank": 84,
      "category_rank": 37,
      "name": "Baker McNicholas Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 40.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 35,
      "review_count_public": 25,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/baker-mcnicholas-group/index.html",
      "official_url": "https://bakermcnicholasgroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/baker-mcnicholas-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Lori%20Baker"
    },
    {
      "market": "Chicago",
      "rank": 85,
      "category_rank": 48,
      "name": "Agnes Czaja",
      "entity_type": "Individual",
      "brokerage": "REMAX 10",
      "score": 40.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 43,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/agnes-czaja/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/agnes-czaja-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 86,
      "category_rank": 38,
      "name": "Bill White Homes",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "score": 39.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 51,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/bill-white-homes/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/bill-white-homes-illinois-baird-warner/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 87,
      "category_rank": 39,
      "name": "Cashman Closes Team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 39.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 50,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/cashman-closes-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/cashman-closes-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 88,
      "category_rank": 49,
      "name": "Alicia Brooks",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 38.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alicia-brooks/index.html",
      "official_url": "https://aliciabrooksrealestate.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/alicia-brooks-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 89,
      "category_rank": 40,
      "name": "Burlington Group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 38.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 49,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/burlington-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/burlington-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 90,
      "category_rank": 41,
      "name": "Capitanini Team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 37.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 46,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/capitanini-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/capitanini-team-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 91,
      "category_rank": 50,
      "name": "Linda Rooney",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "score": 37.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 9660000.0,
      "sales_transactions_public": 17,
      "review_count_public": 32,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/linda-rooney/index.html",
      "official_url": "https://www.bhhs.com/chicago-il302/oak-park/linda-rooney/cid-3066324",
      "production_source_url": "https://www.realtrends.com/agent-profile/linda-rooney-illinois/",
      "review_source_url": "https://www.zillow.com/profile/linda6105"
    },
    {
      "market": "Chicago",
      "rank": 92,
      "category_rank": 51,
      "name": "Jorge Mariscal",
      "entity_type": "Individual",
      "brokerage": "Remax Partners",
      "score": 37.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 67,
      "review_count_public": 23,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/jorge-mariscal/index.html",
      "official_url": "",
      "production_source_url": "https://www.fastexpert.com/agents/jorge-mariscal-9238/",
      "review_source_url": "https://www.fastexpert.com/agents/jorge-mariscal-9238/"
    },
    {
      "market": "Chicago",
      "rank": 93,
      "category_rank": 52,
      "name": "Elizabeth Badrinath",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "score": 37.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.3,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 10880000.0,
      "sales_transactions_public": 11,
      "review_count_public": 26,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/elizabeth-badrinath/index.html",
      "official_url": "https://www.atproperties.com/agents/4426/elizabeth-badrinath",
      "production_source_url": "https://www.realtrends.com/agent-profile/elizabeth-badrinath-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Elizabeth%20Badrinath"
    },
    {
      "market": "Chicago",
      "rank": 94,
      "category_rank": 53,
      "name": "Aaron Hilton",
      "entity_type": "Individual",
      "brokerage": "CENTURY 21 Family Tree",
      "score": 37.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 39,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/aaron-hilton/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/aaron-hilton-missouri/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 95,
      "category_rank": 54,
      "name": "Noah Robinson",
      "entity_type": "Individual",
      "brokerage": "Real Brokerage",
      "score": 37.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 127,
      "review_count_public": 12,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/noah-robinson/index.html",
      "official_url": "",
      "production_source_url": "https://www.fastexpert.com/agents/noah-robinson-79764/",
      "review_source_url": "https://www.fastexpert.com/agents/noah-robinson-79764/"
    },
    {
      "market": "Chicago",
      "rank": 96,
      "category_rank": 42,
      "name": "Around Town Real Estate Group",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "score": 36.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 44,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/around-town-real-estate-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/around-town-real-estate-group-illinois-baird-warner/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 97,
      "category_rank": 43,
      "name": "Brooke Vanderbok Team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 36.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 44,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/brooke-vanderbok-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/brooke-vanderbok-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 98,
      "category_rank": 44,
      "name": "ChicagoHome Brokerage Network",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 34.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 41,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chicagohome-brokerage-network/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/chicagohome-brokerage-network-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 99,
      "category_rank": 45,
      "name": "Better Together Group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 33.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 40,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/better-together-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/better-together-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 100,
      "category_rank": 46,
      "name": "Chris Grano Home Specialists",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 32.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 39,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chris-grano-home-specialists/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/chris-grano-home-specialists-illinois-keller-williams/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 101,
      "category_rank": 47,
      "name": "Chicago Crib Team",
      "entity_type": "Team",
      "brokerage": "",
      "score": 31.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 22330000.0,
      "sales_transactions_public": 38,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chicago-crib-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-crib-team-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 102,
      "category_rank": 48,
      "name": "1Corner",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 31.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 38,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/1corner/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/1corner-illinois-keller-williams/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 103,
      "category_rank": 49,
      "name": "BurtonWood Residential",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 29.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/burtonwood-residential/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/burtonwood-residential-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 104,
      "category_rank": 50,
      "name": "Bussell Residential Group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 29.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/bussell-residential-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/bussell-residential-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 105,
      "category_rank": 55,
      "name": "Amber Kardosh",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 28.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 33,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/amber-kardosh/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/amber-kardosh-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 106,
      "category_rank": 51,
      "name": "Cohen Morsch",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 27.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 35,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/cohen-morsch/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/cohen-morsch-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 107,
      "category_rank": 56,
      "name": "Alexander Reid",
      "entity_type": "Individual",
      "brokerage": "HomeSmart Connect",
      "score": 26.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 32,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alexander-reid/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/alexander-reid-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 108,
      "category_rank": 52,
      "name": "The Going Beyond Group",
      "entity_type": "Team",
      "brokerage": "",
      "score": 25.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 16960000.0,
      "sales_transactions_public": 32,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-going-beyond-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/the-going-beyond-group-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 109,
      "category_rank": 57,
      "name": "Alex Fenske",
      "entity_type": "Individual",
      "brokerage": "Keller Williams",
      "score": 25.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alex-fenske/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/alex-fenske-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 110,
      "category_rank": 53,
      "name": "Angie Faron Team",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 23.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/angie-faron-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/angie-faron-team-illinois-keller-williams/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 111,
      "category_rank": 54,
      "name": "Caroline Gau Team",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage Inc.",
      "score": 23.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/caroline-gau-team/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/caroline-gau-team-illinois-the-real-brokerage-inc/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 112,
      "category_rank": 55,
      "name": "Christine Cutrone & Katie Hill",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "score": 23.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/christine-cutrone-katie-hill/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/christine-cutrone-katie-hill-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 113,
      "category_rank": 56,
      "name": "Antares Group",
      "entity_type": "Team",
      "brokerage": "REMAX Loyalty",
      "score": 21.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 28,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/antares-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/antares-group-illinois-remax-loyalty/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 114,
      "category_rank": 57,
      "name": "Anderson Mancuso Group",
      "entity_type": "Team",
      "brokerage": "Jameson Sotheby's International Realty",
      "score": 20.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 27,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/anderson-mancuso-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/anderson-mancuso-group-illinois-jameson-sotheby-s-international-realty/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 115,
      "category_rank": 58,
      "name": "Blumer Fox Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 20.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 27,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/blumer-fox-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/blumer-fox-group-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 116,
      "category_rank": 58,
      "name": "Aaron Share",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 19.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 21,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/aaron-share/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/aaron-share-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 117,
      "category_rank": 59,
      "name": "Barone Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 19.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 26,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/barone-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/barone-group-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 118,
      "category_rank": 60,
      "name": "Binkley Residential",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 19.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 26,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/binkley-residential/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/binkley-residential-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 119,
      "category_rank": 61,
      "name": "Bruce Glazer Group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 17.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/bruce-glazer-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/bruce-glazer-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 120,
      "category_rank": 59,
      "name": "Alejandra Reyes",
      "entity_type": "Individual",
      "brokerage": "REMAX 10",
      "score": 17.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 20,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alejandra-reyes/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/agent-profile/alejandra-reyes-illinois/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 121,
      "category_rank": 62,
      "name": "Chris Pequet Group",
      "entity_type": "Team",
      "brokerage": "Jameson Sotheby's International Realty",
      "score": 16.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 24,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chris-pequet-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/chris-pequet-group-illinois-jameson-sotheby-s-international-realty/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 122,
      "category_rank": 63,
      "name": "Conlon Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 16.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 24,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/conlon-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/conlon-group-illinois-compass/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 123,
      "category_rank": 64,
      "name": "April Baker Homes",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "score": 15.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 22,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/april-baker-homes/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/april-baker-homes-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 124,
      "category_rank": 65,
      "name": "Christie Ascione Property Group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "score": 15.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 22,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/christie-ascione-property-group/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/christie-ascione-property-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": ""
    },
    {
      "market": "Chicago",
      "rank": 125,
      "category_rank": 66,
      "name": "Chicago Condo Finder",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "score": 13.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": null,
      "sales_transactions_public": 20,
      "review_count_public": null,
      "average_rating_public": null,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chicago-condo-finder/index.html",
      "official_url": "",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-condo-finder-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": ""
    }
  ],
  "featured_rankings": [],
  "source_backed_directory": [
    {
      "market": "Chicago",
      "name": "Laricy Team",
      "directory_slug": "laricy-team",
      "entity_type": "Team",
      "brokerage": "Americorp",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 98.5,
      "market_authority_score": 98.5,
      "consumer_authority_score": 98.5,
      "authority_band": "Market dominant",
      "ai_visibility_score": 46.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 0.75,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 312960000.0,
      "sales_transactions_public": 579,
      "review_count_public": 1982,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://mattlaricy.com/",
      "profile_url": "",
      "directory_profile_url": "directory/laricy-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/laricy-illinois-americorp/",
      "review_source_url": "https://www.zillow.com/profile/matt-laricy",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "312960000",
      "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/matt-laricy",
          "review_count": 1982,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Crystal Tran Team",
      "directory_slug": "crystal-tran-team",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 95.9,
      "market_authority_score": 95.9,
      "consumer_authority_score": 95.9,
      "authority_band": "Market dominant",
      "ai_visibility_score": 48.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 5,
      "ai_citation_rate": 0.8,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 53050000.0,
      "sales_transactions_public": 254,
      "review_count_public": 810,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://huntchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/crystal-tran-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/crystaltranteam-illinois-propertieschristie-sinternationalrealestate/",
      "review_source_url": "https://www.zillow.com/profile/Crystal%20Tran%20Team",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "53050000",
      "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/Crystal%20Tran%20Team",
          "review_count": 810,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Qamar Group",
      "directory_slug": "qamar-group",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage Inc.",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 94.7,
      "market_authority_score": 94.7,
      "consumer_authority_score": 94.7,
      "authority_band": "Market dominant",
      "ai_visibility_score": 29.6,
      "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": 102220000.0,
      "sales_transactions_public": 254,
      "review_count_public": 720,
      "average_rating_public": 5.0,
      "source_count": 0,
      "official_url": "https://qamargroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/qamar-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/qamar-group-illinois-the-real-brokerage-inc/",
      "review_source_url": "https://www.zillow.com/profile/RafayQamar",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "254",
      "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/RafayQamar",
          "review_count": 720,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Crystal Tran",
      "directory_slug": "crystal-tran",
      "entity_type": "Individual",
      "brokerage": "properties Christies International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 92.8,
      "market_authority_score": 92.8,
      "consumer_authority_score": 92.8,
      "authority_band": "Market dominant",
      "ai_visibility_score": 41.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 3,
      "ai_citation_rate": 0.6667,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 229,
      "review_count_public": 795,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://huntchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/crystal-tran/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/crystal-tran-58000/",
      "review_source_url": "https://www.fastexpert.com/agents/crystal-tran-58000/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "229",
      "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/crystal-tran-58000/",
          "review_count": 795,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "The DoWell Group",
      "directory_slug": "the-dowell-group",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 86.2,
      "market_authority_score": 86.2,
      "consumer_authority_score": 86.2,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 28.6,
      "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": 127580000.0,
      "sales_transactions_public": 168,
      "review_count_public": 345,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://thedowellgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-dowell-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-dowell-group-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "https://www.zillow.com/profile/The%20DoWell%20Group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "127580000",
      "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%20DoWell%20Group",
          "review_count": 345,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "The Scott Group",
      "directory_slug": "the-scott-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 85.0,
      "market_authority_score": 85.0,
      "consumer_authority_score": 85.0,
      "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": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 78310000.0,
      "sales_transactions_public": 109,
      "review_count_public": 539,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://thescottgrp.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-scott-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-scott-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/RealtorDarrellScott",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "109",
      "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/RealtorDarrellScott",
          "review_count": 539,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Cindi Sodolski",
      "directory_slug": "cindi-sodolski",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 84.6,
      "market_authority_score": 84.6,
      "consumer_authority_score": 84.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 24.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 160,
      "review_count_public": 179,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://www.compass.com/agents/cindi-sodolski/",
      "profile_url": "",
      "directory_profile_url": "directory/cindi-sodolski/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/cindi-sodolski-27824/",
      "review_source_url": "https://www.fastexpert.com/agents/cindi-sodolski-27824/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "160",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/cindi-sodolski-27824/",
          "review_count": 179,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Alex Stoykov Group",
      "directory_slug": "alex-stoykov-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 84.6,
      "market_authority_score": 84.6,
      "consumer_authority_score": 84.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 39.9,
      "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": 154820000.0,
      "sales_transactions_public": 233,
      "review_count_public": 334,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://www.alexstoykovgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/alex-stoykov-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/alex-stoykov-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Alexander%20Stoykov",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "233",
      "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/Alexander%20Stoykov",
          "review_count": 334,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Sophia Klopas",
      "directory_slug": "sophia-klopas",
      "entity_type": "Individual",
      "brokerage": "Jameson Sothebys International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 83.7,
      "market_authority_score": 83.7,
      "consumer_authority_score": 83.7,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 23.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 234,
      "review_count_public": 112,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://klopasstratton.com/agent/sophia-klopas",
      "profile_url": "",
      "directory_profile_url": "directory/sophia-klopas/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
      "review_source_url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "234",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
          "review_count": 112,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Kate Waddell",
      "directory_slug": "kate-waddell",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 83.5,
      "market_authority_score": 83.5,
      "consumer_authority_score": 83.5,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 24.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 202,
      "review_count_public": 137,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://www.compass.com/agents/kate-waddell/",
      "profile_url": "",
      "directory_profile_url": "directory/kate-waddell/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
      "review_source_url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "202",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
          "review_count": 137,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Melissa Siegal Group",
      "directory_slug": "melissa-siegal-group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 82.6,
      "market_authority_score": 82.6,
      "consumer_authority_score": 82.6,
      "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": 60770000.0,
      "sales_transactions_public": 81,
      "review_count_public": 551,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://melissasiegal.com/",
      "profile_url": "",
      "directory_profile_url": "directory/melissa-siegal-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/melissa-siegal-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/melissasiegal",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "60770000",
      "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/melissasiegal",
          "review_count": 551,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Nancy Tassone",
      "directory_slug": "nancy-tassone",
      "entity_type": "Individual",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 80.9,
      "market_authority_score": 80.9,
      "consumer_authority_score": 80.9,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 35.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 109680000.0,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "https://www.nancytassone.com/",
      "profile_url": "",
      "directory_profile_url": "directory/nancy-tassone/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/nancy-tassone-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "volume",
      "production_metric_value": "109680000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Carrie McCormick Luxury Group",
      "directory_slug": "carrie-mccormick-luxury-group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 79.4,
      "market_authority_score": 79.4,
      "consumer_authority_score": 79.4,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.143,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 332590000.0,
      "sales_transactions_public": 160,
      "review_count_public": 181,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://carriemccormickre.com/",
      "profile_url": "",
      "directory_profile_url": "directory/carrie-mccormick-luxury-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/carrie-mccormick-luxury-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/Carrie%20McCormick",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "332590000",
      "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/Carrie%20McCormick",
          "review_count": 181,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Elizabeth August",
      "directory_slug": "elizabeth-august",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 79.3,
      "market_authority_score": 79.3,
      "consumer_authority_score": 79.3,
      "authority_band": "Strong public proof",
      "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": 28420000.0,
      "sales_transactions_public": 32,
      "review_count_public": 105,
      "average_rating_public": 5.0,
      "source_count": 0,
      "official_url": "https://www.atproperties.com/agents/1258/elizabeth-august",
      "profile_url": "",
      "directory_profile_url": "directory/elizabeth-august/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/elizabeth-august-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Elizabeth%20August",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "32",
      "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/Elizabeth%20August",
          "review_count": 105,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Melissa Dondalski",
      "directory_slug": "melissa-dondalski",
      "entity_type": "Individual",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 79.3,
      "market_authority_score": 79.3,
      "consumer_authority_score": 79.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 130,
      "review_count_public": 159,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://www.atproperties.com/site/melissadondalski",
      "profile_url": "",
      "directory_profile_url": "directory/melissa-dondalski/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/melissa-dondalski-84856/",
      "review_source_url": "https://www.fastexpert.com/agents/melissa-dondalski-84856/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "",
      "production_metric_value": "",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/melissa-dondalski-84856/",
          "review_count": 159,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Connie Dornan Group",
      "directory_slug": "connie-dornan-group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 79.2,
      "market_authority_score": 79.2,
      "consumer_authority_score": 79.2,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 119500000.0,
      "sales_transactions_public": 145,
      "review_count_public": 232,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://conniedornan.com/",
      "profile_url": "",
      "directory_profile_url": "directory/connie-dornan-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/connie-dornan-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/ConnieDornanRealtor",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "119500000",
      "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/ConnieDornanRealtor",
          "review_count": 232,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Kate Waddell Group",
      "directory_slug": "kate-waddell-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 79.1,
      "market_authority_score": 79.1,
      "consumer_authority_score": 79.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.6,
      "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": 83810000.0,
      "sales_transactions_public": 100,
      "review_count_public": 335,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://katewaddellgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/kate-waddell-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/kate-waddell-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/KateWaddell",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "83810000",
      "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/KateWaddell",
          "review_count": 335,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Cynthia Stolfe",
      "directory_slug": "cynthia-stolfe",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 78.2,
      "market_authority_score": 78.2,
      "consumer_authority_score": 78.2,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.5,
      "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": 24840000.0,
      "sales_transactions_public": 52,
      "review_count_public": 202,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/cynthia-stolfe",
      "profile_url": "",
      "directory_profile_url": "directory/cynthia-stolfe/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/cynthia-stolfe-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/cynthia-stolfe",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "24840000",
      "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/cynthia-stolfe",
          "review_count": 202,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Millie Rosenbloom",
      "directory_slug": "millie-rosenbloom",
      "entity_type": "Individual",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 77.7,
      "market_authority_score": 77.7,
      "consumer_authority_score": 77.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 41940000.0,
      "sales_transactions_public": 36,
      "review_count_public": 76,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.millierosenbloom.com/",
      "profile_url": "",
      "directory_profile_url": "directory/millie-rosenbloom/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/millie-rosenbloom-illinois/",
      "review_source_url": "https://zenlist.com/a/millie.rosenbloom",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "36",
      "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": "zenlist.com",
          "url": "https://zenlist.com/a/millie.rosenbloom",
          "review_count": 76,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Stacey Dombar",
      "directory_slug": "stacey-dombar",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 77.5,
      "market_authority_score": 77.5,
      "consumer_authority_score": 77.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.5,
      "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": 23980000.0,
      "sales_transactions_public": 37,
      "review_count_public": 233,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/stacey-dombar",
      "profile_url": "",
      "directory_profile_url": "directory/stacey-dombar/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/stacey-dombar-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/stacey-dombar",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23980000",
      "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/stacey-dombar",
          "review_count": 233,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Scott Curcio",
      "directory_slug": "scott-curcio",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 77.1,
      "market_authority_score": 77.1,
      "consumer_authority_score": 77.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 158,
      "review_count_public": 109,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://scottcurcio.com/",
      "profile_url": "",
      "directory_profile_url": "directory/scott-curcio/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/scott-curcio-10185/",
      "review_source_url": "https://www.fastexpert.com/agents/scott-curcio-10185/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "158",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/scott-curcio-10185/",
