{
  "generated_at": "2026-06-28T23:31:22Z",
  "model": "v3-ai-visibility-selection",
  "description": "Live-market Top 25 individuals and Top 25 teams selected by source-backed stature and ranked by AI Visibility Score.",
  "public_rule": "Use public_launch_eligible rows for consumer-facing lists. Rows without source_backed public_proof_status are curation targets until trust gates are enriched.",
  "formula": {
    "public_rank": "AI Visibility Score",
    "selection_stature": {
      "production_proof": 0.5,
      "public_review_footprint": 0.3,
      "independent_recognition": 0.2
    }
  },
  "rows": [
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 1,
      "ai_visibility_score": 50.5,
      "stature_score": 55.2,
      "name": "Jena Radnay",
      "brokerage": "@properties Christie\u2019s Internat...",
      "sales_volume_label": "$134M",
      "review_label": "2 (3.0\u2605)",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "google/single-source",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 2 reviews, 3 average rating."
        },
        {
          "type": "ai_cited_source",
          "source": "chicagomag.com",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Cited in openai/gpt-4o-search-preview / top_producers capture."
        }
      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 2,
      "ai_visibility_score": 47.0,
      "stature_score": 86.2,
      "name": "Nicholas Solano",
      "brokerage": "Twin Vines",
      "sales_volume_label": "$180M",
      "review_label": "",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "none/single-source",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "ai_cited_source",
          "source": "chicagomag.com",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Cited in openai/gpt-4o-search-preview / top_producers capture."
        },
        {
          "type": "production_recognition",
          "source": "Chicago Magazine",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Chicago Magazine top-agent ranking with published sales volume."
        },
        {
          "type": "market_profile",
          "source": "Homes.com",
          "url": "https://www.homes.com/real-estate-agents/nick-solano/49w2pjj/",
          "label": "Public profile with closed-sales and total-value proof."
        },
        {
          "type": "production_recognition",
          "source": "Chicago Agent Magazine",
          "url": "https://chicagoagentmagazine.com/real-estate-data/2025-2/2nd-quarter/chicagoland-top-20-agents/",
          "label": "Quarterly Chicagoland production ranking."
        }
      ],
      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 3,
      "ai_visibility_score": 44.1,
      "stature_score": 88.7,
      "name": "Matt Laricy",
      "brokerage": "Americorp Ltd",
      "sales_volume_label": "",
      "review_label": "720 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 720 reviews, 5 average rating."
        }
      ],
      "proof_count": 1,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 4,
      "ai_visibility_score": 43.4,
      "stature_score": 53.1,
      "name": "Paige Dooley",
      "brokerage": "Compass",
      "sales_volume_label": "$114M",
      "review_label": "16 (5.0\u2605)",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "google/single-source",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 16 reviews, 5 average rating."
        },
        {
          "type": "ai_cited_source",
          "source": "chicagomag.com",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Cited in openai/gpt-4o-search-preview / top_producers capture."
        }
      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 5,
      "ai_visibility_score": 40.9,
      "stature_score": 60.5,
      "name": "Susan Miner",
      "brokerage": "Premier Relocation",
      "sales_volume_label": "$121M",
      "review_label": "",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "none/single-source",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "ai_cited_source",
          "source": "chicagomag.com",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Cited in openai/gpt-4o-search-preview / top_producers capture."
        },
        {
          "type": "production_recognition",
          "source": "Chicago Magazine",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Chicago Magazine top-agent ranking with published sales volume."
        },
        {
          "type": "editorial_recognition",
          "source": "Chicago Magazine",
          "url": "https://www.chicagomag.com/resource-guide/chicagos-top-real-estate-agents/susan-miner/",
          "label": "Editorial profile describing career sales and 2024 ranking."
        },
        {
          "type": "official_profile",
          "source": "Premier Relocation",
          "url": "https://premier-relocation.com/agent/susan-a-miner",
          "label": "Official profile with career transaction proof."
        }
      ],
      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 6,
      "ai_visibility_score": 40.7,
      "stature_score": 59.8,
      "name": "Nancy Tassone",
      "brokerage": "Jameson Sotheby's International...",
      "sales_volume_label": "$110M",
      "review_label": "",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "none/index",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "RealTrends Verified",
          "url": "https://www.realtrends.com/agent-profile/nancy-tassone-illinois/",
          "label": "Production proof: 36 public transactions, $109.7M public volume."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://www.nancytassone.com/",
          "label": "Official identity source."
        },
        {
          "type": "public_profile",
          "source": "Public profile",
          "url": "directory/nancy-tassone/index.html",
          "label": "Public identity/profile source."
        },
        {
          "type": "ai_cited_source",
          "source": "chicagomag.com",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Cited in openai/gpt-4o-search-preview / top_producers capture."
        }
      ],
      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 7,
      "ai_visibility_score": 36.3,
      "stature_score": 56.4,
      "name": "Timothy Salm",
      "brokerage": "Jameson Sotheby's International...",
      "sales_volume_label": "$82M",
      "review_label": "",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "none/single-source",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "ai_cited_source",
          "source": "chicagomag.com",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Cited in openai/gpt-4o-search-preview / top_producers capture."
        },
        {
          "type": "production_recognition",
          "source": "RealTrends Verified",
          "url": "https://www.realtrends.com/agent-profile/timothy-salm-illinois/",
          "label": "RealTrends Verified public profile."
        },
        {
          "type": "production_recognition",
          "source": "Chicago Magazine",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Chicago Magazine top-agent ranking with published sales volume."
        },
        {
          "type": "official_profile",
          "source": "Jameson Sotheby's International Realty",
          "url": "https://www.sothebysrealty.com/jamesonsir/eng/associate/775-a-1253-4020826/tim-salm",
          "label": "Official brokerage profile."
        }
      ],
      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 8,
      "ai_visibility_score": 35.1,
      "stature_score": 67.4,
      "name": "Sam Shaffer",
      "brokerage": "Chicago Properties",
      "sales_volume_label": "$76M",
      "review_label": "149 (5.0\u2605)",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "google/single-source",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 149 reviews, 5 average rating."
        },
        {
          "type": "ai_cited_source",
          "source": "chicagomag.com",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Cited in openai/gpt-4o-search-preview / top_producers capture."
        }
      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 9,
      "ai_visibility_score": 31.7,
      "stature_score": 58.0,
      "name": "Cory Green",
      "brokerage": "Compass",
      "sales_volume_label": "$73M",
      "review_label": "71 (4.9\u2605)",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "google/single-source",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 71 reviews, 4.9 average rating."
        },
        {
          "type": "ai_cited_source",
          "source": "chicagomag.com",
          "url": "https://web.archive.org/web/20260118171358/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-agents/",
          "label": "Cited in openai/gpt-4o-search-preview / top_producers capture."
        }
      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 10,
      "ai_visibility_score": 23.2,
      "stature_score": 75.4,
      "name": "Grigory Pekarsky",
      "brokerage": "Vesta Preferred Realty",
      "sales_volume_label": "$80M",
      "review_label": "",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "none/enriched-2model",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "official_profile",
          "source": "Vesta Preferred",
          "url": "https://vestapreferred.com/agent/grigory-pekarsky",
          "label": "Official team/agent profile with career sales proof."
        },
        {
          "type": "market_profile",
          "source": "Zenlist",
          "url": "https://zenlist.com/a/grigory.pekarsky",
          "label": "Public profile with recent closed-sales and volume proof."
        },
        {
          "type": "market_profile",
          "source": "Zillow",
          "url": "https://www.zillow.com/profile/grigory0",
          "label": "Public profile with sales and review proof."
        }
      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 11,
      "ai_visibility_score": 19.1,
      "stature_score": 59.5,
      "name": "Santiago Valdez",
      "brokerage": "Compass - Chicago - River North...",
      "sales_volume_label": "",
      "review_label": "28 (4.9\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/santiago-valdez-20203/",
          "label": "Production proof: 206 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/santiago-valdez-20203/",
          "label": "Public review count: 73."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 28 reviews, 4.9 average rating."