          "review_count": 109,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Michael Saladino",
      "directory_slug": "michael-saladino",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 76.9,
      "market_authority_score": 76.9,
      "consumer_authority_score": 76.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 142,
      "review_count_public": 119,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://mike.saladinosells.homes/",
      "profile_url": "",
      "directory_profile_url": "directory/michael-saladino/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
      "review_source_url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "142",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
          "review_count": 119,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Amy Gugliuzza",
      "directory_slug": "amy-gugliuzza",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 76.4,
      "market_authority_score": 76.4,
      "consumer_authority_score": 76.4,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.2,
      "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": 25300000.0,
      "sales_transactions_public": 64,
      "review_count_public": 178,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/amy-gugliuzza",
      "profile_url": "",
      "directory_profile_url": "directory/amy-gugliuzza/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/amy-gugliuzza-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/amy-gugliuzza",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "25300000",
      "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/amy-gugliuzza",
          "review_count": 178,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Alex Wolking",
      "directory_slug": "alex-wolking",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 75.6,
      "market_authority_score": 75.6,
      "consumer_authority_score": 75.6,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 30880000.0,
      "sales_transactions_public": 45,
      "review_count_public": 72,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://alexwolking.com/",
      "profile_url": "",
      "directory_profile_url": "directory/alex-wolking/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alex-wolking-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Alex%20Wolking",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "45",
      "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/Alex%20Wolking",
          "review_count": 72,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Dawn McKenna Group",
      "directory_slug": "dawn-mckenna-group",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 74.7,
      "market_authority_score": 74.7,
      "consumer_authority_score": 74.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 0.25,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 785920000.0,
      "sales_transactions_public": 584,
      "review_count_public": 80,
      "average_rating_public": 4.9,
      "source_count": 7,
      "official_url": "https://dawnmckennagroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/dawn-mckenna-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/dawn-mckenna-group-illinois-coldwell-banker-realty/",
      "review_source_url": "https://www.provenexpert.com/en-us/dawn-mckenna-group/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "584.05",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "provenexpert.com",
          "url": "https://www.provenexpert.com/en-us/dawn-mckenna-group/",
          "review_count": 80,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "The MG Group",
      "directory_slug": "the-mg-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 74.0,
      "market_authority_score": 74.0,
      "consumer_authority_score": 74.0,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.4,
      "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": 94900000.0,
      "sales_transactions_public": 156,
      "review_count_public": 128,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://mggroupchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-mg-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/mggroup-illinois-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/the-mg-group-3786/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "94900000",
      "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/the-mg-group-3786/",
          "review_count": 128,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Brian Behan",
      "directory_slug": "brian-behan",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 73.5,
      "market_authority_score": 73.5,
      "consumer_authority_score": 73.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.1,
      "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": 31890000.0,
      "sales_transactions_public": 35,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.atproperties.com/agents/5991/brian-behan",
      "profile_url": "",
      "directory_profile_url": "directory/brian-behan/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-behan-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Brian%20Behan",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "31890000",
      "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/Brian%20Behan",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Danielle Dowell",
      "directory_slug": "danielle-dowell",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway Home Services - Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 25.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 2,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 166,
      "review_count_public": 334,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/danielle-dowell/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/danielle-dowell-23515/",
      "review_source_url": "https://www.fastexpert.com/agents/danielle-dowell-23515/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "166",
      "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/danielle-dowell-23515/",
          "review_count": 334,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Becky Wipperfurth",
      "directory_slug": "becky-wipperfurth",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 73.3,
      "market_authority_score": 73.3,
      "consumer_authority_score": 73.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.2,
      "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": 21670000.0,
      "sales_transactions_public": 54,
      "review_count_public": 167,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/becky-wipperfurth",
      "profile_url": "",
      "directory_profile_url": "directory/becky-wipperfurth/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/becky-wipperfurth-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/becky-wipperfurth",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "21670000",
      "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/becky-wipperfurth",
          "review_count": 167,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Dawn McKenna",
      "directory_slug": "dawn-mckenna",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 73.3,
      "market_authority_score": 73.3,
      "consumer_authority_score": 73.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 156,
      "review_count_public": 81,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://dawnmckennagroup.com/agents/dawn-mckenna",
      "profile_url": "",
      "directory_profile_url": "directory/dawn-mckenna/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/dawn-mckenna-40992/",
      "review_source_url": "https://www.fastexpert.com/agents/dawn-mckenna-40992/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "156",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/dawn-mckenna-40992/",
          "review_count": 81,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Busby Group",
      "directory_slug": "busby-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 73.3,
      "market_authority_score": 73.3,
      "consumer_authority_score": 73.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 86940000.0,
      "sales_transactions_public": 106,
      "review_count_public": 162,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://busbygroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/busby-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/busby-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/juliebusby",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "86940000",
      "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/juliebusby",
          "review_count": 162,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Camille Canales",
      "directory_slug": "camille-canales",
      "entity_type": "Individual",
      "brokerage": "CCG Chicago @ Compass Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 72.6,
      "market_authority_score": 72.6,
      "consumer_authority_score": 72.6,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 134,
      "review_count_public": 100,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://ccg-chicago.com/agent/camille-canales",
      "profile_url": "",
      "directory_profile_url": "directory/camille-canales/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/camille-canales-110415/",
      "review_source_url": "https://www.fastexpert.com/agents/camille-canales-110415/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "134",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/camille-canales-110415/",
          "review_count": 100,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Advisors North",
      "directory_slug": "advisors-north",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 71.9,
      "market_authority_score": 71.9,
      "consumer_authority_score": 71.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 29.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 31320000.0,
      "sales_transactions_public": 52,
      "review_count_public": 453,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/adam-max/",
      "profile_url": "",
      "directory_profile_url": "directory/advisors-north/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/advisors-north-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/The-Max-Team/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "52",
      "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-Max-Team/",
          "review_count": 453,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Joanne Nemerovski",
      "directory_slug": "joanne-nemerovski",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 71.5,
      "market_authority_score": 71.5,
      "consumer_authority_score": 71.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 25.5,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 50260000.0,
      "sales_transactions_public": 41,
      "review_count_public": 31,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.joannesellschicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/joanne-nemerovski/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/joanne-nemerovski-illinois/",
      "review_source_url": "https://www.homes.com/real-estate-agents/joanne-nemerovski/rn8jqd0/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "41",
      "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": "homes.com",
          "url": "https://www.homes.com/real-estate-agents/joanne-nemerovski/rn8jqd0/",
          "review_count": 31,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Emily Sachs Wong",
      "directory_slug": "emily-sachs-wong",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 70.7,
      "market_authority_score": 70.7,
      "consumer_authority_score": 70.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 36.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 8,
      "ai_citation_rate": 0.75,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 4000000000.0,
      "sales_transactions_public": null,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://eswchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/emily-sachs-wong/index.html",
      "production_source_url": "https://eswchicago.com/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "volume",
      "production_metric_value": "4000000000",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Jessica Jakubowski",
      "directory_slug": "jessica-jakubowski",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 70.5,
      "market_authority_score": 70.5,
      "consumer_authority_score": 70.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.2,
      "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": 25420000.0,
      "sales_transactions_public": 37,
      "review_count_public": 55,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.atproperties.com/agents/9068/jessica-jakubowski",
      "profile_url": "",
      "directory_profile_url": "directory/jessica-jakubowski/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jessica-jakubowski-illinois/",
      "review_source_url": "https://www.zillow.com/profile/jessica%20jakubowski",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "25420000",
      "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/jessica%20jakubowski",
          "review_count": 55,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Peter Moore",
      "directory_slug": "peter-moore",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 70.0,
      "market_authority_score": 70.0,
      "consumer_authority_score": 70.0,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.8,
      "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": 13880000.0,
      "sales_transactions_public": 21,
      "review_count_public": 387,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/petermoore",
      "profile_url": "",
      "directory_profile_url": "directory/peter-moore/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/peter-moore-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Mr%20Peter%20Moore",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "13880000",
      "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/Mr%20Peter%20Moore",
          "review_count": 387,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Chicago Residential Partners",
      "directory_slug": "chicago-residential-partners",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 69.7,
      "market_authority_score": 69.7,
      "consumer_authority_score": 69.7,
      "authority_band": "Established public proof",
      "ai_visibility_score": 28.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 33160000.0,
      "sales_transactions_public": 65,
      "review_count_public": 303,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.chicagoresidentialpartners.com/",
      "profile_url": "",
      "directory_profile_url": "directory/chicago-residential-partners/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-residential-partners-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/bzibung",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "33160000",
      "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/bzibung",
          "review_count": 303,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Stephanie LoVerde",
      "directory_slug": "stephanie-loverde",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 69.5,
      "market_authority_score": 69.5,
      "consumer_authority_score": 69.5,
      "authority_band": "Established public proof",
      "ai_visibility_score": 40.9,
      "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": 23580000.0,
      "sales_transactions_public": 45,
      "review_count_public": 79,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/stephanieloverde",
      "profile_url": "",
      "directory_profile_url": "directory/stephanie-loverde/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/stephanie-loverde-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Stephanie%20LoVerde",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23580000",
      "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/Stephanie%20LoVerde",
          "review_count": 79,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Jacob Reiner",
      "directory_slug": "jacob-reiner",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 69.2,
      "market_authority_score": 69.2,
      "consumer_authority_score": 69.2,
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.0,
      "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": 23190000.0,
      "sales_transactions_public": 47,
      "review_count_public": 139,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/jacob-reiner",
      "profile_url": "",
      "directory_profile_url": "directory/jacob-reiner/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jacob-reiner-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jacob-reiner",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23190000",
      "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/jacob-reiner",
          "review_count": 139,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Camille Canales Group",
      "directory_slug": "camille-canales-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 68.6,
      "market_authority_score": 68.6,
      "consumer_authority_score": 68.6,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.5,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 43530000.0,
      "sales_transactions_public": 72,
      "review_count_public": 148,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://ccg-chicago.com",
      "profile_url": "",
      "directory_profile_url": "directory/camille-canales-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/camille-canales-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Camille%20CanalesGroup",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "72",
      "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/Camille%20CanalesGroup",
          "review_count": 148,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Peggy Sersen",
      "directory_slug": "peggy-sersen",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 67.4,
      "market_authority_score": 67.4,
      "consumer_authority_score": 67.4,
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.2,
      "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": 21800000.0,
      "sales_transactions_public": 40,
      "review_count_public": 165,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/peggy-sersen",
      "profile_url": "",
      "directory_profile_url": "directory/peggy-sersen/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/peggy-sersen-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/peggy-sersen",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "21800000",
      "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/peggy-sersen",
          "review_count": 165,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Lowe Group",
      "directory_slug": "lowe-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 66.2,
      "market_authority_score": 66.2,
      "consumer_authority_score": 66.2,
      "authority_band": "Established public proof",
      "ai_visibility_score": 43.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 5,
      "ai_citation_rate": 0.8,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 250100000.0,
      "sales_transactions_public": 160,
      "review_count_public": 33,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lowegroupchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/lowe-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/lowe-group-chicago-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Jeff%20Lowe",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "250100000",
      "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/Jeff%20Lowe",
          "review_count": 33,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Chicago Home Partner",
      "directory_slug": "chicago-home-partner",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 65.5,
      "market_authority_score": 65.5,
      "consumer_authority_score": 65.5,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 54,
      "review_count_public": 197,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://chicagohomepartner.com/",
      "profile_url": "",
      "directory_profile_url": "directory/chicago-home-partner/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-home-partner-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/AMcMillan",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "54",
      "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/AMcMillan",
          "review_count": 197,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Scott Curcio Residential",
      "directory_slug": "scott-curcio-residential",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "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": 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": 36710000.0,
      "sales_transactions_public": 68,
      "review_count_public": 116,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://scottcurcio.com/",
      "profile_url": "",
      "directory_profile_url": "directory/scott-curcio-residential/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/scott-curcio-residential-illinois-baird-warner/",
      "review_source_url": "https://www.zillow.com/profile/Scott%20Curcio",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "36710000",
      "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/Scott%20Curcio",
          "review_count": 116,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Chezi Rafaeli",
      "directory_slug": "chezi-rafaeli",
      "entity_type": "Individual",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 63.7,
      "market_authority_score": 63.7,
      "consumer_authority_score": 63.7,
      "authority_band": "Established public proof",
      "ai_visibility_score": 18.4,
      "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": 68060000.0,
      "sales_transactions_public": 59,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chezi-rafaeli/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/chezi-rafaeli-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "59",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Vergis Eiland",
      "directory_slug": "vergis-eiland",
      "entity_type": "Individual",
      "brokerage": "@properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 63.3,
      "market_authority_score": 63.3,
      "consumer_authority_score": 63.3,
      "authority_band": "Established public proof",
      "ai_visibility_score": 23.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 127,
      "review_count_public": 64,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://www.atproperties.com/site/vergiseiland",
      "profile_url": "",
      "directory_profile_url": "directory/vergis-eiland/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/vergis-eiland-33314/",
      "review_source_url": "https://www.fastexpert.com/agents/vergis-eiland-33314/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "127",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/vergis-eiland-33314/",
          "review_count": 64,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "BellaHart Group",
      "directory_slug": "bellahart-group",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 62.5,
      "market_authority_score": 62.5,
      "consumer_authority_score": 62.5,
      "authority_band": "Established public proof",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 68,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://bellahartgroup.com",
      "profile_url": "",
      "directory_profile_url": "directory/bellahart-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bellahart-group-illinois-baird-warner/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "68",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Santiago Valdez",
      "directory_slug": "santiago-valdez",
      "entity_type": "Individual",
      "brokerage": "Compass - Chicago - River North (Kinzie)",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.9,
      "market_authority_score": 61.9,
      "consumer_authority_score": 61.9,
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.2,
      "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": null,
      "sales_transactions_public": 206,
      "review_count_public": 73,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/santiago-valdez/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/santiago-valdez-20203/",
      "review_source_url": "https://www.fastexpert.com/agents/santiago-valdez-20203/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "206",
      "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/santiago-valdez-20203/",
          "review_count": 73,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Amie Klujian",
      "directory_slug": "amie-klujian",
      "entity_type": "Individual",
      "brokerage": "SwakeGroup at Dream Town Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 61.0,
      "market_authority_score": 61.0,
      "consumer_authority_score": 61.0,
      "authority_band": "Established public proof",
      "ai_visibility_score": 21.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 194,
      "review_count_public": 18,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://amieklujian.com/",
      "profile_url": "",
      "directory_profile_url": "directory/amie-klujian/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/amie-klujian-100488/",
      "review_source_url": "https://www.fastexpert.com/agents/amie-klujian-100488/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "194",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/amie-klujian-100488/",
          "review_count": 18,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Arrow Home Advisors",
      "directory_slug": "arrow-home-advisors",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 60.9,
      "market_authority_score": 60.9,
      "consumer_authority_score": 60.9,
      "authority_band": "Established public proof",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 67,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://arrowhomeadvisors.com/",
      "profile_url": "",
      "directory_profile_url": "directory/arrow-home-advisors/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/arrow-home-advisors-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "67",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Jacqueline Alter",
      "directory_slug": "jacqueline-alter",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 59.0,
      "market_authority_score": 59.0,
      "consumer_authority_score": 59.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 23.6,
      "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": 17270000.0,
      "sales_transactions_public": 39,
      "review_count_public": 110,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/jacqueline-alter",
      "profile_url": "",
      "directory_profile_url": "directory/jacqueline-alter/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jacqueline-alter-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jacqueline-alter",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "17270000",
      "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/jacqueline-alter",
          "review_count": 110,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Owen Duffy",
      "directory_slug": "owen-duffy",
      "entity_type": "Individual",
      "brokerage": "Fulton Grace Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 58.5,
      "market_authority_score": 58.5,
      "consumer_authority_score": 58.5,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 11.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 128,
      "review_count_public": 111,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/owen-duffy/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/owen-duffy-45690/",
      "review_source_url": "https://www.fastexpert.com/agents/owen-duffy-45690/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "128",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/owen-duffy-45690/",
          "review_count": 111,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Marc Zale",
      "directory_slug": "marc-zale",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 58.0,
      "market_authority_score": 58.0,
      "consumer_authority_score": 58.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.9,
      "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": 22960000.0,
      "sales_transactions_public": 17,
      "review_count_public": 44,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/marc-zale/",
      "profile_url": "",
      "directory_profile_url": "directory/marc-zale/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/marc-zale-illinois/",
      "review_source_url": "https://www.zillow.com/profile/mzale2",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "22960000",
      "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/mzale2",
          "review_count": 44,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Chen Frost Group",
      "directory_slug": "chen-frost-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 57.7,
      "market_authority_score": 57.7,
      "consumer_authority_score": 57.7,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 57,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://www.compass.com/agents/kristine-frost/",
      "profile_url": "",
      "directory_profile_url": "directory/chen-frost-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chen-frost-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "57",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Ames Group Chicago",
      "directory_slug": "ames-group-chicago",
      "entity_type": "Team",
      "brokerage": "Engel & Volkers Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 57.4,
      "market_authority_score": 57.4,
      "consumer_authority_score": 57.4,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 70300000.0,
      "sales_transactions_public": 66,
      "review_count_public": 78,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://amesgroupchicago.evrealestate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/ames-group-chicago/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/ames-group-chicago-illinois-engel-vo-lkers-chicago/",
      "review_source_url": "https://www.zillow.com/profile/JenniferAmes",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "70300000",
      "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/JenniferAmes",
          "review_count": 78,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Deb Hess",
      "directory_slug": "deb-hess",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 56.6,
      "market_authority_score": 56.6,
      "consumer_authority_score": 56.6,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 11.0,
      "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": null,
      "sales_transactions_public": 128,
      "review_count_public": 104,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/deb-hess/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/deborah-hess-53807/",
      "review_source_url": "https://www.fastexpert.com/agents/deborah-hess-53807/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "128",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/deborah-hess-53807/",
          "review_count": 104,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Scott Newman",
      "directory_slug": "scott-newman",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONE Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 56.3,
      "market_authority_score": 56.3,
      "consumer_authority_score": 56.3,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 35.7,
      "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": null,
      "sales_transactions_public": 131,
      "review_count_public": 24,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://www.team-newman.com",
      "profile_url": "",
      "directory_profile_url": "directory/scott-newman/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/scott-newman-98797/",
      "review_source_url": "https://www.fastexpert.com/agents/scott-newman-98797/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "131",
      "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/scott-newman-98797/",
          "review_count": 24,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Swati Saxena",
      "directory_slug": "swati-saxena",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 55.8,
      "market_authority_score": 55.8,
      "consumer_authority_score": 55.8,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.9,
      "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": 22060000.0,
      "sales_transactions_public": 35,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/swatisaxena",
      "profile_url": "",
      "directory_profile_url": "directory/swati-saxena/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/swati-saxena-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Swati%20Saxena",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "22060000",
      "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/Swati%20Saxena",
          "review_count": 42,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Brad Lippitz Group",
      "directory_slug": "brad-lippitz-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 55.7,
      "market_authority_score": 55.7,
      "consumer_authority_score": 55.7,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 18.4,
      "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": null,
      "sales_transactions_public": 108,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/brad-lippitz-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/brad-lippitz-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "108",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Michael Scanlon",
      "directory_slug": "michael-scanlon",
      "entity_type": "Individual",
      "brokerage": "Exp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 55.3,
      "market_authority_score": 55.3,
      "consumer_authority_score": 55.3,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 32.2,
      "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": null,
      "sales_transactions_public": 143,
      "review_count_public": 6,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://michaelscanlon.exprealty.com/",
      "profile_url": "",
      "directory_profile_url": "directory/michael-scanlon/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/michael-scanlon-62679/",
      "review_source_url": "https://www.fastexpert.com/agents/michael-scanlon-62679/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "143",
      "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/michael-scanlon-62679/",
          "review_count": 6,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Morgan Sage",
      "directory_slug": "morgan-sage",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 53.7,
      "market_authority_score": 53.7,
      "consumer_authority_score": 53.7,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.2,
      "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": 23180000.0,
      "sales_transactions_public": 36,
      "review_count_public": 25,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://morgansage.net/about/",
      "profile_url": "",
      "directory_profile_url": "directory/morgan-sage/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/morgan-sage-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Morgan%20Sage",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23180000",
      "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/Morgan%20Sage",
          "review_count": 25,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "CARA Team",
      "directory_slug": "cara-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 53.5,
      "market_authority_score": 53.5,
      "consumer_authority_score": 53.5,
      "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": 0.167,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 41,
      "review_count_public": 100,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://cara.team/",
      "profile_url": "",
      "directory_profile_url": "directory/cara-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cara-team-illinois-compass/",
      "review_source_url": "https://promallu.com/toprated/united-states/cara-team-at-compass-arlington-heights-realtors-w7jnvo/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "41",
      "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": "promallu.com",
          "url": "https://promallu.com/toprated/united-states/cara-team-at-compass-arlington-heights-realtors-w7jnvo/",
          "review_count": 100,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Buy Sell Love Chicago",
      "directory_slug": "buy-sell-love-chicago",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 52.5,
      "market_authority_score": 52.5,
      "consumer_authority_score": 52.5,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 56000000.0,
      "sales_transactions_public": 95,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/buy-sell-love-chicago/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/buy-sell-love-chicago-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "95",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Kara Keller",
      "directory_slug": "kara-keller",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 52.2,
      "market_authority_score": 52.2,
      "consumer_authority_score": 52.2,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.1,
      "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": 13910000.0,
      "sales_transactions_public": 21,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/karakeller",
      "profile_url": "",
      "directory_profile_url": "directory/kara-keller/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/kara-keller-illinois/",
      "review_source_url": "https://www.zillow.com/profile/KaraGKeller",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "13910000",
      "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/KaraGKeller",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "ATM Team",
      "directory_slug": "atm-team",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "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": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 74,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/atm-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/atm-team-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "74",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Dave Moreno",
      "directory_slug": "dave-moreno",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 50.9,
      "market_authority_score": 50.9,
      "consumer_authority_score": 50.9,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 22.7,
      "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": 21950000.0,
      "sales_transactions_public": 37,
      "review_count_public": 52,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/dave-moreno",
      "profile_url": "",
      "directory_profile_url": "directory/dave-moreno/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/dave-moreno-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/dave-moreno",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "21950000",
      "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/dave-moreno",
          "review_count": 52,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Cheryi Gatti Team",
      "directory_slug": "cheryi-gatti-team",
      "entity_type": "Team",
      "brokerage": "Coldwell Banker 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": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 71,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/cheryi-gatti-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cheryi-gatti-team-illinois-coldwell-banker-realty/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "71",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Ed Jelinek",
      "directory_slug": "ed-jelinek",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 48.8,
      "market_authority_score": 48.8,
      "consumer_authority_score": 48.8,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 18.0,
      "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": 10760000.0,
      "sales_transactions_public": 23,
      "review_count_public": 139,
      "average_rating_public": 5.0,
      "source_count": 0,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/ed-jelinek/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/ed-jelinek-illinois/",
      "review_source_url": "https://www.zillow.com/profile/ejelinek",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "23",
      "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/ejelinek",
          "review_count": 139,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Debra Dobbs",
      "directory_slug": "debra-dobbs",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 48.6,
      "market_authority_score": 48.6,
      "consumer_authority_score": 48.6,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 9.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 166,
      "review_count_public": 26,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/debra-dobbs/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
      "review_source_url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "166",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
          "review_count": 26,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Bryan Bomba Group",
      "directory_slug": "bryan-bomba-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 48.6,
      "market_authority_score": 48.6,
      "consumer_authority_score": 48.6,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 70,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/bryan-bomba-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bryan-bomba-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "70",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Amir Fouad",
      "directory_slug": "amir-fouad",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 47.2,
      "market_authority_score": 47.2,
      "consumer_authority_score": 47.2,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 12550000.0,
      "sales_transactions_public": 27,
      "review_count_public": 48,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.amirfouad.com/",
      "profile_url": "",
      "directory_profile_url": "directory/amir-fouad/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/amir-fouad-illinois/",
      "review_source_url": "https://www.zillow.com/profile/amirlfouad",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "27",
      "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/amirlfouad",
          "review_count": 48,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Tony Garcia",
      "directory_slug": "tony-garcia",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "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": 15.9,
      "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": 11490000.0,
      "sales_transactions_public": 47,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 0,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/tony-garcia/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/tony-garcia-illinois/",
      "review_source_url": "https://www.homes.com/real-estate-agents/tony-garcia/0cg5lf1/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "47",
      "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": "homes.com",
          "url": "https://www.homes.com/real-estate-agents/tony-garcia/0cg5lf1/",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Anne Gain Group",
      "directory_slug": "anne-gain-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 47.0,
      "market_authority_score": 47.0,
      "consumer_authority_score": 47.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 68,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/anne-gain-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/anne-gain-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "68",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Collin Wasiak Group",
      "directory_slug": "collin-wasiak-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 45.1,
      "market_authority_score": 45.1,
      "consumer_authority_score": 45.1,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://www.compass.com/agents/collin-wasiak/",
      "profile_url": "",
      "directory_profile_url": "directory/collin-wasiak-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/collin-wasiak-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "36",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Agnes Kakareko",
      "directory_slug": "agnes-kakareko",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 44.3,
      "market_authority_score": 44.3,
      "consumer_authority_score": 44.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 16.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 13800000.0,
      "sales_transactions_public": 38,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/agnes-kakareko/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/agnes-kakareko-illinois/",
      "review_source_url": "https://www.zillow.com/profile/agnes%20kakareko",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "38",
      "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/agnes%20kakareko",
          "review_count": 42,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Adam Zenullahi",
      "directory_slug": "adam-zenullahi",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 44.0,
      "market_authority_score": 44.0,
      "consumer_authority_score": 44.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 23.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": 68,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://www.redfin.com/real-estate-agents/adam-zenullahi",
      "profile_url": "",
      "directory_profile_url": "directory/adam-zenullahi/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/adam-zenullahi-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/adam-zenullahi",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "25",
      "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/adam-zenullahi",
          "review_count": 68,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Ballis Group",
      "directory_slug": "ballis-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 44.0,
      "market_authority_score": 44.0,
      "consumer_authority_score": 44.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 22060000.0,
      "sales_transactions_public": 29,
      "review_count_public": 96,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://ballisgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/ballis-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/ballis-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/ballis%20group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "22060000",
      "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/ballis%20group",
          "review_count": 96,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "C Starr Team",
      "directory_slug": "c-starr-team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 43.1,
      "market_authority_score": 43.1,
      "consumer_authority_score": 43.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 62,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/c-starr-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/c-starr-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "62",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "The Dobbs Group",
      "directory_slug": "the-dobbs-group",
      "entity_type": "Team",
      "brokerage": "The Dobbs Group",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 42.7,
      "market_authority_score": 42.7,
      "consumer_authority_score": 42.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.9,
      "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": null,
      "sales_transactions_public": 130,
      "review_count_public": 23,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/the-dobbs-group/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/debra-dobbs-113701/",
      "review_source_url": "https://www.fastexpert.com/agents/debra-dobbs-113701/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "130",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/debra-dobbs-113701/",
          "review_count": 23,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Cindi Sodolski Group",
      "directory_slug": "cindi-sodolski-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 42.5,
      "market_authority_score": 42.5,
      "consumer_authority_score": 42.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 27700000.0,
      "sales_transactions_public": 34,
      "review_count_public": 64,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://cindisodolskigroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/cindi-sodolski-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cindi-sodolski-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/cindisodolski",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "34",
      "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/cindisodolski",
          "review_count": 64,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Steve Scheuring",
      "directory_slug": "steve-scheuring",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 41.5,
      "market_authority_score": 41.5,
      "consumer_authority_score": 41.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.5,
      "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": 12380000.0,
      "sales_transactions_public": 18,
      "review_count_public": 30,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/stevescheuring",
      "profile_url": "",
      "directory_profile_url": "directory/steve-scheuring/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/steve-scheuring-illinois/",
      "review_source_url": "https://www.zillow.com/profile/oprfhouse",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "12380000",
      "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/oprfhouse",
          "review_count": 30,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Alejandro Trujillo",
      "directory_slug": "alejandro-trujillo",
      "entity_type": "Individual",
      "brokerage": "REMAX Premier",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 41.4,
      "market_authority_score": 41.4,
      "consumer_authority_score": 41.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 17.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 7210000.0,
      "sales_transactions_public": 24,
      "review_count_public": 78,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/alejandro-trujillo/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alejandro-trujillo-illinois/",
      "review_source_url": "https://www.zillow.com/profile/thealejandrotrujillo",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "24",
      "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/thealejandrotrujillo",
          "review_count": 78,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Baker McNicholas Group",
      "directory_slug": "baker-mcnicholas-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 40.8,
      "market_authority_score": 40.8,
      "consumer_authority_score": 40.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 35,
      "review_count_public": 25,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://bakermcnicholasgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/baker-mcnicholas-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/baker-mcnicholas-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Lori%20Baker",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "35",
      "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/Lori%20Baker",
          "review_count": 25,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Agnes Czaja",
      "directory_slug": "agnes-czaja",
      "entity_type": "Individual",
      "brokerage": "REMAX 10",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 40.3,
      "market_authority_score": 40.3,
      "consumer_authority_score": 40.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 43,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/agnes-czaja/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/agnes-czaja-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "43",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Bill White Homes",
      "directory_slug": "bill-white-homes",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 39.9,
      "market_authority_score": 39.9,
      "consumer_authority_score": 39.9,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 51,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/bill-white-homes/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bill-white-homes-illinois-baird-warner/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "51",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Cashman Closes Team",
      "directory_slug": "cashman-closes-team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 39.1,
      "market_authority_score": 39.1,
      "consumer_authority_score": 39.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 50,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/cashman-closes-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cashman-closes-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "50",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Alicia Brooks",
      "directory_slug": "alicia-brooks",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 38.6,
      "market_authority_score": 38.6,
      "consumer_authority_score": 38.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://aliciabrooksrealestate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/alicia-brooks/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alicia-brooks-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "25",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Burlington Group",
      "directory_slug": "burlington-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 38.3,
      "market_authority_score": 38.3,
      "consumer_authority_score": 38.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 49,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/burlington-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/burlington-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "49",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Capitanini Team",
      "directory_slug": "capitanini-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 37.5,
      "market_authority_score": 37.5,
      "consumer_authority_score": 37.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 46,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/capitanini-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/capitanini-team-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "46",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Jorge Mariscal",
      "directory_slug": "jorge-mariscal",
      "entity_type": "Individual",
      "brokerage": "Remax Partners",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 37.4,
      "market_authority_score": 37.4,
      "consumer_authority_score": 37.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 67,
      "review_count_public": 23,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/jorge-mariscal/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/jorge-mariscal-9238/",
      "review_source_url": "https://www.fastexpert.com/agents/jorge-mariscal-9238/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "67",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/jorge-mariscal-9238/",
          "review_count": 23,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Linda Rooney",
      "directory_slug": "linda-rooney",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 37.4,
      "market_authority_score": 37.4,
      "consumer_authority_score": 37.4,
      "authority_band": "Production proof captured",
      "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": 9660000.0,
      "sales_transactions_public": 17,
      "review_count_public": 32,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bhhs.com/chicago-il302/oak-park/linda-rooney/cid-3066324",
      "profile_url": "",
      "directory_profile_url": "directory/linda-rooney/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/linda-rooney-illinois/",
      "review_source_url": "https://www.zillow.com/profile/linda6105",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "9660000",
      "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/linda6105",
          "review_count": 32,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Aaron Hilton",
      "directory_slug": "aaron-hilton",
      "entity_type": "Individual",
      "brokerage": "CENTURY 21 Family Tree",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 37.3,
      "market_authority_score": 37.3,
      "consumer_authority_score": 37.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "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": null,
      "sales_transactions_public": 39,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/aaron-hilton/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/aaron-hilton-missouri/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "39",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Elizabeth Badrinath",
      "directory_slug": "elizabeth-badrinath",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 37.3,
      "market_authority_score": 37.3,
      "consumer_authority_score": 37.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.3,
      "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": 10880000.0,
      "sales_transactions_public": 11,
      "review_count_public": 26,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.atproperties.com/agents/4426/elizabeth-badrinath",
      "profile_url": "",
      "directory_profile_url": "directory/elizabeth-badrinath/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/elizabeth-badrinath-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Elizabeth%20Badrinath",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "10880000",
      "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/Elizabeth%20Badrinath",
          "review_count": 26,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Noah Robinson",
      "directory_slug": "noah-robinson",
      "entity_type": "Individual",
      "brokerage": "Real Brokerage",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 37.0,
      "market_authority_score": 37.0,
      "consumer_authority_score": 37.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 127,
      "review_count_public": 12,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/noah-robinson/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/noah-robinson-79764/",
      "review_source_url": "https://www.fastexpert.com/agents/noah-robinson-79764/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "127",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/noah-robinson-79764/",
          "review_count": 12,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Around Town Real Estate Group",
      "directory_slug": "around-town-real-estate-group",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 36.4,
      "market_authority_score": 36.4,
      "consumer_authority_score": 36.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 44,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/around-town-real-estate-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/around-town-real-estate-group-illinois-baird-warner/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "44",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Brooke Vanderbok Team",
      "directory_slug": "brooke-vanderbok-team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 36.4,
      "market_authority_score": 36.4,
      "consumer_authority_score": 36.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 44,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/brooke-vanderbok-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/brooke-vanderbok-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "44",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "ChicagoHome Brokerage Network",
      "directory_slug": "chicagohome-brokerage-network",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 34.8,
      "market_authority_score": 34.8,
      "consumer_authority_score": 34.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 41,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chicagohome-brokerage-network/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicagohome-brokerage-network-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "41",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Better Together Group",
      "directory_slug": "better-together-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 33.6,
      "market_authority_score": 33.6,
      "consumer_authority_score": 33.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 40,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/better-together-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/better-together-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "40",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Chris Grano Home Specialists",
      "directory_slug": "chris-grano-home-specialists",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 32.8,
      "market_authority_score": 32.8,
      "consumer_authority_score": 32.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 39,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chris-grano-home-specialists/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chris-grano-home-specialists-illinois-keller-williams/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "39",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "1Corner",
      "directory_slug": "1corner",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 31.6,
      "market_authority_score": 31.6,
      "consumer_authority_score": 31.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 38,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/1corner/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/1corner-illinois-keller-williams/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "38",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Chicago Crib Team",
      "directory_slug": "chicago-crib-team",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 31.6,
      "market_authority_score": 31.6,
      "consumer_authority_score": 31.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 22330000.0,
      "sales_transactions_public": 38,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chicago-crib-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-crib-team-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "38",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "BurtonWood Residential",
      "directory_slug": "burtonwood-residential",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 29.7,
      "market_authority_score": 29.7,
      "consumer_authority_score": 29.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/burtonwood-residential/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/burtonwood-residential-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "36",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Bussell Residential Group",
      "directory_slug": "bussell-residential-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 29.7,
      "market_authority_score": 29.7,
      "consumer_authority_score": 29.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/bussell-residential-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bussell-residential-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "36",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Amber Kardosh",
      "directory_slug": "amber-kardosh",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 28.0,
      "market_authority_score": 28.0,
      "consumer_authority_score": 28.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 33,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/amber-kardosh/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/amber-kardosh-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "33",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Cohen Morsch",
      "directory_slug": "cohen-morsch",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 27.7,
      "market_authority_score": 27.7,
      "consumer_authority_score": 27.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 35,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/cohen-morsch/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cohen-morsch-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "35",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Alexander Reid",
      "directory_slug": "alexander-reid",
      "entity_type": "Individual",
      "brokerage": "HomeSmart Connect",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 26.7,
      "market_authority_score": 26.7,
      "consumer_authority_score": 26.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 32,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/alexander-reid/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alexander-reid-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "32",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "The Going Beyond Group",
      "directory_slug": "the-going-beyond-group",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 25.7,
      "market_authority_score": 25.7,
      "consumer_authority_score": 25.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 16960000.0,
      "sales_transactions_public": 32,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/the-going-beyond-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-going-beyond-group-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "32",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Alex Fenske",
      "directory_slug": "alex-fenske",
      "entity_type": "Individual",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 25.4,
      "market_authority_score": 25.4,
      "consumer_authority_score": 25.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/alex-fenske/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alex-fenske-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Angie Faron Team",
      "directory_slug": "angie-faron-team",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 23.7,
      "market_authority_score": 23.7,
      "consumer_authority_score": 23.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/angie-faron-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/angie-faron-team-illinois-keller-williams/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Caroline Gau Team",
      "directory_slug": "caroline-gau-team",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage Inc.",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 23.7,
      "market_authority_score": 23.7,
      "consumer_authority_score": 23.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/caroline-gau-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/caroline-gau-team-illinois-the-real-brokerage-inc/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Christine Cutrone & Katie Hill",
      "directory_slug": "christine-cutrone-katie-hill",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 23.7,
      "market_authority_score": 23.7,
      "consumer_authority_score": 23.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/christine-cutrone-katie-hill/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/christine-cutrone-katie-hill-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Antares Group",
      "directory_slug": "antares-group",
      "entity_type": "Team",
      "brokerage": "REMAX Loyalty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 21.8,
      "market_authority_score": 21.8,
      "consumer_authority_score": 21.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 28,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/antares-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/antares-group-illinois-remax-loyalty/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "28",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Anderson Mancuso Group",
      "directory_slug": "anderson-mancuso-group",
      "entity_type": "Team",
      "brokerage": "Jameson Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 20.6,
      "market_authority_score": 20.6,
      "consumer_authority_score": 20.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 27,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/anderson-mancuso-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/anderson-mancuso-group-illinois-jameson-sotheby-s-international-realty/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "27",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Blumer Fox Group",
      "directory_slug": "blumer-fox-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 20.6,
      "market_authority_score": 20.6,
      "consumer_authority_score": 20.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 27,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/blumer-fox-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/blumer-fox-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "27",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Aaron Share",
      "directory_slug": "aaron-share",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 19.2,
      "market_authority_score": 19.2,
      "consumer_authority_score": 19.2,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 21,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/aaron-share/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/aaron-share-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "21",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Barone Group",
      "directory_slug": "barone-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 19.0,
      "market_authority_score": 19.0,
      "consumer_authority_score": 19.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 26,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/barone-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/barone-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "26",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Binkley Residential",
      "directory_slug": "binkley-residential",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 19.0,
      "market_authority_score": 19.0,
      "consumer_authority_score": 19.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 26,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/binkley-residential/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/binkley-residential-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "26",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Bruce Glazer Group",
      "directory_slug": "bruce-glazer-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 17.8,
      "market_authority_score": 17.8,
      "consumer_authority_score": 17.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/bruce-glazer-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bruce-glazer-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "25",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Alejandra Reyes",
      "directory_slug": "alejandra-reyes",
      "entity_type": "Individual",
      "brokerage": "REMAX 10",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 17.4,
      "market_authority_score": 17.4,
      "consumer_authority_score": 17.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 20,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/alejandra-reyes/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alejandra-reyes-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Chris Pequet Group",
      "directory_slug": "chris-pequet-group",
      "entity_type": "Team",
      "brokerage": "Jameson Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 16.6,
      "market_authority_score": 16.6,
      "consumer_authority_score": 16.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 24,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chris-pequet-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chris-pequet-group-illinois-jameson-sotheby-s-international-realty/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "24",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Conlon Group",
      "directory_slug": "conlon-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 16.6,
      "market_authority_score": 16.6,
      "consumer_authority_score": 16.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 24,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/conlon-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/conlon-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "24",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "April Baker Homes",
      "directory_slug": "april-baker-homes",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 15.1,
      "market_authority_score": 15.1,
      "consumer_authority_score": 15.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 22,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/april-baker-homes/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/april-baker-homes-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "22",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Christie Ascione Property Group",