        }
      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 12,
      "ai_visibility_score": 13.1,
      "stature_score": 78.2,
      "name": "Crystal Tran",
      "brokerage": "properties Christies Internatio...",
      "sales_volume_label": "",
      "review_label": "795",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "index/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/crystal-tran-58000/",
          "label": "Production proof: 229 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/crystal-tran-58000/",
          "label": "Public review count: 795."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://huntchicago.com/",
          "label": "Official identity source."
        }
      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 13,
      "ai_visibility_score": 7.1,
      "stature_score": 74.6,
      "name": "Sophia Klopas",
      "brokerage": "Jameson Sothebys International...",
      "sales_volume_label": "",
      "review_label": "105 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
          "label": "Production proof: 234 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/sophia-klopas-28041/",
          "label": "Public review count: 112."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://klopasstratton.com/agent/sophia-klopas",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 105 reviews, 5 average rating."
        }
      ],
      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 14,
      "ai_visibility_score": 0.0,
      "stature_score": 83.3,
      "name": "Debra Dobbs",
      "brokerage": "Compass",
      "sales_volume_label": "",
      "review_label": "129 (4.9\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
          "label": "Production proof: 166 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/debra-dobbs-87143/",
          "label": "Public review count: 26."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 129 reviews, 4.9 average rating."
        }
      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 15,
      "ai_visibility_score": 0.0,
      "stature_score": 79.8,
      "name": "Michael Saladino",
      "brokerage": "Keller Williams ONEChicago",
      "sales_volume_label": "",
      "review_label": "214 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
          "label": "Production proof: 142 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/michael-saladino-11792/",
          "label": "Public review count: 119."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://mike.saladinosells.homes/",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 214 reviews, 5 average rating."
        }
      ],
      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 16,
      "ai_visibility_score": 0.0,
      "stature_score": 76.0,
      "name": "Danielle Dowell",
      "brokerage": "Berkshire Hathaway Home Service...",
      "sales_volume_label": "",
      "review_label": "74 (4.8\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/danielle-dowell-23515/",
          "label": "Production proof: 166 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/danielle-dowell-23515/",
          "label": "Public review count: 334."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 74 reviews, 4.8 average rating."
        }
      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Individual",
      "ai_rank": 17,
      "ai_visibility_score": 0.0,
      "stature_score": 75.8,
      "name": "Kate Waddell",
      "brokerage": "Compass",
      "sales_volume_label": "",
      "review_label": "43 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
          "label": "Production proof: 202 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/kate-waddell-59569/",
          "label": "Public review count: 137."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://www.compass.com/agents/kate-waddell/",
          "label": "Official identity source."
        },
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    {
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      "stature_score": 72.9,
      "name": "Leigh Marcus Team",
      "brokerage": "@properties Christie's Internat...",
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      "review_label": "200 (4.9\u2605)",
      "index_status": "Y",
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        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.zillow.com/professionals/real-estate-agent-reviews/60657/",
          "label": "Public review count: 800."
        },
        {
          "type": "official_profile",
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          "url": "https://leighmarcus.com/",
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        },
        {
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        {
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    },
    {
      "market": "Chicago",
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      "ai_visibility_score": 20.6,
      "stature_score": 69.4,
      "name": "Alex Stoykov Group",
      "brokerage": "Compass",
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        {
          "type": "official_profile",
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      "stature_score": 67.9,
      "name": "Wexler Gault Group",
      "brokerage": "@properties Christie's Internat...",
      "sales_volume_label": "$120M",
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      "public_launch_eligible": true,
      "proof_items": [
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        {
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          "url": "https://web.archive.org/web/20251208172436/https://www.chicagomag.com/chicago-magazine/august-2025/chicagos-top-real-estate-agents/top-teams/",
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    {
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      "stature_score": 75.2,
      "name": "Morrison Home Team",
      "brokerage": "@properties Christie's Internat...",
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      "proof_items": [
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      "market_slug": "chicago",
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      "stature_score": 64.7,
      "name": "Kim Alden Team",
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    {
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      "market_slug": "chicago",
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      "ai_visibility_score": 0.0,
      "stature_score": 89.9,
      "name": "The Scott Group",
      "brokerage": "Compass - The Scott Group",
      "sales_volume_label": "",
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      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
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      "proof_items": [
        {
          "type": "production_source",
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          "label": "Production proof: 244 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/darrell-scott-62392/",
          "label": "Public review count: 89."