      "directory_slug": "christie-ascione-property-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 15.1,
      "market_authority_score": 15.1,
      "consumer_authority_score": 15.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 22,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/christie-ascione-property-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/christie-ascione-property-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "22",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Chicago Condo Finder",
      "directory_slug": "chicago-condo-finder",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 13.9,
      "market_authority_score": 13.9,
      "consumer_authority_score": 13.9,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 20,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chicago-condo-finder/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-condo-finder-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    }
  ],
  "qualified_directory": [
    {
      "market": "Chicago",
      "name": "Laricy Team",
      "directory_slug": "laricy-team",
      "entity_type": "Team",
      "brokerage": "Americorp",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 98.5,
      "market_authority_score": 98.5,
      "consumer_authority_score": 98.5,
      "authority_band": "Market dominant",
      "ai_visibility_score": 46.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 0.75,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 312960000.0,
      "sales_transactions_public": 579,
      "review_count_public": 1982,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://mattlaricy.com/",
      "profile_url": "",
      "directory_profile_url": "directory/laricy-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/laricy-illinois-americorp/",
      "review_source_url": "https://www.zillow.com/profile/matt-laricy",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "312960000",
      "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/matt-laricy",
          "review_count": 1982,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Crystal Tran Team",
      "directory_slug": "crystal-tran-team",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 95.9,
      "market_authority_score": 95.9,
      "consumer_authority_score": 95.9,
      "authority_band": "Market dominant",
      "ai_visibility_score": 48.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 5,
      "ai_citation_rate": 0.8,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 53050000.0,
      "sales_transactions_public": 254,
      "review_count_public": 810,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://huntchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/crystal-tran-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/crystaltranteam-illinois-propertieschristie-sinternationalrealestate/",
      "review_source_url": "https://www.zillow.com/profile/Crystal%20Tran%20Team",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "53050000",
      "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/Crystal%20Tran%20Team",
          "review_count": 810,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Qamar Group",
      "directory_slug": "qamar-group",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage Inc.",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 94.7,
      "market_authority_score": 94.7,
      "consumer_authority_score": 94.7,
      "authority_band": "Market dominant",
      "ai_visibility_score": 29.6,
      "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": 102220000.0,
      "sales_transactions_public": 254,
      "review_count_public": 720,
      "average_rating_public": 5.0,
      "source_count": 0,
      "official_url": "https://qamargroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/qamar-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/qamar-group-illinois-the-real-brokerage-inc/",
      "review_source_url": "https://www.zillow.com/profile/RafayQamar",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "254",
      "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/RafayQamar",
          "review_count": 720,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Crystal Tran",
      "directory_slug": "crystal-tran",
      "entity_type": "Individual",
      "brokerage": "properties Christies International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 92.8,
      "market_authority_score": 92.8,
      "consumer_authority_score": 92.8,
      "authority_band": "Market dominant",
      "ai_visibility_score": 41.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 3,
      "ai_citation_rate": 0.6667,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 229,
      "review_count_public": 795,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://huntchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/crystal-tran/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/crystal-tran-58000/",
      "review_source_url": "https://www.fastexpert.com/agents/crystal-tran-58000/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "229",
      "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/crystal-tran-58000/",
          "review_count": 795,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "The DoWell Group",
      "directory_slug": "the-dowell-group",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 86.2,
      "market_authority_score": 86.2,
      "consumer_authority_score": 86.2,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 28.6,
      "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": 127580000.0,
      "sales_transactions_public": 168,
      "review_count_public": 345,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://thedowellgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-dowell-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-dowell-group-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "https://www.zillow.com/profile/The%20DoWell%20Group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "127580000",
      "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%20DoWell%20Group",
          "review_count": 345,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "The Scott Group",
      "directory_slug": "the-scott-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 85.0,
      "market_authority_score": 85.0,
      "consumer_authority_score": 85.0,
      "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": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 78310000.0,
      "sales_transactions_public": 109,
      "review_count_public": 539,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://thescottgrp.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-scott-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-scott-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/RealtorDarrellScott",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "109",
      "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/RealtorDarrellScott",
          "review_count": 539,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Cindi Sodolski",
      "directory_slug": "cindi-sodolski",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 84.6,
      "market_authority_score": 84.6,
      "consumer_authority_score": 84.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 24.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 160,
      "review_count_public": 179,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://www.compass.com/agents/cindi-sodolski/",
      "profile_url": "",
      "directory_profile_url": "directory/cindi-sodolski/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/cindi-sodolski-27824/",
      "review_source_url": "https://www.fastexpert.com/agents/cindi-sodolski-27824/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "160",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/cindi-sodolski-27824/",
          "review_count": 179,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Alex Stoykov Group",
      "directory_slug": "alex-stoykov-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 84.6,
      "market_authority_score": 84.6,
      "consumer_authority_score": 84.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 39.9,
      "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": 154820000.0,
      "sales_transactions_public": 233,
      "review_count_public": 334,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://www.alexstoykovgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/alex-stoykov-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/alex-stoykov-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Alexander%20Stoykov",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "233",
      "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/Alexander%20Stoykov",
          "review_count": 334,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Sophia Klopas",
      "directory_slug": "sophia-klopas",
      "entity_type": "Individual",
      "brokerage": "Jameson Sothebys International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 83.7,
      "market_authority_score": 83.7,
      "consumer_authority_score": 83.7,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 23.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 234,
      "review_count_public": 112,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://klopasstratton.com/agent/sophia-klopas",
      "profile_url": "",
      "directory_profile_url": "directory/sophia-klopas/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
      "review_source_url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "234",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
          "review_count": 112,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Kate Waddell",
      "directory_slug": "kate-waddell",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 83.5,
      "market_authority_score": 83.5,
      "consumer_authority_score": 83.5,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 24.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 202,
      "review_count_public": 137,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://www.compass.com/agents/kate-waddell/",
      "profile_url": "",
      "directory_profile_url": "directory/kate-waddell/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
      "review_source_url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "202",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
          "review_count": 137,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Melissa Siegal Group",
      "directory_slug": "melissa-siegal-group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 82.6,
      "market_authority_score": 82.6,
      "consumer_authority_score": 82.6,
      "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": 60770000.0,
      "sales_transactions_public": 81,
      "review_count_public": 551,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://melissasiegal.com/",
      "profile_url": "",
      "directory_profile_url": "directory/melissa-siegal-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/melissa-siegal-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/melissasiegal",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "60770000",
      "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/melissasiegal",
          "review_count": 551,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Nancy Tassone",
      "directory_slug": "nancy-tassone",
      "entity_type": "Individual",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 80.9,
      "market_authority_score": 80.9,
      "consumer_authority_score": 80.9,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 35.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 109680000.0,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "https://www.nancytassone.com/",
      "profile_url": "",
      "directory_profile_url": "directory/nancy-tassone/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/nancy-tassone-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "volume",
      "production_metric_value": "109680000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Carrie McCormick Luxury Group",
      "directory_slug": "carrie-mccormick-luxury-group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 79.4,
      "market_authority_score": 79.4,
      "consumer_authority_score": 79.4,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.143,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 332590000.0,
      "sales_transactions_public": 160,
      "review_count_public": 181,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://carriemccormickre.com/",
      "profile_url": "",
      "directory_profile_url": "directory/carrie-mccormick-luxury-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/carrie-mccormick-luxury-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/Carrie%20McCormick",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "332590000",
      "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/Carrie%20McCormick",
          "review_count": 181,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Elizabeth August",
      "directory_slug": "elizabeth-august",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 79.3,
      "market_authority_score": 79.3,
      "consumer_authority_score": 79.3,
      "authority_band": "Strong public proof",
      "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": 28420000.0,
      "sales_transactions_public": 32,
      "review_count_public": 105,
      "average_rating_public": 5.0,
      "source_count": 0,
      "official_url": "https://www.atproperties.com/agents/1258/elizabeth-august",
      "profile_url": "",
      "directory_profile_url": "directory/elizabeth-august/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/elizabeth-august-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Elizabeth%20August",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "32",
      "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/Elizabeth%20August",
          "review_count": 105,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Melissa Dondalski",
      "directory_slug": "melissa-dondalski",
      "entity_type": "Individual",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 79.3,
      "market_authority_score": 79.3,
      "consumer_authority_score": 79.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 130,
      "review_count_public": 159,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://www.atproperties.com/site/melissadondalski",
      "profile_url": "",
      "directory_profile_url": "directory/melissa-dondalski/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/melissa-dondalski-84856/",
      "review_source_url": "https://www.fastexpert.com/agents/melissa-dondalski-84856/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "",
      "production_metric_value": "",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/melissa-dondalski-84856/",
          "review_count": 159,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Connie Dornan Group",
      "directory_slug": "connie-dornan-group",
      "entity_type": "Team",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 79.2,
      "market_authority_score": 79.2,
      "consumer_authority_score": 79.2,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 119500000.0,
      "sales_transactions_public": 145,
      "review_count_public": 232,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://conniedornan.com/",
      "profile_url": "",
      "directory_profile_url": "directory/connie-dornan-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/connie-dornan-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/ConnieDornanRealtor",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "119500000",
      "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/ConnieDornanRealtor",
          "review_count": 232,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Kate Waddell Group",
      "directory_slug": "kate-waddell-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 79.1,
      "market_authority_score": 79.1,
      "consumer_authority_score": 79.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.6,
      "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": 83810000.0,
      "sales_transactions_public": 100,
      "review_count_public": 335,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://katewaddellgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/kate-waddell-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/kate-waddell-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/KateWaddell",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "83810000",
      "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/KateWaddell",
          "review_count": 335,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Cynthia Stolfe",
      "directory_slug": "cynthia-stolfe",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 78.2,
      "market_authority_score": 78.2,
      "consumer_authority_score": 78.2,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.5,
      "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": 24840000.0,
      "sales_transactions_public": 52,
      "review_count_public": 202,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/cynthia-stolfe",
      "profile_url": "",
      "directory_profile_url": "directory/cynthia-stolfe/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/cynthia-stolfe-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/cynthia-stolfe",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "24840000",
      "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/cynthia-stolfe",
          "review_count": 202,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Millie Rosenbloom",
      "directory_slug": "millie-rosenbloom",
      "entity_type": "Individual",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 77.7,
      "market_authority_score": 77.7,
      "consumer_authority_score": 77.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 41940000.0,
      "sales_transactions_public": 36,
      "review_count_public": 76,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.millierosenbloom.com/",
      "profile_url": "",
      "directory_profile_url": "directory/millie-rosenbloom/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/millie-rosenbloom-illinois/",
      "review_source_url": "https://zenlist.com/a/millie.rosenbloom",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "36",
      "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": "zenlist.com",
          "url": "https://zenlist.com/a/millie.rosenbloom",
          "review_count": 76,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Stacey Dombar",
      "directory_slug": "stacey-dombar",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 77.5,
      "market_authority_score": 77.5,
      "consumer_authority_score": 77.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.5,
      "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": 23980000.0,
      "sales_transactions_public": 37,
      "review_count_public": 233,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/stacey-dombar",
      "profile_url": "",
      "directory_profile_url": "directory/stacey-dombar/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/stacey-dombar-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/stacey-dombar",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23980000",
      "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/stacey-dombar",
          "review_count": 233,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Scott Curcio",
      "directory_slug": "scott-curcio",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 77.1,
      "market_authority_score": 77.1,
      "consumer_authority_score": 77.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 158,
      "review_count_public": 109,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://scottcurcio.com/",
      "profile_url": "",
      "directory_profile_url": "directory/scott-curcio/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/scott-curcio-10185/",
      "review_source_url": "https://www.fastexpert.com/agents/scott-curcio-10185/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "158",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/scott-curcio-10185/",
          "review_count": 109,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Michael Saladino",
      "directory_slug": "michael-saladino",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 76.9,
      "market_authority_score": 76.9,
      "consumer_authority_score": 76.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 142,
      "review_count_public": 119,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://mike.saladinosells.homes/",
      "profile_url": "",
      "directory_profile_url": "directory/michael-saladino/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
      "review_source_url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "142",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
          "review_count": 119,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Amy Gugliuzza",
      "directory_slug": "amy-gugliuzza",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 76.4,
      "market_authority_score": 76.4,
      "consumer_authority_score": 76.4,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.2,
      "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": 25300000.0,
      "sales_transactions_public": 64,
      "review_count_public": 178,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/amy-gugliuzza",
      "profile_url": "",
      "directory_profile_url": "directory/amy-gugliuzza/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/amy-gugliuzza-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/amy-gugliuzza",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "25300000",
      "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/amy-gugliuzza",
          "review_count": 178,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Alex Wolking",
      "directory_slug": "alex-wolking",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 75.6,
      "market_authority_score": 75.6,
      "consumer_authority_score": 75.6,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 30880000.0,
      "sales_transactions_public": 45,
      "review_count_public": 72,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://alexwolking.com/",
      "profile_url": "",
      "directory_profile_url": "directory/alex-wolking/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alex-wolking-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Alex%20Wolking",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "45",
      "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/Alex%20Wolking",
          "review_count": 72,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Dawn McKenna Group",
      "directory_slug": "dawn-mckenna-group",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 74.7,
      "market_authority_score": 74.7,
      "consumer_authority_score": 74.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 0.25,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 785920000.0,
      "sales_transactions_public": 584,
      "review_count_public": 80,
      "average_rating_public": 4.9,
      "source_count": 7,
      "official_url": "https://dawnmckennagroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/dawn-mckenna-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/dawn-mckenna-group-illinois-coldwell-banker-realty/",
      "review_source_url": "https://www.provenexpert.com/en-us/dawn-mckenna-group/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "584.05",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "provenexpert.com",
          "url": "https://www.provenexpert.com/en-us/dawn-mckenna-group/",
          "review_count": 80,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "The MG Group",
      "directory_slug": "the-mg-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 74.0,
      "market_authority_score": 74.0,
      "consumer_authority_score": 74.0,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.4,
      "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": 94900000.0,
      "sales_transactions_public": 156,
      "review_count_public": 128,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://mggroupchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-mg-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/mggroup-illinois-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/the-mg-group-3786/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "94900000",
      "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/the-mg-group-3786/",
          "review_count": 128,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Brian Behan",
      "directory_slug": "brian-behan",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 73.5,
      "market_authority_score": 73.5,
      "consumer_authority_score": 73.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.1,
      "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": 31890000.0,
      "sales_transactions_public": 35,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.atproperties.com/agents/5991/brian-behan",
      "profile_url": "",
      "directory_profile_url": "directory/brian-behan/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-behan-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Brian%20Behan",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "31890000",
      "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/Brian%20Behan",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Danielle Dowell",
      "directory_slug": "danielle-dowell",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway Home Services - Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 25.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 2,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 166,
      "review_count_public": 334,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/danielle-dowell/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/danielle-dowell-23515/",
      "review_source_url": "https://www.fastexpert.com/agents/danielle-dowell-23515/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "166",
      "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/danielle-dowell-23515/",
          "review_count": 334,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Becky Wipperfurth",
      "directory_slug": "becky-wipperfurth",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 73.3,
      "market_authority_score": 73.3,
      "consumer_authority_score": 73.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 24.2,
      "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": 21670000.0,
      "sales_transactions_public": 54,
      "review_count_public": 167,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/becky-wipperfurth",
      "profile_url": "",
      "directory_profile_url": "directory/becky-wipperfurth/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/becky-wipperfurth-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/becky-wipperfurth",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "21670000",
      "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/becky-wipperfurth",
          "review_count": 167,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Dawn McKenna",
      "directory_slug": "dawn-mckenna",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 73.3,
      "market_authority_score": 73.3,
      "consumer_authority_score": 73.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 156,
      "review_count_public": 81,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://dawnmckennagroup.com/agents/dawn-mckenna",
      "profile_url": "",
      "directory_profile_url": "directory/dawn-mckenna/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/dawn-mckenna-40992/",
      "review_source_url": "https://www.fastexpert.com/agents/dawn-mckenna-40992/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "156",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/dawn-mckenna-40992/",
          "review_count": 81,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Busby Group",
      "directory_slug": "busby-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 73.3,
      "market_authority_score": 73.3,
      "consumer_authority_score": 73.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 86940000.0,
      "sales_transactions_public": 106,
      "review_count_public": 162,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://busbygroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/busby-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/busby-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/juliebusby",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "86940000",
      "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/juliebusby",
          "review_count": 162,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Camille Canales",
      "directory_slug": "camille-canales",
      "entity_type": "Individual",
      "brokerage": "CCG Chicago @ Compass Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 72.6,
      "market_authority_score": 72.6,
      "consumer_authority_score": 72.6,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 23.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 134,
      "review_count_public": 100,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://ccg-chicago.com/agent/camille-canales",
      "profile_url": "",
      "directory_profile_url": "directory/camille-canales/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/camille-canales-110415/",
      "review_source_url": "https://www.fastexpert.com/agents/camille-canales-110415/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "134",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/camille-canales-110415/",
          "review_count": 100,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Advisors North",
      "directory_slug": "advisors-north",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 71.9,
      "market_authority_score": 71.9,
      "consumer_authority_score": 71.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 29.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 31320000.0,
      "sales_transactions_public": 52,
      "review_count_public": 453,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/adam-max/",
      "profile_url": "",
      "directory_profile_url": "directory/advisors-north/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/advisors-north-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/The-Max-Team/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "52",
      "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-Max-Team/",
          "review_count": 453,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Joanne Nemerovski",
      "directory_slug": "joanne-nemerovski",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 71.5,
      "market_authority_score": 71.5,
      "consumer_authority_score": 71.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 25.5,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 50260000.0,
      "sales_transactions_public": 41,
      "review_count_public": 31,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.joannesellschicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/joanne-nemerovski/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/joanne-nemerovski-illinois/",
      "review_source_url": "https://www.homes.com/real-estate-agents/joanne-nemerovski/rn8jqd0/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "41",
      "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": "homes.com",
          "url": "https://www.homes.com/real-estate-agents/joanne-nemerovski/rn8jqd0/",
          "review_count": 31,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Emily Sachs Wong",
      "directory_slug": "emily-sachs-wong",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 70.7,
      "market_authority_score": 70.7,
      "consumer_authority_score": 70.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 36.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 8,
      "ai_citation_rate": 0.75,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 4000000000.0,
      "sales_transactions_public": null,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://eswchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/emily-sachs-wong/index.html",
      "production_source_url": "https://eswchicago.com/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "volume",
      "production_metric_value": "4000000000",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Jessica Jakubowski",
      "directory_slug": "jessica-jakubowski",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 70.5,
      "market_authority_score": 70.5,
      "consumer_authority_score": 70.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.2,
      "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": 25420000.0,
      "sales_transactions_public": 37,
      "review_count_public": 55,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.atproperties.com/agents/9068/jessica-jakubowski",
      "profile_url": "",
      "directory_profile_url": "directory/jessica-jakubowski/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jessica-jakubowski-illinois/",
      "review_source_url": "https://www.zillow.com/profile/jessica%20jakubowski",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "25420000",
      "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/jessica%20jakubowski",
          "review_count": 55,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Peter Moore",
      "directory_slug": "peter-moore",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 70.0,
      "market_authority_score": 70.0,
      "consumer_authority_score": 70.0,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.8,
      "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": 13880000.0,
      "sales_transactions_public": 21,
      "review_count_public": 387,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/petermoore",
      "profile_url": "",
      "directory_profile_url": "directory/peter-moore/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/peter-moore-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Mr%20Peter%20Moore",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "13880000",
      "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/Mr%20Peter%20Moore",
          "review_count": 387,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Chicago Residential Partners",
      "directory_slug": "chicago-residential-partners",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 69.7,
      "market_authority_score": 69.7,
      "consumer_authority_score": 69.7,
      "authority_band": "Established public proof",
      "ai_visibility_score": 28.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 33160000.0,
      "sales_transactions_public": 65,
      "review_count_public": 303,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.chicagoresidentialpartners.com/",
      "profile_url": "",
      "directory_profile_url": "directory/chicago-residential-partners/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-residential-partners-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/bzibung",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "33160000",
      "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/bzibung",
          "review_count": 303,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Stephanie LoVerde",
      "directory_slug": "stephanie-loverde",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 69.5,
      "market_authority_score": 69.5,
      "consumer_authority_score": 69.5,
      "authority_band": "Established public proof",
      "ai_visibility_score": 40.9,
      "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": 23580000.0,
      "sales_transactions_public": 45,
      "review_count_public": 79,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/stephanieloverde",
      "profile_url": "",
      "directory_profile_url": "directory/stephanie-loverde/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/stephanie-loverde-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Stephanie%20LoVerde",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23580000",
      "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/Stephanie%20LoVerde",
          "review_count": 79,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Jacob Reiner",
      "directory_slug": "jacob-reiner",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 69.2,
      "market_authority_score": 69.2,
      "consumer_authority_score": 69.2,
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.0,
      "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": 23190000.0,