        },
        {
          "type": "official_profile",
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          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
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          "url": "",
          "label": "Public Google review aggregate: 189 reviews, 5 average rating."
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    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
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      "ai_rank": 16,
      "ai_visibility_score": 0.0,
      "stature_score": 81.5,
      "name": "Connie Dornan Group",
      "brokerage": "@Properties Christie's Internat...",
      "sales_volume_label": "",
      "review_label": "114 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
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      "public_launch_eligible": true,
      "proof_items": [
        {
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          "label": "Production proof: 145 public transactions."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 114 reviews, 5 average rating."
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
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      "ai_rank": 17,
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      "stature_score": 69.3,
      "name": "Busby Group",
      "brokerage": "Compass",
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      "source_summary": "google/none",
      "public_launch_eligible": true,
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        {
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          "url": "https://www.realtrends.com/team-profile/busby-group-illinois-compass/",
          "label": "Production proof: 106 public transactions."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 57 reviews, 5 average rating."
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Team",
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      "ai_visibility_score": 0.0,
      "stature_score": 68.1,
      "name": "Buy Sell Love Chicago",
      "brokerage": "@Properties Christie's Internat...",
      "sales_volume_label": "$56M",
      "review_label": "58 (4.9\u2605)",
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      "gate_status": "data_backed",
      "source_summary": "google/index",
      "public_launch_eligible": true,
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          "url": "https://www.realtrends.com/team-profile/buy-sell-love-chicago-illinois-properties-christie-s-international-real-estate/",
          "label": "Production proof: 95 public transactions, $56.0M public volume."
        },
        {
          "type": "review_aggregate",
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          "url": "",
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      ],
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      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
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      "ai_rank": 19,
      "ai_visibility_score": 0.0,
      "stature_score": 66.9,
      "name": "Camille Canales Group",
      "brokerage": "Compass",
      "sales_volume_label": "",
      "review_label": "59 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
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          "url": "https://www.realtrends.com/team-profile/camille-canales-group-illinois-compass/",
          "label": "Production proof: 72 public transactions."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://ccg-chicago.com",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
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          "url": "",
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        }
      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
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      "ai_rank": 20,
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      "stature_score": 66.8,
      "name": "Chicago Residential Partners",
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      "review_label": "159 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/index",
      "public_launch_eligible": true,
      "proof_items": [
        {
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          "source": "RealTrends Verified",
          "url": "https://www.realtrends.com/team-profile/chicago-residential-partners-illinois-compass/",
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        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 159 reviews, 5 average rating."
        }
      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Team",
      "ai_rank": 21,
      "ai_visibility_score": 0.0,
      "stature_score": 65.4,
      "name": "Cheryi Gatti Team",
      "brokerage": "Coldwell Banker Realty",
      "sales_volume_label": "",
      "review_label": "",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "none/none",
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      "proof_items": [
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          "url": "https://www.realtrends.com/team-profile/cheryi-gatti-team-illinois-coldwell-banker-realty/",
          "label": "Production proof: 71 public transactions."
        }
      ],
      "proof_count": 1,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Team",
      "ai_rank": 22,
      "ai_visibility_score": 0.0,
      "stature_score": 64.7,
      "name": "ATM Team",
      "brokerage": "Berkshire Hathaway HomeServices...",
      "sales_volume_label": "",
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      "source_summary": "google/none",
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        {
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          "url": "https://www.realtrends.com/team-profile/atm-team-illinois-berkshire-hathaway-homeservices-chicago/",
          "label": "Production proof: 74 public transactions."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 45 reviews, 5 average rating."
        }
      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Team",
      "ai_rank": 23,
      "ai_visibility_score": 0.0,
      "stature_score": 64.0,
      "name": "Bryan Bomba Group",
      "brokerage": "@Properties Christie's Internat...",
      "sales_volume_label": "",
      "review_label": "",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "none/none",
      "public_launch_eligible": true,
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        {
          "type": "production_source",
          "source": "RealTrends Verified",
          "url": "https://www.realtrends.com/team-profile/bryan-bomba-group-illinois-properties-christie-s-international-real-estate/",
          "label": "Production proof: 70 public transactions."