      "sales_transactions_public": 47,
      "review_count_public": 139,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/jacob-reiner",
      "profile_url": "",
      "directory_profile_url": "directory/jacob-reiner/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jacob-reiner-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jacob-reiner",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23190000",
      "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/jacob-reiner",
          "review_count": 139,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Camille Canales Group",
      "directory_slug": "camille-canales-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 68.6,
      "market_authority_score": 68.6,
      "consumer_authority_score": 68.6,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.5,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 43530000.0,
      "sales_transactions_public": 72,
      "review_count_public": 148,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://ccg-chicago.com",
      "profile_url": "",
      "directory_profile_url": "directory/camille-canales-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/camille-canales-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Camille%20CanalesGroup",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "72",
      "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/Camille%20CanalesGroup",
          "review_count": 148,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Peggy Sersen",
      "directory_slug": "peggy-sersen",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 67.4,
      "market_authority_score": 67.4,
      "consumer_authority_score": 67.4,
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.2,
      "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": 21800000.0,
      "sales_transactions_public": 40,
      "review_count_public": 165,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/peggy-sersen",
      "profile_url": "",
      "directory_profile_url": "directory/peggy-sersen/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/peggy-sersen-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/peggy-sersen",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "21800000",
      "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/peggy-sersen",
          "review_count": 165,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Lowe Group",
      "directory_slug": "lowe-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 66.2,
      "market_authority_score": 66.2,
      "consumer_authority_score": 66.2,
      "authority_band": "Established public proof",
      "ai_visibility_score": 43.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 5,
      "ai_citation_rate": 0.8,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 250100000.0,
      "sales_transactions_public": 160,
      "review_count_public": 33,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lowegroupchicago.com/",
      "profile_url": "",
      "directory_profile_url": "directory/lowe-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/lowe-group-chicago-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Jeff%20Lowe",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "250100000",
      "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/Jeff%20Lowe",
          "review_count": 33,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Chicago Home Partner",
      "directory_slug": "chicago-home-partner",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 65.5,
      "market_authority_score": 65.5,
      "consumer_authority_score": 65.5,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 54,
      "review_count_public": 197,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://chicagohomepartner.com/",
      "profile_url": "",
      "directory_profile_url": "directory/chicago-home-partner/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-home-partner-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "https://www.zillow.com/profile/AMcMillan",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "54",
      "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/AMcMillan",
          "review_count": 197,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Scott Curcio Residential",
      "directory_slug": "scott-curcio-residential",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "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": 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": 36710000.0,
      "sales_transactions_public": 68,
      "review_count_public": 116,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://scottcurcio.com/",
      "profile_url": "",
      "directory_profile_url": "directory/scott-curcio-residential/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/scott-curcio-residential-illinois-baird-warner/",
      "review_source_url": "https://www.zillow.com/profile/Scott%20Curcio",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "36710000",
      "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/Scott%20Curcio",
          "review_count": 116,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Chezi Rafaeli",
      "directory_slug": "chezi-rafaeli",
      "entity_type": "Individual",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 63.7,
      "market_authority_score": 63.7,
      "consumer_authority_score": 63.7,
      "authority_band": "Established public proof",
      "ai_visibility_score": 18.4,
      "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": 68060000.0,
      "sales_transactions_public": 59,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chezi-rafaeli/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/chezi-rafaeli-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "59",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Vergis Eiland",
      "directory_slug": "vergis-eiland",
      "entity_type": "Individual",
      "brokerage": "@properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 63.3,
      "market_authority_score": 63.3,
      "consumer_authority_score": 63.3,
      "authority_band": "Established public proof",
      "ai_visibility_score": 23.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 127,
      "review_count_public": 64,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://www.atproperties.com/site/vergiseiland",
      "profile_url": "",
      "directory_profile_url": "directory/vergis-eiland/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/vergis-eiland-33314/",
      "review_source_url": "https://www.fastexpert.com/agents/vergis-eiland-33314/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "127",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/vergis-eiland-33314/",
          "review_count": 64,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "BellaHart Group",
      "directory_slug": "bellahart-group",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 62.5,
      "market_authority_score": 62.5,
      "consumer_authority_score": 62.5,
      "authority_band": "Established public proof",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 68,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://bellahartgroup.com",
      "profile_url": "",
      "directory_profile_url": "directory/bellahart-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bellahart-group-illinois-baird-warner/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "68",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Santiago Valdez",
      "directory_slug": "santiago-valdez",
      "entity_type": "Individual",
      "brokerage": "Compass - Chicago - River North (Kinzie)",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.9,
      "market_authority_score": 61.9,
      "consumer_authority_score": 61.9,
      "authority_band": "Established public proof",
      "ai_visibility_score": 24.2,
      "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": null,
      "sales_transactions_public": 206,
      "review_count_public": 73,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/santiago-valdez/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/santiago-valdez-20203/",
      "review_source_url": "https://www.fastexpert.com/agents/santiago-valdez-20203/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "206",
      "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/santiago-valdez-20203/",
          "review_count": 73,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Amie Klujian",
      "directory_slug": "amie-klujian",
      "entity_type": "Individual",
      "brokerage": "SwakeGroup at Dream Town Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 61.0,
      "market_authority_score": 61.0,
      "consumer_authority_score": 61.0,
      "authority_band": "Established public proof",
      "ai_visibility_score": 21.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 194,
      "review_count_public": 18,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://amieklujian.com/",
      "profile_url": "",
      "directory_profile_url": "directory/amie-klujian/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/amie-klujian-100488/",
      "review_source_url": "https://www.fastexpert.com/agents/amie-klujian-100488/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "194",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/amie-klujian-100488/",
          "review_count": 18,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Arrow Home Advisors",
      "directory_slug": "arrow-home-advisors",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 60.9,
      "market_authority_score": 60.9,
      "consumer_authority_score": 60.9,
      "authority_band": "Established public proof",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 67,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://arrowhomeadvisors.com/",
      "profile_url": "",
      "directory_profile_url": "directory/arrow-home-advisors/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/arrow-home-advisors-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "67",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Jacqueline Alter",
      "directory_slug": "jacqueline-alter",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 59.0,
      "market_authority_score": 59.0,
      "consumer_authority_score": 59.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 23.6,
      "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": 17270000.0,
      "sales_transactions_public": 39,
      "review_count_public": 110,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/jacqueline-alter",
      "profile_url": "",
      "directory_profile_url": "directory/jacqueline-alter/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jacqueline-alter-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jacqueline-alter",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "17270000",
      "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/jacqueline-alter",
          "review_count": 110,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Owen Duffy",
      "directory_slug": "owen-duffy",
      "entity_type": "Individual",
      "brokerage": "Fulton Grace Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 58.5,
      "market_authority_score": 58.5,
      "consumer_authority_score": 58.5,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 11.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 128,
      "review_count_public": 111,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/owen-duffy/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/owen-duffy-45690/",
      "review_source_url": "https://www.fastexpert.com/agents/owen-duffy-45690/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "128",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/owen-duffy-45690/",
          "review_count": 111,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Marc Zale",
      "directory_slug": "marc-zale",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 58.0,
      "market_authority_score": 58.0,
      "consumer_authority_score": 58.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.9,
      "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": 22960000.0,
      "sales_transactions_public": 17,
      "review_count_public": 44,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/marc-zale/",
      "profile_url": "",
      "directory_profile_url": "directory/marc-zale/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/marc-zale-illinois/",
      "review_source_url": "https://www.zillow.com/profile/mzale2",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "22960000",
      "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/mzale2",
          "review_count": 44,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Chen Frost Group",
      "directory_slug": "chen-frost-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 57.7,
      "market_authority_score": 57.7,
      "consumer_authority_score": 57.7,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 57,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://www.compass.com/agents/kristine-frost/",
      "profile_url": "",
      "directory_profile_url": "directory/chen-frost-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chen-frost-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "57",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Ames Group Chicago",
      "directory_slug": "ames-group-chicago",
      "entity_type": "Team",
      "brokerage": "Engel & Volkers Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 57.4,
      "market_authority_score": 57.4,
      "consumer_authority_score": 57.4,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 70300000.0,
      "sales_transactions_public": 66,
      "review_count_public": 78,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://amesgroupchicago.evrealestate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/ames-group-chicago/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/ames-group-chicago-illinois-engel-vo-lkers-chicago/",
      "review_source_url": "https://www.zillow.com/profile/JenniferAmes",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "70300000",
      "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/JenniferAmes",
          "review_count": 78,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Deb Hess",
      "directory_slug": "deb-hess",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 56.6,
      "market_authority_score": 56.6,
      "consumer_authority_score": 56.6,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 11.0,
      "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": null,
      "sales_transactions_public": 128,
      "review_count_public": 104,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/deb-hess/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/deborah-hess-53807/",
      "review_source_url": "https://www.fastexpert.com/agents/deborah-hess-53807/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "128",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/deborah-hess-53807/",
          "review_count": 104,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Scott Newman",
      "directory_slug": "scott-newman",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONE Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 56.3,
      "market_authority_score": 56.3,
      "consumer_authority_score": 56.3,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 35.7,
      "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": null,
      "sales_transactions_public": 131,
      "review_count_public": 24,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://www.team-newman.com",
      "profile_url": "",
      "directory_profile_url": "directory/scott-newman/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/scott-newman-98797/",
      "review_source_url": "https://www.fastexpert.com/agents/scott-newman-98797/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "131",
      "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/scott-newman-98797/",
          "review_count": 24,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Swati Saxena",
      "directory_slug": "swati-saxena",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 55.8,
      "market_authority_score": 55.8,
      "consumer_authority_score": 55.8,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.9,
      "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": 22060000.0,
      "sales_transactions_public": 35,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/swatisaxena",
      "profile_url": "",
      "directory_profile_url": "directory/swati-saxena/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/swati-saxena-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Swati%20Saxena",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "22060000",
      "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/Swati%20Saxena",
          "review_count": 42,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Brad Lippitz Group",
      "directory_slug": "brad-lippitz-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 55.7,
      "market_authority_score": 55.7,
      "consumer_authority_score": 55.7,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 18.4,
      "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": null,
      "sales_transactions_public": 108,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/brad-lippitz-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/brad-lippitz-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "108",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Michael Scanlon",
      "directory_slug": "michael-scanlon",
      "entity_type": "Individual",
      "brokerage": "Exp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 55.3,
      "market_authority_score": 55.3,
      "consumer_authority_score": 55.3,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 32.2,
      "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": null,
      "sales_transactions_public": 143,
      "review_count_public": 6,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://michaelscanlon.exprealty.com/",
      "profile_url": "",
      "directory_profile_url": "directory/michael-scanlon/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/michael-scanlon-62679/",
      "review_source_url": "https://www.fastexpert.com/agents/michael-scanlon-62679/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "143",
      "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/michael-scanlon-62679/",
          "review_count": 6,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Morgan Sage",
      "directory_slug": "morgan-sage",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 53.7,
      "market_authority_score": 53.7,
      "consumer_authority_score": 53.7,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.2,
      "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": 23180000.0,
      "sales_transactions_public": 36,
      "review_count_public": 25,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://morgansage.net/about/",
      "profile_url": "",
      "directory_profile_url": "directory/morgan-sage/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/morgan-sage-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Morgan%20Sage",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23180000",
      "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/Morgan%20Sage",
          "review_count": 25,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "CARA Team",
      "directory_slug": "cara-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 53.5,
      "market_authority_score": 53.5,
      "consumer_authority_score": 53.5,
      "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": 0.167,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 41,
      "review_count_public": 100,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://cara.team/",
      "profile_url": "",
      "directory_profile_url": "directory/cara-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cara-team-illinois-compass/",
      "review_source_url": "https://promallu.com/toprated/united-states/cara-team-at-compass-arlington-heights-realtors-w7jnvo/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "41",
      "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": "promallu.com",
          "url": "https://promallu.com/toprated/united-states/cara-team-at-compass-arlington-heights-realtors-w7jnvo/",
          "review_count": 100,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Buy Sell Love Chicago",
      "directory_slug": "buy-sell-love-chicago",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 52.5,
      "market_authority_score": 52.5,
      "consumer_authority_score": 52.5,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 56000000.0,
      "sales_transactions_public": 95,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/buy-sell-love-chicago/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/buy-sell-love-chicago-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "95",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Kara Keller",
      "directory_slug": "kara-keller",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 52.2,
      "market_authority_score": 52.2,
      "consumer_authority_score": 52.2,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.1,
      "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": 13910000.0,
      "sales_transactions_public": 21,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/karakeller",
      "profile_url": "",
      "directory_profile_url": "directory/kara-keller/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/kara-keller-illinois/",
      "review_source_url": "https://www.zillow.com/profile/KaraGKeller",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "13910000",
      "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/KaraGKeller",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "ATM Team",
      "directory_slug": "atm-team",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "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": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 74,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/atm-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/atm-team-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "74",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Dave Moreno",
      "directory_slug": "dave-moreno",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 50.9,
      "market_authority_score": 50.9,
      "consumer_authority_score": 50.9,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 22.7,
      "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": 21950000.0,
      "sales_transactions_public": 37,
      "review_count_public": 52,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/dave-moreno",
      "profile_url": "",
      "directory_profile_url": "directory/dave-moreno/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/dave-moreno-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/dave-moreno",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "21950000",
      "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/dave-moreno",
          "review_count": 52,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Cheryi Gatti Team",
      "directory_slug": "cheryi-gatti-team",
      "entity_type": "Team",
      "brokerage": "Coldwell Banker 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": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 71,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/cheryi-gatti-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cheryi-gatti-team-illinois-coldwell-banker-realty/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "71",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Ed Jelinek",
      "directory_slug": "ed-jelinek",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 48.8,
      "market_authority_score": 48.8,
      "consumer_authority_score": 48.8,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 18.0,
      "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": 10760000.0,
      "sales_transactions_public": 23,
      "review_count_public": 139,
      "average_rating_public": 5.0,
      "source_count": 0,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/ed-jelinek/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/ed-jelinek-illinois/",
      "review_source_url": "https://www.zillow.com/profile/ejelinek",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "23",
      "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/ejelinek",
          "review_count": 139,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Debra Dobbs",
      "directory_slug": "debra-dobbs",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 48.6,
      "market_authority_score": 48.6,
      "consumer_authority_score": 48.6,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 9.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 166,
      "review_count_public": 26,
      "average_rating_public": 5.0,
      "source_count": 4,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/debra-dobbs/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
      "review_source_url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "166",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
          "review_count": 26,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Bryan Bomba Group",
      "directory_slug": "bryan-bomba-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 48.6,
      "market_authority_score": 48.6,
      "consumer_authority_score": 48.6,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 70,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/bryan-bomba-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bryan-bomba-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "70",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Amir Fouad",
      "directory_slug": "amir-fouad",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 47.2,
      "market_authority_score": 47.2,
      "consumer_authority_score": 47.2,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 12550000.0,
      "sales_transactions_public": 27,
      "review_count_public": 48,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.amirfouad.com/",
      "profile_url": "",
      "directory_profile_url": "directory/amir-fouad/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/amir-fouad-illinois/",
      "review_source_url": "https://www.zillow.com/profile/amirlfouad",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "27",
      "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/amirlfouad",
          "review_count": 48,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Tony Garcia",
      "directory_slug": "tony-garcia",
      "entity_type": "Individual",
      "brokerage": "Keller Williams ONEChicago",
      "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": 15.9,
      "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": 11490000.0,
      "sales_transactions_public": 47,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 0,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/tony-garcia/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/tony-garcia-illinois/",
      "review_source_url": "https://www.homes.com/real-estate-agents/tony-garcia/0cg5lf1/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "47",
      "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": "homes.com",
          "url": "https://www.homes.com/real-estate-agents/tony-garcia/0cg5lf1/",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Anne Gain Group",
      "directory_slug": "anne-gain-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 47.0,
      "market_authority_score": 47.0,
      "consumer_authority_score": 47.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 68,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/anne-gain-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/anne-gain-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "68",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Collin Wasiak Group",
      "directory_slug": "collin-wasiak-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 45.1,
      "market_authority_score": 45.1,
      "consumer_authority_score": 45.1,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://www.compass.com/agents/collin-wasiak/",
      "profile_url": "",
      "directory_profile_url": "directory/collin-wasiak-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/collin-wasiak-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "36",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Agnes Kakareko",
      "directory_slug": "agnes-kakareko",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 44.3,
      "market_authority_score": 44.3,
      "consumer_authority_score": 44.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 16.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 13800000.0,
      "sales_transactions_public": 38,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/agnes-kakareko/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/agnes-kakareko-illinois/",
      "review_source_url": "https://www.zillow.com/profile/agnes%20kakareko",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "38",
      "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/agnes%20kakareko",
          "review_count": 42,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Adam Zenullahi",
      "directory_slug": "adam-zenullahi",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 44.0,
      "market_authority_score": 44.0,
      "consumer_authority_score": 44.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 23.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": 68,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://www.redfin.com/real-estate-agents/adam-zenullahi",
      "profile_url": "",
      "directory_profile_url": "directory/adam-zenullahi/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/adam-zenullahi-illinois/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/adam-zenullahi",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "25",
      "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/adam-zenullahi",
          "review_count": 68,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Ballis Group",
      "directory_slug": "ballis-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 44.0,
      "market_authority_score": 44.0,
      "consumer_authority_score": 44.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 22060000.0,
      "sales_transactions_public": 29,
      "review_count_public": 96,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://ballisgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/ballis-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/ballis-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/ballis%20group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "22060000",
      "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/ballis%20group",
          "review_count": 96,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "C Starr Team",
      "directory_slug": "c-starr-team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 43.1,
      "market_authority_score": 43.1,
      "consumer_authority_score": 43.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 62,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/c-starr-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/c-starr-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "62",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "The Dobbs Group",
      "directory_slug": "the-dobbs-group",
      "entity_type": "Team",
      "brokerage": "The Dobbs Group",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 42.7,
      "market_authority_score": 42.7,
      "consumer_authority_score": 42.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.9,
      "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": null,
      "sales_transactions_public": 130,
      "review_count_public": 23,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/the-dobbs-group/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/debra-dobbs-113701/",
      "review_source_url": "https://www.fastexpert.com/agents/debra-dobbs-113701/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "130",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/debra-dobbs-113701/",
          "review_count": 23,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Cindi Sodolski Group",
      "directory_slug": "cindi-sodolski-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 42.5,
      "market_authority_score": 42.5,
      "consumer_authority_score": 42.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 27700000.0,
      "sales_transactions_public": 34,
      "review_count_public": 64,
      "average_rating_public": 5.0,
      "source_count": 5,
      "official_url": "https://cindisodolskigroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/cindi-sodolski-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cindi-sodolski-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/cindisodolski",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "34",
      "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/cindisodolski",
          "review_count": 64,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Steve Scheuring",
      "directory_slug": "steve-scheuring",
      "entity_type": "Individual",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 41.5,
      "market_authority_score": 41.5,
      "consumer_authority_score": 41.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.5,
      "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": 12380000.0,
      "sales_transactions_public": 18,
      "review_count_public": 30,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bairdwarner.com/agent-bio/stevescheuring",
      "profile_url": "",
      "directory_profile_url": "directory/steve-scheuring/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/steve-scheuring-illinois/",
      "review_source_url": "https://www.zillow.com/profile/oprfhouse",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "12380000",
      "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/oprfhouse",
          "review_count": 30,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Alejandro Trujillo",
      "directory_slug": "alejandro-trujillo",
      "entity_type": "Individual",
      "brokerage": "REMAX Premier",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 41.4,
      "market_authority_score": 41.4,
      "consumer_authority_score": 41.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 17.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 7210000.0,
      "sales_transactions_public": 24,
      "review_count_public": 78,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/alejandro-trujillo/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alejandro-trujillo-illinois/",
      "review_source_url": "https://www.zillow.com/profile/thealejandrotrujillo",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "24",
      "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/thealejandrotrujillo",
          "review_count": 78,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Baker McNicholas Group",
      "directory_slug": "baker-mcnicholas-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 40.8,
      "market_authority_score": 40.8,
      "consumer_authority_score": 40.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": null,
      "sales_transactions_public": 35,
      "review_count_public": 25,
      "average_rating_public": 5.0,
      "source_count": 6,
      "official_url": "https://bakermcnicholasgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/baker-mcnicholas-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/baker-mcnicholas-group-illinois-compass/",
      "review_source_url": "https://www.zillow.com/profile/Lori%20Baker",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "transactions",
      "production_metric_value": "35",
      "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/Lori%20Baker",
          "review_count": 25,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Agnes Czaja",
      "directory_slug": "agnes-czaja",
      "entity_type": "Individual",
      "brokerage": "REMAX 10",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 40.3,
      "market_authority_score": 40.3,
      "consumer_authority_score": 40.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 43,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/agnes-czaja/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/agnes-czaja-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "43",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Bill White Homes",
      "directory_slug": "bill-white-homes",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 39.9,