        }
      ],
      "proof_count": 1,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
      "category": "Team",
      "ai_rank": 24,
      "ai_visibility_score": 0.0,
      "stature_score": 62.7,
      "name": "Ames Group Chicago",
      "brokerage": "Engel & V\u00f6lkers Chicago",
      "sales_volume_label": "",
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      "gate_status": "data_backed",
      "source_summary": "google/none",
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        },
        {
          "type": "review_aggregate",
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          "url": "",
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Chicago",
      "market_slug": "chicago",
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      "ai_rank": 25,
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      "stature_score": 61.8,
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        {
          "type": "official_profile",
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      "proof_count": 2,
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    {
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        {
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          "label": "Editorial recognition on top Los Angeles real estate agents."
        },
        {
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      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
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      "ai_rank": 2,
      "ai_visibility_score": 44.0,
      "stature_score": 60.8,
      "name": "Josh Altman",
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      "sales_volume_label": "",
      "review_label": "42 (3.9\u2605)",
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      "proof_items": [
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      ],
      "proof_count": 1,
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    },
    {
      "market": "Los Angeles",
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      "ai_rank": 3,
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      "name": "Tami Pardee",
      "brokerage": "Pardee Properties",
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      "review_label": "96 (4.6\u2605)",
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      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
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          "url": "https://www.fastexpert.com/agents/tami-pardee-3009/",
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        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/tami-pardee-3009/",
          "label": "Public review count: 1005."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://pardeeproperties.com/team/tami-pardee/",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 96 reviews, 4.6 average rating."
        },
        {
          "type": "ai_cited_source",
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          "url": "https://labusinessjournal.com/real-estate/residential-brokers-special-report-2020-top-agents/",
          "label": "Cited in openai/gpt-4o-mini-search-preview / buyer_recommend capture."
        }
      ],
      "proof_count": 5,
      "public_proof_status": "source_backed"
    },
    {
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 17,
      "ai_visibility_score": 0.0,
      "stature_score": 62.9,
      "name": "Solomon Property Group",
      "brokerage": "Douglas Elliman",
      "sales_volume_label": "$160M",
      "review_label": "33 (4.6\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/index",
      "public_launch_eligible": true,
      "proof_items": [
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          "source": "RealTrends Verified",
          "url": "https://www.realtrends.com/team-profile/the-solomon-property-group-california-douglas-elliman/",
          "label": "Production proof: 46.1 public transactions, $160.3M public volume."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://solomonpropertygroup.com/",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 33 reviews, 4.6 average rating."
        }
      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 18,
      "ai_visibility_score": 0.0,
      "stature_score": 61.9,
      "name": "Lauren Forbes Group",
      "brokerage": "Compass",
      "sales_volume_label": "$149M",
      "review_label": "39 (4.8\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/index",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
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          "url": "https://www.realtrends.com/team-profile/lauren-forbes-group-california-compass/",
          "label": "Production proof: 94 public transactions, $149.1M public volume."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://www.compass.com/agents/lauren-forbes/",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 39 reviews, 4.8 average rating."
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      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 19,
      "ai_visibility_score": 0.0,
      "stature_score": 61.0,
      "name": "Accardo Real Estate Associates",
      "brokerage": "Compass",
      "sales_volume_label": "",
      "review_label": "350",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "index/none",
      "public_launch_eligible": true,
      "proof_items": [
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          "type": "production_source",
          "source": "RealTrends Verified",
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        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.compass.com/agents/tony-accardo/",
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        },
        {
          "type": "official_profile",
          "source": "Official website",
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          "label": "Official identity source."
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      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 20,
      "ai_visibility_score": 0.0,
      "stature_score": 57.3,
      "name": "Vancans Group",
      "brokerage": "Vancans Group",
      "sales_volume_label": "",
      "review_label": "100 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/jeremiah-vancans-77509/",
          "label": "Production proof: 64 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/jeremiah-vancans-77509/",
          "label": "Public review count: 98."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://www.vancansgroup.com/",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 100 reviews, 5 average rating."