      "market_authority_score": 39.9,
      "consumer_authority_score": 39.9,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 51,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/bill-white-homes/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bill-white-homes-illinois-baird-warner/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "51",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Cashman Closes Team",
      "directory_slug": "cashman-closes-team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 39.1,
      "market_authority_score": 39.1,
      "consumer_authority_score": 39.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 50,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/cashman-closes-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cashman-closes-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "50",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Alicia Brooks",
      "directory_slug": "alicia-brooks",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 38.6,
      "market_authority_score": 38.6,
      "consumer_authority_score": 38.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 17.7,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 5,
      "official_url": "https://aliciabrooksrealestate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/alicia-brooks/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alicia-brooks-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "25",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Burlington Group",
      "directory_slug": "burlington-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 38.3,
      "market_authority_score": 38.3,
      "consumer_authority_score": 38.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 49,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/burlington-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/burlington-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "49",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Capitanini Team",
      "directory_slug": "capitanini-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 37.5,
      "market_authority_score": 37.5,
      "consumer_authority_score": 37.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 46,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/capitanini-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/capitanini-team-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "46",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Jorge Mariscal",
      "directory_slug": "jorge-mariscal",
      "entity_type": "Individual",
      "brokerage": "Remax Partners",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 37.4,
      "market_authority_score": 37.4,
      "consumer_authority_score": 37.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 67,
      "review_count_public": 23,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/jorge-mariscal/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/jorge-mariscal-9238/",
      "review_source_url": "https://www.fastexpert.com/agents/jorge-mariscal-9238/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "67",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/jorge-mariscal-9238/",
          "review_count": 23,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Linda Rooney",
      "directory_slug": "linda-rooney",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 37.4,
      "market_authority_score": 37.4,
      "consumer_authority_score": 37.4,
      "authority_band": "Production proof captured",
      "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": 9660000.0,
      "sales_transactions_public": 17,
      "review_count_public": 32,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.bhhs.com/chicago-il302/oak-park/linda-rooney/cid-3066324",
      "profile_url": "",
      "directory_profile_url": "directory/linda-rooney/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/linda-rooney-illinois/",
      "review_source_url": "https://www.zillow.com/profile/linda6105",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "9660000",
      "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/linda6105",
          "review_count": 32,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Aaron Hilton",
      "directory_slug": "aaron-hilton",
      "entity_type": "Individual",
      "brokerage": "CENTURY 21 Family Tree",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 37.3,
      "market_authority_score": 37.3,
      "consumer_authority_score": 37.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "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": null,
      "sales_transactions_public": 39,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/aaron-hilton/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/aaron-hilton-missouri/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "39",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Elizabeth Badrinath",
      "directory_slug": "elizabeth-badrinath",
      "entity_type": "Individual",
      "brokerage": "@properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 37.3,
      "market_authority_score": 37.3,
      "consumer_authority_score": 37.3,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.3,
      "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": 10880000.0,
      "sales_transactions_public": 11,
      "review_count_public": 26,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.atproperties.com/agents/4426/elizabeth-badrinath",
      "profile_url": "",
      "directory_profile_url": "directory/elizabeth-badrinath/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/elizabeth-badrinath-illinois/",
      "review_source_url": "https://www.zillow.com/profile/Elizabeth%20Badrinath",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "10880000",
      "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/Elizabeth%20Badrinath",
          "review_count": 26,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Noah Robinson",
      "directory_slug": "noah-robinson",
      "entity_type": "Individual",
      "brokerage": "Real Brokerage",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 37.0,
      "market_authority_score": 37.0,
      "consumer_authority_score": 37.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 8.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 127,
      "review_count_public": 12,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/noah-robinson/index.html",
      "production_source_url": "https://www.fastexpert.com/agents/noah-robinson-79764/",
      "review_source_url": "https://www.fastexpert.com/agents/noah-robinson-79764/",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_realtrends_production_proof",
      "production_metric_type": "transactions",
      "production_metric_value": "127",
      "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": "FastExpert",
          "url": "https://www.fastexpert.com/agents/noah-robinson-79764/",
          "review_count": 12,
          "average_rating": null
        }
      ]
    },
    {
      "market": "Chicago",
      "name": "Around Town Real Estate Group",
      "directory_slug": "around-town-real-estate-group",
      "entity_type": "Team",
      "brokerage": "Baird & Warner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 36.4,
      "market_authority_score": 36.4,
      "consumer_authority_score": 36.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 44,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/around-town-real-estate-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/around-town-real-estate-group-illinois-baird-warner/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "44",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Brooke Vanderbok Team",
      "directory_slug": "brooke-vanderbok-team",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 36.4,
      "market_authority_score": 36.4,
      "consumer_authority_score": 36.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 44,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/brooke-vanderbok-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/brooke-vanderbok-team-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "44",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "ChicagoHome Brokerage Network",
      "directory_slug": "chicagohome-brokerage-network",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 34.8,
      "market_authority_score": 34.8,
      "consumer_authority_score": 34.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 41,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chicagohome-brokerage-network/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicagohome-brokerage-network-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "41",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Better Together Group",
      "directory_slug": "better-together-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 33.6,
      "market_authority_score": 33.6,
      "consumer_authority_score": 33.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 40,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/better-together-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/better-together-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "40",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Chris Grano Home Specialists",
      "directory_slug": "chris-grano-home-specialists",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 32.8,
      "market_authority_score": 32.8,
      "consumer_authority_score": 32.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 39,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chris-grano-home-specialists/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chris-grano-home-specialists-illinois-keller-williams/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "39",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "1Corner",
      "directory_slug": "1corner",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 31.6,
      "market_authority_score": 31.6,
      "consumer_authority_score": 31.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 38,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/1corner/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/1corner-illinois-keller-williams/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "38",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Chicago Crib Team",
      "directory_slug": "chicago-crib-team",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 31.6,
      "market_authority_score": 31.6,
      "consumer_authority_score": 31.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 22330000.0,
      "sales_transactions_public": 38,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chicago-crib-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-crib-team-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "38",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "BurtonWood Residential",
      "directory_slug": "burtonwood-residential",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 29.7,
      "market_authority_score": 29.7,
      "consumer_authority_score": 29.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/burtonwood-residential/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/burtonwood-residential-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "36",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Bussell Residential Group",
      "directory_slug": "bussell-residential-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 29.7,
      "market_authority_score": 29.7,
      "consumer_authority_score": 29.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 36,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/bussell-residential-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bussell-residential-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "36",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Amber Kardosh",
      "directory_slug": "amber-kardosh",
      "entity_type": "Individual",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 28.0,
      "market_authority_score": 28.0,
      "consumer_authority_score": 28.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 33,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/amber-kardosh/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/amber-kardosh-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "33",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Cohen Morsch",
      "directory_slug": "cohen-morsch",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 27.7,
      "market_authority_score": 27.7,
      "consumer_authority_score": 27.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 35,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/cohen-morsch/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/cohen-morsch-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "35",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Alexander Reid",
      "directory_slug": "alexander-reid",
      "entity_type": "Individual",
      "brokerage": "HomeSmart Connect",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 26.7,
      "market_authority_score": 26.7,
      "consumer_authority_score": 26.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 32,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/alexander-reid/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alexander-reid-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "32",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "The Going Beyond Group",
      "directory_slug": "the-going-beyond-group",
      "entity_type": "Team",
      "brokerage": "",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 25.7,
      "market_authority_score": 25.7,
      "consumer_authority_score": 25.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": 16960000.0,
      "sales_transactions_public": 32,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/the-going-beyond-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-going-beyond-group-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "32",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Alex Fenske",
      "directory_slug": "alex-fenske",
      "entity_type": "Individual",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 25.4,
      "market_authority_score": 25.4,
      "consumer_authority_score": 25.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/alex-fenske/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alex-fenske-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Angie Faron Team",
      "directory_slug": "angie-faron-team",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 23.7,
      "market_authority_score": 23.7,
      "consumer_authority_score": 23.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/angie-faron-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/angie-faron-team-illinois-keller-williams/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Caroline Gau Team",
      "directory_slug": "caroline-gau-team",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage Inc.",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 23.7,
      "market_authority_score": 23.7,
      "consumer_authority_score": 23.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/caroline-gau-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/caroline-gau-team-illinois-the-real-brokerage-inc/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Christine Cutrone & Katie Hill",
      "directory_slug": "christine-cutrone-katie-hill",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 23.7,
      "market_authority_score": 23.7,
      "consumer_authority_score": 23.7,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 29,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/christine-cutrone-katie-hill/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/christine-cutrone-katie-hill-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Antares Group",
      "directory_slug": "antares-group",
      "entity_type": "Team",
      "brokerage": "REMAX Loyalty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 21.8,
      "market_authority_score": 21.8,
      "consumer_authority_score": 21.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 28,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/antares-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/antares-group-illinois-remax-loyalty/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "28",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Anderson Mancuso Group",
      "directory_slug": "anderson-mancuso-group",
      "entity_type": "Team",
      "brokerage": "Jameson Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 20.6,
      "market_authority_score": 20.6,
      "consumer_authority_score": 20.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 27,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/anderson-mancuso-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/anderson-mancuso-group-illinois-jameson-sotheby-s-international-realty/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "27",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Blumer Fox Group",
      "directory_slug": "blumer-fox-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 20.6,
      "market_authority_score": 20.6,
      "consumer_authority_score": 20.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 27,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/blumer-fox-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/blumer-fox-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "27",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Aaron Share",
      "directory_slug": "aaron-share",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 19.2,
      "market_authority_score": 19.2,
      "consumer_authority_score": 19.2,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 21,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/aaron-share/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/aaron-share-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "21",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Barone Group",
      "directory_slug": "barone-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 19.0,
      "market_authority_score": 19.0,
      "consumer_authority_score": 19.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 26,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/barone-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/barone-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "26",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Binkley Residential",
      "directory_slug": "binkley-residential",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 19.0,
      "market_authority_score": 19.0,
      "consumer_authority_score": 19.0,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 26,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/binkley-residential/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/binkley-residential-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "26",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Bruce Glazer Group",
      "directory_slug": "bruce-glazer-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 17.8,
      "market_authority_score": 17.8,
      "consumer_authority_score": 17.8,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 25,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/bruce-glazer-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/bruce-glazer-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "25",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Alejandra Reyes",
      "directory_slug": "alejandra-reyes",
      "entity_type": "Individual",
      "brokerage": "REMAX 10",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 17.4,
      "market_authority_score": 17.4,
      "consumer_authority_score": 17.4,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 20,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/alejandra-reyes/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alejandra-reyes-illinois/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    },
    {
      "market": "Chicago",
      "name": "Chris Pequet Group",
      "directory_slug": "chris-pequet-group",
      "entity_type": "Team",
      "brokerage": "Jameson Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 16.6,
      "market_authority_score": 16.6,
      "consumer_authority_score": 16.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 24,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chris-pequet-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chris-pequet-group-illinois-jameson-sotheby-s-international-realty/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "24",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Conlon Group",
      "directory_slug": "conlon-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 16.6,
      "market_authority_score": 16.6,
      "consumer_authority_score": 16.6,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 24,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/conlon-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/conlon-group-illinois-compass/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "24",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "April Baker Homes",
      "directory_slug": "april-baker-homes",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 15.1,
      "market_authority_score": 15.1,
      "consumer_authority_score": 15.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 22,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/april-baker-homes/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/april-baker-homes-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "22",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Christie Ascione Property Group",
      "directory_slug": "christie-ascione-property-group",
      "entity_type": "Team",
      "brokerage": "@Properties Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 15.1,
      "market_authority_score": 15.1,
      "consumer_authority_score": 15.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 22,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/christie-ascione-property-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/christie-ascione-property-group-illinois-properties-christie-s-international-real-estate/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "production_metric_type": "transactions",
      "production_metric_value": "22",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": []
    },
    {
      "market": "Chicago",
      "name": "Chicago Condo Finder",
      "directory_slug": "chicago-condo-finder",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices Chicago",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 13.9,
      "market_authority_score": 13.9,
      "consumer_authority_score": 13.9,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 6.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 0.0,
      "sales_volume_public": null,
      "sales_transactions_public": 20,
      "review_count_public": null,
      "average_rating_public": null,
      "source_count": 3,
      "official_url": "",
      "profile_url": "",
      "directory_profile_url": "directory/chicago-condo-finder/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chicago-condo-finder-illinois-berkshire-hathaway-homeservices-chicago/",
      "review_source_url": "",
      "public_display_tier": "directory",
      "v3_trust_gate": "missing_review_source",
      "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": []
    }
  ],
  "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": "Laricy Team",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Americorp",
          "consumer_authority_score": 98.5,
          "authority_band": "Market dominant",
          "ai_visibility_score": 46.9,
          "sales_volume_public": 312960000.0,
          "sales_transactions_public": 579,
          "review_count_public": 1982,
          "average_rating_public": 5.0,
          "profile_url": "directory/laricy-team/index.html"
        },
        {
          "rank": 2,
          "name": "Crystal Tran Team",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 95.9,
          "authority_band": "Market dominant",
          "ai_visibility_score": 48.4,
          "sales_volume_public": 53050000.0,
          "sales_transactions_public": 254,
          "review_count_public": 810,
          "average_rating_public": 5.0,
          "profile_url": "directory/crystal-tran-team/index.html"
        },
        {
          "rank": 3,
          "name": "Qamar Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "The Real Brokerage Inc.",
          "consumer_authority_score": 94.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 29.6,
          "sales_volume_public": 102220000.0,
          "sales_transactions_public": 254,
          "review_count_public": 720,
          "average_rating_public": 5.0,
          "profile_url": "directory/qamar-group/index.html"
        },
        {
          "rank": 4,
          "name": "Crystal Tran",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "properties Christies International Real Estate",
          "consumer_authority_score": 92.8,
          "authority_band": "Market dominant",
          "ai_visibility_score": 41.7,
          "sales_volume_public": null,
          "sales_transactions_public": 229,
          "review_count_public": 795,
          "average_rating_public": 5.0,
          "profile_url": "directory/crystal-tran/index.html"
        },
        {
          "rank": 5,
          "name": "The DoWell Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Berkshire Hathaway HomeServices Chicago",
          "consumer_authority_score": 86.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 127580000.0,
          "sales_transactions_public": 168,
          "review_count_public": 345,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-dowell-group/index.html"
        },
        {
          "rank": 6,
          "name": "The Scott Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 85.0,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.2,
          "sales_volume_public": 78310000.0,
          "sales_transactions_public": 109,
          "review_count_public": 539,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-scott-group/index.html"
        },
        {
          "rank": 7,
          "name": "Alex Stoykov Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 39.9,
          "sales_volume_public": 154820000.0,
          "sales_transactions_public": 233,
          "review_count_public": 334,
          "average_rating_public": 5.0,
          "profile_url": "directory/alex-stoykov-group/index.html"
        },
        {
          "rank": 8,
          "name": "Cindi Sodolski",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Compass",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 24.4,
          "sales_volume_public": null,
          "sales_transactions_public": 160,
          "review_count_public": 179,
          "average_rating_public": 5.0,
          "profile_url": "directory/cindi-sodolski/index.html"
        },
        {
          "rank": 9,
          "name": "Sophia Klopas",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Jameson Sothebys International Realty",
          "consumer_authority_score": 83.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 23.8,
          "sales_volume_public": null,
          "sales_transactions_public": 234,
          "review_count_public": 112,
          "average_rating_public": 5.0,
          "profile_url": "directory/sophia-klopas/index.html"
        },
        {
          "rank": 10,
          "name": "Kate Waddell",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Compass",
          "consumer_authority_score": 83.5,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 24.1,
          "sales_volume_public": null,
          "sales_transactions_public": 202,
          "review_count_public": 137,
          "average_rating_public": 5.0,
          "profile_url": "directory/kate-waddell/index.html"
        },
        {
          "rank": 11,
          "name": "Melissa Siegal Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 82.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.2,
          "sales_volume_public": 60770000.0,
          "sales_transactions_public": 81,
          "review_count_public": 551,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-siegal-group/index.html"
        },
        {
          "rank": 12,
          "name": "Nancy Tassone",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "",
          "consumer_authority_score": 80.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 35.4,
          "sales_volume_public": 109680000.0,
          "sales_transactions_public": 36,
          "review_count_public": null,
          "average_rating_public": null,
          "profile_url": "directory/nancy-tassone/index.html"
        },
        {
          "rank": 13,
          "name": "Carrie McCormick Luxury Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 79.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.8,
          "sales_volume_public": 332590000.0,
          "sales_transactions_public": 160,
          "review_count_public": 181,
          "average_rating_public": 5.0,
          "profile_url": "directory/carrie-mccormick-luxury-group/index.html"
        },
        {
          "rank": 14,
          "name": "Elizabeth August",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "@Properties Christie's International Real Estate",
          "consumer_authority_score": 79.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.1,
          "sales_volume_public": 28420000.0,
          "sales_transactions_public": 32,
          "review_count_public": 105,
          "average_rating_public": 5.0,
          "profile_url": "directory/elizabeth-august/index.html"
        },
        {
          "rank": 15,
          "name": "Melissa Dondalski",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "",
          "consumer_authority_score": 79.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.3,
          "sales_volume_public": null,
          "sales_transactions_public": 130,
          "review_count_public": 159,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-dondalski/index.html"
        },
        {
          "rank": 16,
          "name": "Connie Dornan Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 79.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.1,
          "sales_volume_public": 119500000.0,
          "sales_transactions_public": 145,
          "review_count_public": 232,
          "average_rating_public": 5.0,
          "profile_url": "directory/connie-dornan-group/index.html"
        },
        {
          "rank": 17,
          "name": "Kate Waddell Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 79.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 83810000.0,
          "sales_transactions_public": 100,
          "review_count_public": 335,
          "average_rating_public": 5.0,
          "profile_url": "directory/kate-waddell-group/index.html"
        },
        {
          "rank": 18,
          "name": "Cynthia Stolfe",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 78.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.5,
          "sales_volume_public": 24840000.0,
          "sales_transactions_public": 52,
          "review_count_public": 202,
          "average_rating_public": 4.9,
          "profile_url": "directory/cynthia-stolfe/index.html"
        },
        {
          "rank": 19,
          "name": "Millie Rosenbloom",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "",
          "consumer_authority_score": 77.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.6,
          "sales_volume_public": 41940000.0,
          "sales_transactions_public": 36,
          "review_count_public": 76,
          "average_rating_public": 4.9,
          "profile_url": "directory/millie-rosenbloom/index.html"
        },
        {
          "rank": 20,
          "name": "Stacey Dombar",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 77.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.5,
          "sales_volume_public": 23980000.0,
          "sales_transactions_public": 37,
          "review_count_public": 233,
          "average_rating_public": 4.8,
          "profile_url": "directory/stacey-dombar/index.html"
        },
        {
          "rank": 21,
          "name": "Scott Curcio",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Baird & Warner Real Estate",
          "consumer_authority_score": 77.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 23.8,
          "sales_volume_public": null,
          "sales_transactions_public": 158,
          "review_count_public": 109,
          "average_rating_public": 5.0,
          "profile_url": "directory/scott-curcio/index.html"
        },
        {
          "rank": 22,
          "name": "Michael Saladino",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Keller Williams ONEChicago",
          "consumer_authority_score": 76.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 23.9,
          "sales_volume_public": null,
          "sales_transactions_public": 142,
          "review_count_public": 119,
          "average_rating_public": 5.0,
          "profile_url": "directory/michael-saladino/index.html"
        },
        {
          "rank": 23,
          "name": "Amy Gugliuzza",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 76.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.2,
          "sales_volume_public": 25300000.0,
          "sales_transactions_public": 64,
          "review_count_public": 178,
          "average_rating_public": 4.8,
          "profile_url": "directory/amy-gugliuzza/index.html"
        },
        {
          "rank": 24,
          "name": "Alex Wolking",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Keller Williams ONEChicago",
          "consumer_authority_score": 75.6,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.6,
          "sales_volume_public": 30880000.0,
          "sales_transactions_public": 45,
          "review_count_public": 72,
          "average_rating_public": 5.0,
          "profile_url": "directory/alex-wolking/index.html"
        },
        {
          "rank": 25,
          "name": "Dawn McKenna Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "",
          "consumer_authority_score": 74.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.9,
          "sales_volume_public": 785920000.0,
          "sales_transactions_public": 584,
          "review_count_public": 80,
          "average_rating_public": 4.9,
          "profile_url": "directory/dawn-mckenna-group/index.html"
        }
      ]
    },
    "production": {
      "label": "Highest Production",
      "sort_label": "Public sales proof",
      "consumer_question": "Who has the strongest public production footprint?",
      "rows": [
        {
          "rank": 1,
          "name": "Emily Sachs Wong",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "",
          "consumer_authority_score": 70.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 36.3,
          "sales_volume_public": 4000000000.0,
          "sales_transactions_public": null,
          "review_count_public": null,
          "average_rating_public": null,
          "profile_url": "directory/emily-sachs-wong/index.html"
        },
        {
          "rank": 2,
          "name": "Dawn McKenna Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "",
          "consumer_authority_score": 74.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.9,
          "sales_volume_public": 785920000.0,
          "sales_transactions_public": 584,
          "review_count_public": 80,
          "average_rating_public": 4.9,
          "profile_url": "directory/dawn-mckenna-group/index.html"
        },
        {
          "rank": 3,
          "name": "Carrie McCormick Luxury Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 79.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.8,
          "sales_volume_public": 332590000.0,
          "sales_transactions_public": 160,
          "review_count_public": 181,
          "average_rating_public": 5.0,
          "profile_url": "directory/carrie-mccormick-luxury-group/index.html"
        },
        {
          "rank": 4,
          "name": "Laricy Team",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Americorp",
          "consumer_authority_score": 98.5,
          "authority_band": "Market dominant",
          "ai_visibility_score": 46.9,
          "sales_volume_public": 312960000.0,
          "sales_transactions_public": 579,
          "review_count_public": 1982,
          "average_rating_public": 5.0,
          "profile_url": "directory/laricy-team/index.html"