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      ],
      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 21,
      "ai_visibility_score": 0.0,
      "stature_score": 51.4,
      "name": "Backbeat Homes",
      "brokerage": "Backbeat Homes",
      "sales_volume_label": "",
      "review_label": "17 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "RealTrends Verified",
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          "label": "Production proof: 94 public transactions."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 17 reviews, 5 average rating."
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 22,
      "ai_visibility_score": 0.0,
      "stature_score": 51.4,
      "name": "Bayside Real Estate",
      "brokerage": "Bayside Real Estate",
      "sales_volume_label": "",
      "review_label": "7 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
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          "source": "RealTrends Verified",
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          "label": "Production proof: 167 public transactions."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 23,
      "ai_visibility_score": 0.0,
      "stature_score": 47.2,
      "name": "Aspire Los Angeles",
      "brokerage": "Radius",
      "sales_volume_label": "",
      "review_label": "25 (4.9\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "RealTrends Verified",
          "url": "https://www.realtrends.com/team-profile/aspire-los-angeleles-california-radius/",
          "label": "Production proof: 48 public transactions."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://aspirelosangeles.com/",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 25 reviews, 4.9 average rating."
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      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 24,
      "ai_visibility_score": 0.0,
      "stature_score": 43.5,
      "name": "Ben Belack Group",
      "brokerage": "SERHANT.",
      "sales_volume_label": "",
      "review_label": "92 (4.8\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "RealTrends Verified",
          "url": "https://www.realtrends.com/team-profile/ben-belack-group-california-serhant/",
          "label": "Production proof: 35 public transactions."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 92 reviews, 4.8 average rating."
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "Los Angeles",
      "market_slug": "los-angeles",
      "category": "Team",
      "ai_rank": 25,
      "ai_visibility_score": 0.0,
      "stature_score": 37.1,
      "name": "Barrentine Group",
      "brokerage": "Keller Williams",
      "sales_volume_label": "",
      "review_label": "106 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
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          "url": "https://www.realtrends.com/team-profile/barrentine-group-california-keller-williams/",
          "label": "Production proof: 26 public transactions."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 106 reviews, 5 average rating."
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "New York Metro",
      "market_slug": "new-york-metro",
      "category": "Individual",
      "ai_rank": 1,
      "ai_visibility_score": 49.2,
      "stature_score": 72.9,
      "name": "Serena Boardman",
      "brokerage": "Agent at Sotheby's Internationa...",
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      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/index",
      "public_launch_eligible": true,
      "proof_items": [
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          "type": "production_source",
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          "url": "https://www.realtrends.com/agent-profile/serena-boardman-new-york/",
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        {
          "type": "official_profile",
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          "url": "https://www.sothebysrealty.com/eng/associate/180-a-1182-1225926/serena-boardman",
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        },
        {
          "type": "public_profile",
          "source": "Public profile",
          "url": "directory/serena-boardman/index.html",
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        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
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        },
        {
          "type": "ai_cited_source",
          "source": "realtrends.com",
          "url": "https://www.realtrends.com/ranking/best-real-estate-agents-new-york/?page=-23",
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      ],
      "proof_count": 5,
      "public_proof_status": "source_backed"
    },
    {
      "market": "New York Metro",
      "market_slug": "new-york-metro",
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      "ai_rank": 2,
      "ai_visibility_score": 47.0,
      "stature_score": 70.9,
      "name": "Ryan Serhant",
      "brokerage": "Founder of SERHANT",
      "sales_volume_label": "",
      "review_label": "27 (3.7\u2605)",
      "index_status": "NEW",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
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        },
        {
          "type": "ai_cited_source",
          "source": "askdoss.com",
          "url": "https://askdoss.com/best-real-estate-agents-in-new-york-city-2026/",
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      ],
      "proof_count": 2,
      "public_proof_status": "source_backed"
    },
    {
      "market": "New York Metro",
      "market_slug": "new-york-metro",
      "category": "Individual",
      "ai_rank": 3,
      "ai_visibility_score": 40.2,
      "stature_score": 90.5,
      "name": "Deborah Kern",
      "brokerage": "Agent at Corcoran",
      "sales_volume_label": "$722M",
      "review_label": "",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "none/index",
      "public_launch_eligible": true,
      "proof_items": [
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          "source": "RealTrends Verified",
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        },
        {
          "type": "official_profile",
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          "url": "https://www.corcoran.com/real-estate-agents/detail/agent/deborah-kern/7575",
          "label": "Official identity source."
        },
        {
          "type": "public_profile",
          "source": "Public profile",
          "url": "directory/deborah-kern/index.html",
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    },
    {
      "market": "New York Metro",
      "market_slug": "new-york-metro",
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      "ai_rank": 4,
      "ai_visibility_score": 36.2,
      "stature_score": 69.7,
      "name": "Cathy Franklin",
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      "sales_volume_label": "",
      "review_label": "",
      "index_status": "NEW",
      "gate_status": "recognition_provisional",
      "source_summary": "none/none",
      "public_launch_eligible": true,
      "proof_items": [
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          "url": "https://www.realtrends.com/ranking/best-real-estate-agents-new-york/?page=-23",
          "label": "Cited in openai/gpt-4o-mini-search-preview / best_agents capture."
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        {
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        {
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        },
        {
          "type": "editorial_recognition",
          "source": "The Real Deal",
          "url": "https://therealdeal.com/new-york/2024/02/27/steve-gold-cathy-franklin-among-corcoran-agents-honored/",
          "label": "Editorial recognition for Corcoran top-agent honors."
        }
      ],
      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "New York Metro",
      "market_slug": "new-york-metro",
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      "ai_rank": 5,
      "ai_visibility_score": 35.0,
      "stature_score": 49.4,
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      "sales_volume_label": "",
      "review_label": "",
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      "source_summary": "none/none",
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        {
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          "url": "https://www.realtrends.com/blog/2020/06/19/real-trends-tom-ferry-announce-2020-the-thousand-15th-annual-real-estate-ranking-advertised-in-the-wall-street-journal/",
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        },
        {
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      ],
      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "New York Metro",
      "market_slug": "new-york-metro",
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      "ai_rank": 6,
      "ai_visibility_score": 26.3,
      "stature_score": 47.2,
      "name": "Carrie Chiang",
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      "sales_volume_label": "",
      "review_label": "",
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        },
        {
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          "source": "Homes.com",
          "url": "https://www.homes.com/real-estate-agents/carrie-chiang/p2h6p1s/",
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      "proof_count": 3,
      "public_proof_status": "source_backed"
    },
    {
      "market": "New York Metro",
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      "ai_rank": 7,
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      "stature_score": 50.9,
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        {
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        },
        {
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      "proof_count": 4,
      "public_proof_status": "source_backed"
    },
    {
      "market": "New York Metro",
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      "ai_rank": 8,
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      "name": "Kayla Lee",
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      "sales_volume_label": "",
      "review_label": "33 (5.0\u2605)",
      "index_status": "NEW",
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      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 33 reviews, 5 average rating."
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      ],
      "proof_count": 1,
      "public_proof_status": "source_backed"
    },
    {
      "market": "New York Metro",
      "market_slug": "new-york-metro",
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      "ai_rank": 9,
      "ai_visibility_score": 15.1,
      "stature_score": 71.7,
      "name": "Boris Fabrikant",
      "brokerage": "Compass",
      "sales_volume_label": "",
      "review_label": "84 (5.0\u2605)",
      "index_status": "Y",
      "gate_status": "data_backed",
      "source_summary": "google/none",
      "public_launch_eligible": true,
      "proof_items": [
        {
          "type": "production_source",
          "source": "Public production source",
          "url": "https://www.fastexpert.com/agents/boris-sharapan-128155/",
          "label": "Production proof: 220 public transactions."
        },
        {
          "type": "review_source",
          "source": "Public review source",
          "url": "https://www.fastexpert.com/agents/boris-sharapan-128155/",
          "label": "Public review count: 52."
        },
        {
          "type": "official_profile",
          "source": "Official website",
          "url": "https://www.compass.com/agents/boris-sharapan-fabrikant/",
          "label": "Official identity source."
        },
        {
          "type": "review_aggregate",
          "source": "Google Business Profile / Places data",
          "url": "",
          "label": "Public Google review aggregate: 84 reviews, 5 average rating."
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      ],
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