        },
        {
          "rank": 5,
          "name": "Lowe Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 66.2,
          "authority_band": "Established public proof",
          "ai_visibility_score": 43.9,
          "sales_volume_public": 250100000.0,
          "sales_transactions_public": 160,
          "review_count_public": 33,
          "average_rating_public": 5.0,
          "profile_url": "directory/lowe-group/index.html"
        },
        {
          "rank": 6,
          "name": "Sophia Klopas",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Jameson Sothebys International Realty",
          "consumer_authority_score": 83.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 23.8,
          "sales_volume_public": null,
          "sales_transactions_public": 234,
          "review_count_public": 112,
          "average_rating_public": 5.0,
          "profile_url": "directory/sophia-klopas/index.html"
        },
        {
          "rank": 7,
          "name": "Crystal Tran",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "properties Christies International Real Estate",
          "consumer_authority_score": 92.8,
          "authority_band": "Market dominant",
          "ai_visibility_score": 41.7,
          "sales_volume_public": null,
          "sales_transactions_public": 229,
          "review_count_public": 795,
          "average_rating_public": 5.0,
          "profile_url": "directory/crystal-tran/index.html"
        },
        {
          "rank": 8,
          "name": "Santiago Valdez",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Compass - Chicago - River North (Kinzie)",
          "consumer_authority_score": 61.9,
          "authority_band": "Established public proof",
          "ai_visibility_score": 24.2,
          "sales_volume_public": null,
          "sales_transactions_public": 206,
          "review_count_public": 73,
          "average_rating_public": 5.0,
          "profile_url": "directory/santiago-valdez/index.html"
        },
        {
          "rank": 9,
          "name": "Kate Waddell",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Compass",
          "consumer_authority_score": 83.5,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 24.1,
          "sales_volume_public": null,
          "sales_transactions_public": 202,
          "review_count_public": 137,
          "average_rating_public": 5.0,
          "profile_url": "directory/kate-waddell/index.html"
        },
        {
          "rank": 10,
          "name": "Amie Klujian",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "SwakeGroup at Dream Town Realty",
          "consumer_authority_score": 61.0,
          "authority_band": "Established public proof",
          "ai_visibility_score": 21.4,
          "sales_volume_public": null,
          "sales_transactions_public": 194,
          "review_count_public": 18,
          "average_rating_public": null,
          "profile_url": "directory/amie-klujian/index.html"
        },
        {
          "rank": 11,
          "name": "Danielle Dowell",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Berkshire Hathaway Home Services - Chicago",
          "consumer_authority_score": 73.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 25.4,
          "sales_volume_public": null,
          "sales_transactions_public": 166,
          "review_count_public": 334,
          "average_rating_public": 5.0,
          "profile_url": "directory/danielle-dowell/index.html"
        },
        {
          "rank": 12,
          "name": "Debra Dobbs",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Compass",
          "consumer_authority_score": 48.6,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 9.2,
          "sales_volume_public": null,
          "sales_transactions_public": 166,
          "review_count_public": 26,
          "average_rating_public": 5.0,
          "profile_url": "directory/debra-dobbs/index.html"
        },
        {
          "rank": 13,
          "name": "Cindi Sodolski",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Compass",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 24.4,
          "sales_volume_public": null,
          "sales_transactions_public": 160,
          "review_count_public": 179,
          "average_rating_public": 5.0,
          "profile_url": "directory/cindi-sodolski/index.html"
        },
        {
          "rank": 14,
          "name": "Scott Curcio",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Baird & Warner Real Estate",
          "consumer_authority_score": 77.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 23.8,
          "sales_volume_public": null,
          "sales_transactions_public": 158,
          "review_count_public": 109,
          "average_rating_public": 5.0,
          "profile_url": "directory/scott-curcio/index.html"
        },
        {
          "rank": 15,
          "name": "Dawn McKenna",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Coldwell Banker Realty",
          "consumer_authority_score": 73.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 23.4,
          "sales_volume_public": null,
          "sales_transactions_public": 156,
          "review_count_public": 81,
          "average_rating_public": 5.0,
          "profile_url": "directory/dawn-mckenna/index.html"
        },
        {
          "rank": 16,
          "name": "Alex Stoykov Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 39.9,
          "sales_volume_public": 154820000.0,
          "sales_transactions_public": 233,
          "review_count_public": 334,
          "average_rating_public": 5.0,
          "profile_url": "directory/alex-stoykov-group/index.html"
        },
        {
          "rank": 17,
          "name": "Michael Scanlon",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Exp Realty",
          "consumer_authority_score": 55.3,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 32.2,
          "sales_volume_public": null,
          "sales_transactions_public": 143,
          "review_count_public": 6,
          "average_rating_public": null,
          "profile_url": "directory/michael-scanlon/index.html"
        },
        {
          "rank": 18,
          "name": "Michael Saladino",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Keller Williams ONEChicago",
          "consumer_authority_score": 76.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 23.9,
          "sales_volume_public": null,
          "sales_transactions_public": 142,
          "review_count_public": 119,
          "average_rating_public": 5.0,
          "profile_url": "directory/michael-saladino/index.html"
        },
        {
          "rank": 19,
          "name": "Camille Canales",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "CCG Chicago @ Compass Real Estate",
          "consumer_authority_score": 72.6,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 23.7,
          "sales_volume_public": null,
          "sales_transactions_public": 134,
          "review_count_public": 100,
          "average_rating_public": 5.0,
          "profile_url": "directory/camille-canales/index.html"
        },
        {
          "rank": 20,
          "name": "Scott Newman",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Keller Williams ONE Chicago",
          "consumer_authority_score": 56.3,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 35.7,
          "sales_volume_public": null,
          "sales_transactions_public": 131,
          "review_count_public": 24,
          "average_rating_public": null,
          "profile_url": "directory/scott-newman/index.html"
        },
        {
          "rank": 21,
          "name": "Melissa Dondalski",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "",
          "consumer_authority_score": 79.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.3,
          "sales_volume_public": null,
          "sales_transactions_public": 130,
          "review_count_public": 159,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-dondalski/index.html"
        },
        {
          "rank": 22,
          "name": "The Dobbs Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "The Dobbs Group",
          "consumer_authority_score": 42.7,
          "authority_band": "Production proof captured",
          "ai_visibility_score": 8.9,
          "sales_volume_public": null,
          "sales_transactions_public": 130,
          "review_count_public": 23,
          "average_rating_public": null,
          "profile_url": "directory/the-dobbs-group/index.html"
        },
        {
          "rank": 23,
          "name": "Owen Duffy",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Fulton Grace Realty",
          "consumer_authority_score": 58.5,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 11.1,
          "sales_volume_public": null,
          "sales_transactions_public": 128,
          "review_count_public": 111,
          "average_rating_public": 5.0,
          "profile_url": "directory/owen-duffy/index.html"
        },
        {
          "rank": 24,
          "name": "Deb Hess",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Compass",
          "consumer_authority_score": 56.6,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 11.0,
          "sales_volume_public": null,
          "sales_transactions_public": 128,
          "review_count_public": 104,
          "average_rating_public": 5.0,
          "profile_url": "directory/deb-hess/index.html"
        },
        {
          "rank": 25,
          "name": "The DoWell Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Berkshire Hathaway HomeServices Chicago",
          "consumer_authority_score": 86.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 127580000.0,
          "sales_transactions_public": 168,
          "review_count_public": 345,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-dowell-group/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": "Laricy Team",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Americorp",
          "consumer_authority_score": 98.5,
          "authority_band": "Market dominant",
          "ai_visibility_score": 46.9,
          "sales_volume_public": 312960000.0,
          "sales_transactions_public": 579,
          "review_count_public": 1982,
          "average_rating_public": 5.0,
          "profile_url": "directory/laricy-team/index.html"
        },
        {
          "rank": 2,
          "name": "Crystal Tran Team",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 95.9,
          "authority_band": "Market dominant",
          "ai_visibility_score": 48.4,
          "sales_volume_public": 53050000.0,
          "sales_transactions_public": 254,
          "review_count_public": 810,
          "average_rating_public": 5.0,
          "profile_url": "directory/crystal-tran-team/index.html"
        },
        {
          "rank": 3,
          "name": "Crystal Tran",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "properties Christies International Real Estate",
          "consumer_authority_score": 92.8,
          "authority_band": "Market dominant",
          "ai_visibility_score": 41.7,
          "sales_volume_public": null,
          "sales_transactions_public": 229,
          "review_count_public": 795,
          "average_rating_public": 5.0,
          "profile_url": "directory/crystal-tran/index.html"
        },
        {
          "rank": 4,
          "name": "Qamar Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "The Real Brokerage Inc.",
          "consumer_authority_score": 94.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 29.6,
          "sales_volume_public": 102220000.0,
          "sales_transactions_public": 254,
          "review_count_public": 720,
          "average_rating_public": 5.0,
          "profile_url": "directory/qamar-group/index.html"
        },
        {
          "rank": 5,
          "name": "Melissa Siegal Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 82.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.2,
          "sales_volume_public": 60770000.0,
          "sales_transactions_public": 81,
          "review_count_public": 551,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-siegal-group/index.html"
        },
        {
          "rank": 6,
          "name": "The Scott Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 85.0,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.2,
          "sales_volume_public": 78310000.0,
          "sales_transactions_public": 109,
          "review_count_public": 539,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-scott-group/index.html"
        },
        {
          "rank": 7,
          "name": "Advisors North",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 71.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 29.0,
          "sales_volume_public": 31320000.0,
          "sales_transactions_public": 52,
          "review_count_public": 453,
          "average_rating_public": 5.0,
          "profile_url": "directory/advisors-north/index.html"
        },
        {
          "rank": 8,
          "name": "Peter Moore",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Baird & Warner",
          "consumer_authority_score": 70.0,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.8,
          "sales_volume_public": 13880000.0,
          "sales_transactions_public": 21,
          "review_count_public": 387,
          "average_rating_public": 5.0,
          "profile_url": "directory/peter-moore/index.html"
        },
        {
          "rank": 9,
          "name": "The DoWell Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Berkshire Hathaway HomeServices Chicago",
          "consumer_authority_score": 86.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 127580000.0,
          "sales_transactions_public": 168,
          "review_count_public": 345,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-dowell-group/index.html"
        },
        {
          "rank": 10,
          "name": "Kate Waddell Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 79.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 83810000.0,
          "sales_transactions_public": 100,
          "review_count_public": 335,
          "average_rating_public": 5.0,
          "profile_url": "directory/kate-waddell-group/index.html"
        },
        {
          "rank": 11,
          "name": "Alex Stoykov Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 39.9,
          "sales_volume_public": 154820000.0,
          "sales_transactions_public": 233,
          "review_count_public": 334,
          "average_rating_public": 5.0,
          "profile_url": "directory/alex-stoykov-group/index.html"
        },
        {
          "rank": 12,
          "name": "Danielle Dowell",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Berkshire Hathaway Home Services - Chicago",
          "consumer_authority_score": 73.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 25.4,
          "sales_volume_public": null,
          "sales_transactions_public": 166,
          "review_count_public": 334,
          "average_rating_public": 5.0,
          "profile_url": "directory/danielle-dowell/index.html"
        },
        {
          "rank": 13,
          "name": "Chicago Residential Partners",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 69.7,
          "authority_band": "Established public proof",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 33160000.0,
          "sales_transactions_public": 65,
          "review_count_public": 303,
          "average_rating_public": 5.0,
          "profile_url": "directory/chicago-residential-partners/index.html"
        },
        {
          "rank": 14,
          "name": "Stacey Dombar",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 77.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.5,
          "sales_volume_public": 23980000.0,
          "sales_transactions_public": 37,
          "review_count_public": 233,
          "average_rating_public": 4.8,
          "profile_url": "directory/stacey-dombar/index.html"
        },
        {
          "rank": 15,
          "name": "Connie Dornan Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 79.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.1,
          "sales_volume_public": 119500000.0,
          "sales_transactions_public": 145,
          "review_count_public": 232,
          "average_rating_public": 5.0,
          "profile_url": "directory/connie-dornan-group/index.html"
        },
        {
          "rank": 16,
          "name": "Cynthia Stolfe",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 78.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.5,
          "sales_volume_public": 24840000.0,
          "sales_transactions_public": 52,
          "review_count_public": 202,
          "average_rating_public": 4.9,
          "profile_url": "directory/cynthia-stolfe/index.html"
        },
        {
          "rank": 17,
          "name": "Chicago Home Partner",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@Properties Christie's International Real Estate",
          "consumer_authority_score": 65.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.9,
          "sales_volume_public": null,
          "sales_transactions_public": 54,
          "review_count_public": 197,
          "average_rating_public": 5.0,
          "profile_url": "directory/chicago-home-partner/index.html"
        },
        {
          "rank": 18,
          "name": "Carrie McCormick Luxury Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 79.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.8,
          "sales_volume_public": 332590000.0,
          "sales_transactions_public": 160,
          "review_count_public": 181,
          "average_rating_public": 5.0,
          "profile_url": "directory/carrie-mccormick-luxury-group/index.html"
        },
        {
          "rank": 19,
          "name": "Cindi Sodolski",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Compass",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 24.4,
          "sales_volume_public": null,
          "sales_transactions_public": 160,
          "review_count_public": 179,
          "average_rating_public": 5.0,
          "profile_url": "directory/cindi-sodolski/index.html"
        },
        {
          "rank": 20,
          "name": "Amy Gugliuzza",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 76.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.2,
          "sales_volume_public": 25300000.0,
          "sales_transactions_public": 64,
          "review_count_public": 178,
          "average_rating_public": 4.8,
          "profile_url": "directory/amy-gugliuzza/index.html"
        },
        {
          "rank": 21,
          "name": "Becky Wipperfurth",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 73.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.2,
          "sales_volume_public": 21670000.0,
          "sales_transactions_public": 54,
          "review_count_public": 167,
          "average_rating_public": 4.9,
          "profile_url": "directory/becky-wipperfurth/index.html"
        },
        {
          "rank": 22,
          "name": "Peggy Sersen",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 67.4,
          "authority_band": "Established public proof",
          "ai_visibility_score": 24.2,
          "sales_volume_public": 21800000.0,
          "sales_transactions_public": 40,
          "review_count_public": 165,
          "average_rating_public": 4.9,
          "profile_url": "directory/peggy-sersen/index.html"
        },
        {
          "rank": 23,
          "name": "Busby Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 73.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.6,
          "sales_volume_public": 86940000.0,
          "sales_transactions_public": 106,
          "review_count_public": 162,
          "average_rating_public": 5.0,
          "profile_url": "directory/busby-group/index.html"
        },
        {
          "rank": 24,
          "name": "Melissa Dondalski",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "",
          "consumer_authority_score": 79.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 24.3,
          "sales_volume_public": null,
          "sales_transactions_public": 130,
          "review_count_public": 159,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-dondalski/index.html"
        },
        {
          "rank": 25,
          "name": "Camille Canales Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 68.6,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.5,
          "sales_volume_public": 43530000.0,
          "sales_transactions_public": 72,
          "review_count_public": 148,
          "average_rating_public": 5.0,
          "profile_url": "directory/camille-canales-group/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": "Crystal Tran Team",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 95.9,
          "authority_band": "Market dominant",
          "ai_visibility_score": 48.4,
          "sales_volume_public": 53050000.0,
          "sales_transactions_public": 254,
          "review_count_public": 810,
          "average_rating_public": 5.0,
          "profile_url": "directory/crystal-tran-team/index.html"
        },
        {
          "rank": 2,
          "name": "Laricy Team",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Americorp",
          "consumer_authority_score": 98.5,
          "authority_band": "Market dominant",
          "ai_visibility_score": 46.9,
          "sales_volume_public": 312960000.0,
          "sales_transactions_public": 579,
          "review_count_public": 1982,
          "average_rating_public": 5.0,
          "profile_url": "directory/laricy-team/index.html"
        },
        {
          "rank": 3,
          "name": "Lowe Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 66.2,
          "authority_band": "Established public proof",
          "ai_visibility_score": 43.9,
          "sales_volume_public": 250100000.0,
          "sales_transactions_public": 160,
          "review_count_public": 33,
          "average_rating_public": 5.0,
          "profile_url": "directory/lowe-group/index.html"
        },
        {
          "rank": 4,
          "name": "Dawn McKenna Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "",
          "consumer_authority_score": 74.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.9,
          "sales_volume_public": 785920000.0,
          "sales_transactions_public": 584,
          "review_count_public": 80,
          "average_rating_public": 4.9,
          "profile_url": "directory/dawn-mckenna-group/index.html"
        },
        {
          "rank": 5,
          "name": "Crystal Tran",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "properties Christies International Real Estate",
          "consumer_authority_score": 92.8,
          "authority_band": "Market dominant",
          "ai_visibility_score": 41.7,
          "sales_volume_public": null,
          "sales_transactions_public": 229,
          "review_count_public": 795,
          "average_rating_public": 5.0,
          "profile_url": "directory/crystal-tran/index.html"
        },
        {
          "rank": 6,
          "name": "Stephanie LoVerde",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Baird & Warner",
          "consumer_authority_score": 69.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 40.9,
          "sales_volume_public": 23580000.0,
          "sales_transactions_public": 45,
          "review_count_public": 79,
          "average_rating_public": 5.0,
          "profile_url": "directory/stephanie-loverde/index.html"
        },
        {
          "rank": 7,
          "name": "Alex Stoykov Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 39.9,
          "sales_volume_public": 154820000.0,
          "sales_transactions_public": 233,
          "review_count_public": 334,
          "average_rating_public": 5.0,
          "profile_url": "directory/alex-stoykov-group/index.html"
        },
        {
          "rank": 8,
          "name": "The MG Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 74.0,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 39.4,
          "sales_volume_public": 94900000.0,
          "sales_transactions_public": 156,
          "review_count_public": 128,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-mg-group/index.html"
        },
        {
          "rank": 9,
          "name": "Emily Sachs Wong",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "",
          "consumer_authority_score": 70.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 36.3,
          "sales_volume_public": 4000000000.0,
          "sales_transactions_public": null,
          "review_count_public": null,
          "average_rating_public": null,
          "profile_url": "directory/emily-sachs-wong/index.html"
        },
        {
          "rank": 10,
          "name": "Scott Newman",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Keller Williams ONE Chicago",
          "consumer_authority_score": 56.3,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 35.7,
          "sales_volume_public": null,
          "sales_transactions_public": 131,
          "review_count_public": 24,
          "average_rating_public": null,
          "profile_url": "directory/scott-newman/index.html"
        },
        {
          "rank": 11,
          "name": "Nancy Tassone",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "",
          "consumer_authority_score": 80.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 35.4,
          "sales_volume_public": 109680000.0,
          "sales_transactions_public": 36,
          "review_count_public": null,
          "average_rating_public": null,
          "profile_url": "directory/nancy-tassone/index.html"
        },
        {
          "rank": 12,
          "name": "Michael Scanlon",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Exp Realty",
          "consumer_authority_score": 55.3,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 32.2,
          "sales_volume_public": null,
          "sales_transactions_public": 143,
          "review_count_public": 6,
          "average_rating_public": null,
          "profile_url": "directory/michael-scanlon/index.html"
        },
        {
          "rank": 13,
          "name": "Qamar Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "The Real Brokerage Inc.",
          "consumer_authority_score": 94.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 29.6,
          "sales_volume_public": 102220000.0,
          "sales_transactions_public": 254,
          "review_count_public": 720,
          "average_rating_public": 5.0,
          "profile_url": "directory/qamar-group/index.html"
        },
        {
          "rank": 14,
          "name": "The Scott Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 85.0,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.2,
          "sales_volume_public": 78310000.0,
          "sales_transactions_public": 109,
          "review_count_public": 539,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-scott-group/index.html"
        },
        {
          "rank": 15,
          "name": "Melissa Siegal Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 82.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.2,
          "sales_volume_public": 60770000.0,
          "sales_transactions_public": 81,
          "review_count_public": 551,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-siegal-group/index.html"
        },
        {
          "rank": 16,
          "name": "Advisors North",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 71.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 29.0,
          "sales_volume_public": 31320000.0,
          "sales_transactions_public": 52,
          "review_count_public": 453,
          "average_rating_public": 5.0,
          "profile_url": "directory/advisors-north/index.html"
        },
        {
          "rank": 17,
          "name": "Peter Moore",
          "market": "Chicago",
          "entity_type": "Individual",
          "brokerage": "Baird & Warner",
          "consumer_authority_score": 70.0,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.8,
          "sales_volume_public": 13880000.0,
          "sales_transactions_public": 21,
          "review_count_public": 387,
          "average_rating_public": 5.0,
          "profile_url": "directory/peter-moore/index.html"
        },
        {
          "rank": 18,
          "name": "The DoWell Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Berkshire Hathaway HomeServices Chicago",
          "consumer_authority_score": 86.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 127580000.0,
          "sales_transactions_public": 168,
          "review_count_public": 345,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-dowell-group/index.html"
        },
        {
          "rank": 19,
          "name": "Kate Waddell Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 79.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 83810000.0,
          "sales_transactions_public": 100,
          "review_count_public": 335,
          "average_rating_public": 5.0,
          "profile_url": "directory/kate-waddell-group/index.html"
        },
        {
          "rank": 20,
          "name": "Chicago Residential Partners",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 69.7,
          "authority_band": "Established public proof",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 33160000.0,
          "sales_transactions_public": 65,
          "review_count_public": 303,
          "average_rating_public": 5.0,
          "profile_url": "directory/chicago-residential-partners/index.html"
        },
        {
          "rank": 21,
          "name": "Connie Dornan Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 79.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.1,
          "sales_volume_public": 119500000.0,
          "sales_transactions_public": 145,
          "review_count_public": 232,
          "average_rating_public": 5.0,
          "profile_url": "directory/connie-dornan-group/index.html"
        },
        {
          "rank": 22,
          "name": "Chicago Home Partner",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@Properties Christie's International Real Estate",
          "consumer_authority_score": 65.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.9,
          "sales_volume_public": null,
          "sales_transactions_public": 54,
          "review_count_public": 197,
          "average_rating_public": 5.0,
          "profile_url": "directory/chicago-home-partner/index.html"
        },
        {
          "rank": 23,
          "name": "Carrie McCormick Luxury Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "@properties Christie's International Real Estate",
          "consumer_authority_score": 79.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.8,
          "sales_volume_public": 332590000.0,
          "sales_transactions_public": 160,
          "review_count_public": 181,
          "average_rating_public": 5.0,
          "profile_url": "directory/carrie-mccormick-luxury-group/index.html"
        },
        {
          "rank": 24,
          "name": "Busby Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 73.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.6,
          "sales_volume_public": 86940000.0,
          "sales_transactions_public": 106,
          "review_count_public": 162,
          "average_rating_public": 5.0,
          "profile_url": "directory/busby-group/index.html"
        },
        {
          "rank": 25,
          "name": "Camille Canales Group",
          "market": "Chicago",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 68.6,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.5,
          "sales_volume_public": 43530000.0,
          "sales_transactions_public": 72,
          "review_count_public": 148,
          "average_rating_public": 5.0,
          "profile_url": "directory/camille-canales-group/index.html"
        }
      ]
    }
  },
  "category_rankings": {
    "teams": [
      {
        "rank": 1,
        "name": "Crystal Tran Team",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 95.9,
        "authority_band": "Market dominant",
        "ai_visibility_score": 48.4,
        "ai_visibility_evidence": "32 checks / 5 mentions",
        "sales_volume_public": 53050000.0,
        "sales_transactions_public": 254,
        "review_count_public": 810,
        "average_rating_public": 5.0,
        "profile_url": "directory/crystal-tran-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "Laricy Team",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Americorp",
        "consumer_authority_score": 98.5,
        "authority_band": "Market dominant",
        "ai_visibility_score": 46.9,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 312960000.0,
        "sales_transactions_public": 579,
        "review_count_public": 1982,
        "average_rating_public": 5.0,
        "profile_url": "directory/laricy-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Lowe Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 66.2,
        "authority_band": "Established public proof",
        "ai_visibility_score": 43.9,
        "ai_visibility_evidence": "32 checks / 5 mentions",
        "sales_volume_public": 250100000.0,
        "sales_transactions_public": 160,
        "review_count_public": 33,
        "average_rating_public": 5.0,
        "profile_url": "directory/lowe-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Dawn McKenna Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "",
        "consumer_authority_score": 74.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 42.9,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 785920000.0,
        "sales_transactions_public": 584,
        "review_count_public": 80,
        "average_rating_public": 4.9,
        "profile_url": "directory/dawn-mckenna-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Alex Stoykov Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 84.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 39.9,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 154820000.0,
        "sales_transactions_public": 233,
        "review_count_public": 334,
        "average_rating_public": 5.0,
        "profile_url": "directory/alex-stoykov-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "The MG Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 74.0,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 39.4,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 94900000.0,
        "sales_transactions_public": 156,
        "review_count_public": 128,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-mg-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Emily Sachs Wong",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "",
        "consumer_authority_score": 70.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 36.3,
        "ai_visibility_evidence": "32 checks / 8 mentions",
        "sales_volume_public": 4000000000.0,
        "sales_transactions_public": null,
        "review_count_public": null,
        "average_rating_public": null,
        "profile_url": "directory/emily-sachs-wong/index.html",
        "recommendation_tier": "source_backed_directory",
        "trust_gate": "missing_realtrends_production_proof"
      },
      {
        "rank": 8,
        "name": "Qamar Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "The Real Brokerage Inc.",
        "consumer_authority_score": 94.7,
        "authority_band": "Market dominant",
        "ai_visibility_score": 29.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 102220000.0,
        "sales_transactions_public": 254,
        "review_count_public": 720,
        "average_rating_public": 5.0,
        "profile_url": "directory/qamar-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "The Scott Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 85.0,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 29.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 78310000.0,
        "sales_transactions_public": 109,
        "review_count_public": 539,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-scott-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Melissa Siegal Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 82.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 29.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 60770000.0,
        "sales_transactions_public": 81,
        "review_count_public": 551,
        "average_rating_public": 5.0,
        "profile_url": "directory/melissa-siegal-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Advisors North",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 71.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 29.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 31320000.0,
        "sales_transactions_public": 52,
        "review_count_public": 453,
        "average_rating_public": 5.0,
        "profile_url": "directory/advisors-north/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "The DoWell Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Berkshire Hathaway HomeServices Chicago",
        "consumer_authority_score": 86.2,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 28.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 127580000.0,
        "sales_transactions_public": 168,
        "review_count_public": 345,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-dowell-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Kate Waddell Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 79.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 83810000.0,
        "sales_transactions_public": 100,
        "review_count_public": 335,
        "average_rating_public": 5.0,
        "profile_url": "directory/kate-waddell-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Chicago Residential Partners",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 69.7,
        "authority_band": "Established public proof",
        "ai_visibility_score": 28.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 33160000.0,
        "sales_transactions_public": 65,
        "review_count_public": 303,
        "average_rating_public": 5.0,
        "profile_url": "directory/chicago-residential-partners/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Connie Dornan Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 79.2,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 119500000.0,
        "sales_transactions_public": 145,
        "review_count_public": 232,
        "average_rating_public": 5.0,
        "profile_url": "directory/connie-dornan-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Chicago Home Partner",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@Properties Christie's International Real Estate",
        "consumer_authority_score": 65.5,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 54,
        "review_count_public": 197,
        "average_rating_public": 5.0,
        "profile_url": "directory/chicago-home-partner/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Carrie McCormick Luxury Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 79.4,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 332590000.0,
        "sales_transactions_public": 160,
        "review_count_public": 181,
        "average_rating_public": 5.0,
        "profile_url": "directory/carrie-mccormick-luxury-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Busby Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 73.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 86940000.0,
        "sales_transactions_public": 106,
        "review_count_public": 162,
        "average_rating_public": 5.0,
        "profile_url": "directory/busby-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Camille Canales Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 68.6,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 43530000.0,
        "sales_transactions_public": 72,
        "review_count_public": 148,
        "average_rating_public": 5.0,
        "profile_url": "directory/camille-canales-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Scott Curcio Residential",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 63.9,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 36710000.0,
        "sales_transactions_public": 68,
        "review_count_public": 116,
        "average_rating_public": 5.0,
        "profile_url": "directory/scott-curcio-residential/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "CARA Team",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 53.5,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 41,
        "review_count_public": 100,
        "average_rating_public": 5.0,
        "profile_url": "directory/cara-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Ballis Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 44.0,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 22060000.0,
        "sales_transactions_public": 29,
        "review_count_public": 96,
        "average_rating_public": 5.0,
        "profile_url": "directory/ballis-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Ames Group Chicago",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Engel & Volkers Chicago",
        "consumer_authority_score": 57.4,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 70300000.0,
        "sales_transactions_public": 66,
        "review_count_public": 78,
        "average_rating_public": 4.9,
        "profile_url": "directory/ames-group-chicago/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Cindi Sodolski Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 42.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 26.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 27700000.0,
        "sales_transactions_public": 34,
        "review_count_public": 64,
        "average_rating_public": 5.0,
        "profile_url": "directory/cindi-sodolski-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Baker McNicholas Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 40.8,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 35,
        "review_count_public": 25,
        "average_rating_public": 5.0,
        "profile_url": "directory/baker-mcnicholas-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      }
    ],
    "individuals": [
      {
        "rank": 1,
        "name": "Crystal Tran",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "properties Christies International Real Estate",
        "consumer_authority_score": 92.8,
        "authority_band": "Market dominant",
        "ai_visibility_score": 41.7,
        "ai_visibility_evidence": "32 checks / 3 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 229,
        "review_count_public": 795,
        "average_rating_public": 5.0,
        "profile_url": "directory/crystal-tran/index.html",
        "recommendation_tier": "source_backed_directory",
        "trust_gate": "missing_realtrends_production_proof"
      },
      {
        "rank": 2,
        "name": "Stephanie LoVerde",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 69.5,
        "authority_band": "Established public proof",
        "ai_visibility_score": 40.9,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 23580000.0,
        "sales_transactions_public": 45,
        "review_count_public": 79,
        "average_rating_public": 5.0,
        "profile_url": "directory/stephanie-loverde/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Scott Newman",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Keller Williams ONE Chicago",
        "consumer_authority_score": 56.3,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 35.7,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 131,
        "review_count_public": 24,
        "average_rating_public": null,
        "profile_url": "directory/scott-newman/index.html",
        "recommendation_tier": "source_backed_directory",
        "trust_gate": "missing_realtrends_production_proof"
      },
      {
        "rank": 4,
        "name": "Nancy Tassone",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "",
        "consumer_authority_score": 80.9,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 35.4,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 109680000.0,
        "sales_transactions_public": 36,
        "review_count_public": null,
        "average_rating_public": null,
        "profile_url": "directory/nancy-tassone/index.html",
        "recommendation_tier": "source_backed_directory",
        "trust_gate": "missing_review_source"
      },
      {
        "rank": 5,
        "name": "Michael Scanlon",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Exp Realty",
        "consumer_authority_score": 55.3,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 32.2,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 143,
        "review_count_public": 6,
        "average_rating_public": null,
        "profile_url": "directory/michael-scanlon/index.html",
        "recommendation_tier": "source_backed_directory",
        "trust_gate": "missing_realtrends_production_proof"
      },
      {
        "rank": 6,
        "name": "Peter Moore",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 70.0,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 13880000.0,
        "sales_transactions_public": 21,
        "review_count_public": 387,
        "average_rating_public": 5.0,
        "profile_url": "directory/peter-moore/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Elizabeth August",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@Properties Christie's International Real Estate",
        "consumer_authority_score": 79.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 28420000.0,
        "sales_transactions_public": 32,
        "review_count_public": 105,
        "average_rating_public": 5.0,
        "profile_url": "directory/elizabeth-august/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "Millie Rosenbloom",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "",
        "consumer_authority_score": 77.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 41940000.0,
        "sales_transactions_public": 36,
        "review_count_public": 76,
        "average_rating_public": 4.9,
        "profile_url": "directory/millie-rosenbloom/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Alex Wolking",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Keller Williams ONEChicago",
        "consumer_authority_score": 75.6,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 30880000.0,
        "sales_transactions_public": 45,
        "review_count_public": 72,
        "average_rating_public": 5.0,
        "profile_url": "directory/alex-wolking/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Jessica Jakubowski",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 70.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25420000.0,
        "sales_transactions_public": 37,
        "review_count_public": 55,
        "average_rating_public": 5.0,
        "profile_url": "directory/jessica-jakubowski/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Brian Behan",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 73.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 31890000.0,
        "sales_transactions_public": 35,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/brian-behan/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Kara Keller",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 52.2,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 13910000.0,
        "sales_transactions_public": 21,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/kara-keller/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Amir Fouad",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@Properties Christie's International Real Estate",
        "consumer_authority_score": 47.2,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 12550000.0,
        "sales_transactions_public": 27,
        "review_count_public": 48,
        "average_rating_public": 4.9,
        "profile_url": "directory/amir-fouad/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Marc Zale",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 58.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 22960000.0,
        "sales_transactions_public": 17,
        "review_count_public": 44,
        "average_rating_public": 5.0,
        "profile_url": "directory/marc-zale/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Swati Saxena",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 55.8,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 22060000.0,
        "sales_transactions_public": 35,
        "review_count_public": 42,
        "average_rating_public": 5.0,
        "profile_url": "directory/swati-saxena/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Linda Rooney",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway HomeServices Chicago",
        "consumer_authority_score": 37.4,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9660000.0,
        "sales_transactions_public": 17,
        "review_count_public": 32,
        "average_rating_public": 5.0,
        "profile_url": "directory/linda-rooney/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Joanne Nemerovski",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 71.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 25.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 50260000.0,
        "sales_transactions_public": 41,
        "review_count_public": 31,
        "average_rating_public": 5.0,
        "profile_url": "directory/joanne-nemerovski/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Steve Scheuring",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 41.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 12380000.0,
        "sales_transactions_public": 18,
        "review_count_public": 30,
        "average_rating_public": 5.0,
        "profile_url": "directory/steve-scheuring/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Danielle Dowell",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway Home Services - Chicago",
        "consumer_authority_score": 73.4,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 166,
        "review_count_public": 334,
        "average_rating_public": 5.0,
        "profile_url": "directory/danielle-dowell/index.html",
        "recommendation_tier": "source_backed_directory",
        "trust_gate": "missing_realtrends_production_proof"
      },
      {
        "rank": 20,
        "name": "Elizabeth Badrinath",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 37.3,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 10880000.0,
        "sales_transactions_public": 11,
        "review_count_public": 26,
        "average_rating_public": 5.0,
        "profile_url": "directory/elizabeth-badrinath/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Morgan Sage",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway HomeServices Chicago",
        "consumer_authority_score": 53.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23180000.0,
        "sales_transactions_public": 36,
        "review_count_public": 25,
        "average_rating_public": 5.0,
        "profile_url": "directory/morgan-sage/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Cynthia Stolfe",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 78.2,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 24.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 24840000.0,
        "sales_transactions_public": 52,
        "review_count_public": 202,
        "average_rating_public": 4.9,
        "profile_url": "directory/cynthia-stolfe/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Stacey Dombar",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 77.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 24.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23980000.0,
        "sales_transactions_public": 37,
        "review_count_public": 233,
        "average_rating_public": 4.8,
        "profile_url": "directory/stacey-dombar/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Cindi Sodolski",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 84.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 24.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 160,
        "review_count_public": 179,
        "average_rating_public": 5.0,
        "profile_url": "directory/cindi-sodolski/index.html",
        "recommendation_tier": "source_backed_directory",
        "trust_gate": "missing_realtrends_production_proof"
      },
      {
        "rank": 25,
        "name": "Melissa Dondalski",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "",
        "consumer_authority_score": 79.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 24.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 130,
        "review_count_public": 159,
        "average_rating_public": 5.0,
        "profile_url": "directory/melissa-dondalski/index.html",
        "recommendation_tier": "source_backed_directory",
        "trust_gate": "missing_realtrends_production_proof"
      }
    ]
  },
  "ranked_category_shortlists": {
    "teams": [
      {
        "rank": 1,
        "name": "Crystal Tran Team",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 95.9,
        "authority_band": "Market dominant",
        "ai_visibility_score": 48.4,
        "ai_visibility_evidence": "32 checks / 5 mentions",
        "sales_volume_public": 53050000.0,
        "sales_transactions_public": 254,
        "review_count_public": 810,
        "average_rating_public": 5.0,
        "profile_url": "directory/crystal-tran-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "Laricy Team",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Americorp",
        "consumer_authority_score": 98.5,
        "authority_band": "Market dominant",
        "ai_visibility_score": 46.9,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 312960000.0,
        "sales_transactions_public": 579,
        "review_count_public": 1982,
        "average_rating_public": 5.0,
        "profile_url": "directory/laricy-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Lowe Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 66.2,
        "authority_band": "Established public proof",
        "ai_visibility_score": 43.9,
        "ai_visibility_evidence": "32 checks / 5 mentions",
        "sales_volume_public": 250100000.0,
        "sales_transactions_public": 160,
        "review_count_public": 33,
        "average_rating_public": 5.0,
        "profile_url": "directory/lowe-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Dawn McKenna Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "",
        "consumer_authority_score": 74.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 42.9,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 785920000.0,
        "sales_transactions_public": 584,
        "review_count_public": 80,
        "average_rating_public": 4.9,
        "profile_url": "directory/dawn-mckenna-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Alex Stoykov Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 84.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 39.9,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 154820000.0,
        "sales_transactions_public": 233,
        "review_count_public": 334,
        "average_rating_public": 5.0,
        "profile_url": "directory/alex-stoykov-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "The MG Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 74.0,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 39.4,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 94900000.0,
        "sales_transactions_public": 156,
        "review_count_public": 128,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-mg-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Qamar Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "The Real Brokerage Inc.",
        "consumer_authority_score": 94.7,
        "authority_band": "Market dominant",
        "ai_visibility_score": 29.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 102220000.0,
        "sales_transactions_public": 254,
        "review_count_public": 720,
        "average_rating_public": 5.0,
        "profile_url": "directory/qamar-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "The Scott Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 85.0,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 29.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 78310000.0,
        "sales_transactions_public": 109,
        "review_count_public": 539,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-scott-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Melissa Siegal Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 82.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 29.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 60770000.0,
        "sales_transactions_public": 81,
        "review_count_public": 551,
        "average_rating_public": 5.0,
        "profile_url": "directory/melissa-siegal-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Advisors North",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 71.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 29.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 31320000.0,
        "sales_transactions_public": 52,
        "review_count_public": 453,
        "average_rating_public": 5.0,
        "profile_url": "directory/advisors-north/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "The DoWell Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Berkshire Hathaway HomeServices Chicago",
        "consumer_authority_score": 86.2,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 28.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 127580000.0,
        "sales_transactions_public": 168,
        "review_count_public": 345,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-dowell-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Kate Waddell Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 79.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 83810000.0,
        "sales_transactions_public": 100,
        "review_count_public": 335,
        "average_rating_public": 5.0,
        "profile_url": "directory/kate-waddell-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Chicago Residential Partners",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 69.7,
        "authority_band": "Established public proof",
        "ai_visibility_score": 28.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 33160000.0,
        "sales_transactions_public": 65,
        "review_count_public": 303,
        "average_rating_public": 5.0,
        "profile_url": "directory/chicago-residential-partners/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Connie Dornan Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 79.2,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 119500000.0,
        "sales_transactions_public": 145,
        "review_count_public": 232,
        "average_rating_public": 5.0,
        "profile_url": "directory/connie-dornan-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Chicago Home Partner",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@Properties Christie's International Real Estate",
        "consumer_authority_score": 65.5,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 54,
        "review_count_public": 197,
        "average_rating_public": 5.0,
        "profile_url": "directory/chicago-home-partner/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Carrie McCormick Luxury Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 79.4,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 332590000.0,
        "sales_transactions_public": 160,
        "review_count_public": 181,
        "average_rating_public": 5.0,
        "profile_url": "directory/carrie-mccormick-luxury-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Busby Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 73.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 86940000.0,
        "sales_transactions_public": 106,
        "review_count_public": 162,
        "average_rating_public": 5.0,
        "profile_url": "directory/busby-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Camille Canales Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 68.6,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 43530000.0,
        "sales_transactions_public": 72,
        "review_count_public": 148,
        "average_rating_public": 5.0,
        "profile_url": "directory/camille-canales-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Scott Curcio Residential",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 63.9,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 36710000.0,
        "sales_transactions_public": 68,
        "review_count_public": 116,
        "average_rating_public": 5.0,
        "profile_url": "directory/scott-curcio-residential/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "CARA Team",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 53.5,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 41,
        "review_count_public": 100,
        "average_rating_public": 5.0,
        "profile_url": "directory/cara-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Ballis Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 44.0,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 22060000.0,
        "sales_transactions_public": 29,
        "review_count_public": 96,
        "average_rating_public": 5.0,
        "profile_url": "directory/ballis-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Ames Group Chicago",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Engel & Volkers Chicago",
        "consumer_authority_score": 57.4,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 70300000.0,
        "sales_transactions_public": 66,
        "review_count_public": 78,
        "average_rating_public": 4.9,
        "profile_url": "directory/ames-group-chicago/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Cindi Sodolski Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 42.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 26.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 27700000.0,
        "sales_transactions_public": 34,
        "review_count_public": 64,
        "average_rating_public": 5.0,
        "profile_url": "directory/cindi-sodolski-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Baker McNicholas Group",
        "market": "Chicago",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 40.8,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 35,
        "review_count_public": 25,
        "average_rating_public": 5.0,
        "profile_url": "directory/baker-mcnicholas-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      }
    ],
    "individuals": [
      {
        "rank": 1,
        "name": "Stephanie LoVerde",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 69.5,
        "authority_band": "Established public proof",
        "ai_visibility_score": 40.9,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 23580000.0,
        "sales_transactions_public": 45,
        "review_count_public": 79,
        "average_rating_public": 5.0,
        "profile_url": "directory/stephanie-loverde/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "Peter Moore",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 70.0,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 13880000.0,
        "sales_transactions_public": 21,
        "review_count_public": 387,
        "average_rating_public": 5.0,
        "profile_url": "directory/peter-moore/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Elizabeth August",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@Properties Christie's International Real Estate",
        "consumer_authority_score": 79.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 28420000.0,
        "sales_transactions_public": 32,
        "review_count_public": 105,
        "average_rating_public": 5.0,
        "profile_url": "directory/elizabeth-august/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Millie Rosenbloom",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "",
        "consumer_authority_score": 77.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 41940000.0,
        "sales_transactions_public": 36,
        "review_count_public": 76,
        "average_rating_public": 4.9,
        "profile_url": "directory/millie-rosenbloom/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Alex Wolking",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Keller Williams ONEChicago",
        "consumer_authority_score": 75.6,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 30880000.0,
        "sales_transactions_public": 45,
        "review_count_public": 72,
        "average_rating_public": 5.0,
        "profile_url": "directory/alex-wolking/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "Jessica Jakubowski",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 70.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25420000.0,
        "sales_transactions_public": 37,
        "review_count_public": 55,
        "average_rating_public": 5.0,
        "profile_url": "directory/jessica-jakubowski/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Brian Behan",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 73.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 31890000.0,
        "sales_transactions_public": 35,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/brian-behan/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "Kara Keller",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 52.2,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 13910000.0,
        "sales_transactions_public": 21,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/kara-keller/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Amir Fouad",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@Properties Christie's International Real Estate",
        "consumer_authority_score": 47.2,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 12550000.0,
        "sales_transactions_public": 27,
        "review_count_public": 48,
        "average_rating_public": 4.9,
        "profile_url": "directory/amir-fouad/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Marc Zale",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 58.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 22960000.0,
        "sales_transactions_public": 17,
        "review_count_public": 44,
        "average_rating_public": 5.0,
        "profile_url": "directory/marc-zale/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Swati Saxena",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 55.8,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 22060000.0,
        "sales_transactions_public": 35,
        "review_count_public": 42,
        "average_rating_public": 5.0,
        "profile_url": "directory/swati-saxena/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Linda Rooney",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway HomeServices Chicago",
        "consumer_authority_score": 37.4,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9660000.0,
        "sales_transactions_public": 17,
        "review_count_public": 32,
        "average_rating_public": 5.0,
        "profile_url": "directory/linda-rooney/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Joanne Nemerovski",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 71.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 25.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 50260000.0,
        "sales_transactions_public": 41,
        "review_count_public": 31,
        "average_rating_public": 5.0,
        "profile_url": "directory/joanne-nemerovski/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Steve Scheuring",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Baird & Warner",
        "consumer_authority_score": 41.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 12380000.0,
        "sales_transactions_public": 18,
        "review_count_public": 30,
        "average_rating_public": 5.0,
        "profile_url": "directory/steve-scheuring/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Elizabeth Badrinath",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "@properties Christie's International Real Estate",
        "consumer_authority_score": 37.3,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 10880000.0,
        "sales_transactions_public": 11,
        "review_count_public": 26,
        "average_rating_public": 5.0,
        "profile_url": "directory/elizabeth-badrinath/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Morgan Sage",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway HomeServices Chicago",
        "consumer_authority_score": 53.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23180000.0,
        "sales_transactions_public": 36,
        "review_count_public": 25,
        "average_rating_public": 5.0,
        "profile_url": "directory/morgan-sage/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Cynthia Stolfe",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 78.2,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 24.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 24840000.0,
        "sales_transactions_public": 52,
        "review_count_public": 202,
        "average_rating_public": 4.9,
        "profile_url": "directory/cynthia-stolfe/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Stacey Dombar",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 77.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 24.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23980000.0,
        "sales_transactions_public": 37,
        "review_count_public": 233,
        "average_rating_public": 4.8,
        "profile_url": "directory/stacey-dombar/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Amy Gugliuzza",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 76.4,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 24.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25300000.0,
        "sales_transactions_public": 64,
        "review_count_public": 178,
        "average_rating_public": 4.8,
        "profile_url": "directory/amy-gugliuzza/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Becky Wipperfurth",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 73.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 24.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 21670000.0,
        "sales_transactions_public": 54,
        "review_count_public": 167,
        "average_rating_public": 4.9,
        "profile_url": "directory/becky-wipperfurth/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Peggy Sersen",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 67.4,
        "authority_band": "Established public proof",
        "ai_visibility_score": 24.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 21800000.0,
        "sales_transactions_public": 40,
        "review_count_public": 165,
        "average_rating_public": 4.9,
        "profile_url": "directory/peggy-sersen/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Jacob Reiner",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 69.2,
        "authority_band": "Established public proof",
        "ai_visibility_score": 24.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23190000.0,
        "sales_transactions_public": 47,
        "review_count_public": 139,
        "average_rating_public": 4.9,
        "profile_url": "directory/jacob-reiner/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Jacqueline Alter",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 59.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 23.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 17270000.0,
        "sales_transactions_public": 39,
        "review_count_public": 110,
        "average_rating_public": 4.8,
        "profile_url": "directory/jacqueline-alter/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Adam Zenullahi",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 44.0,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 23.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": null,
        "sales_transactions_public": 25,
        "review_count_public": 68,
        "average_rating_public": 5.0,
        "profile_url": "directory/adam-zenullahi/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Dave Moreno",
        "market": "Chicago",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 50.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 22.7,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 21950000.0,
        "sales_transactions_public": 37,
        "review_count_public": 52,
        "average_rating_public": 4.8,
        "profile_url": "directory/dave-moreno/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": "Chicago",
    "slug": "chicago",
    "context_count": 5100,
    "geography": "Chicago-Naperville-Elgin, IL-IN",
    "reference_period": "May 2025",
    "source_url": "https://data.bls.gov/oes/#/area/0016980/2025",
    "status": "current_published_estimate",
    "published_team_positions": 25,
    "published_individual_positions": 25,
    "source_backed_candidate_pool": 125,
    "interpretation": "Market-scale context only; not the REAI ranking denominator or a claim that every professional was evaluated."
  }
}