{
  "market": "Miami / South Florida",
  "slug": "miami-south-florida",
  "region": "Florida",
  "scope_note": "Miami, Miami Beach, Boca Raton, Palm Beach, West Palm Beach, Jupiter, Coral Springs, and the broader South Florida residential market, with separate individual-agent and team comparisons grounded in public production, review, and AI-visibility evidence. Category lists include only candidates that cleared the current trust gates.",
  "updated": "June 23, 2026",
  "market_authority_rankings": [
    {
      "market": "Miami / South Florida",
      "rank": 1,
      "category_rank": 1,
      "name": "The Tricoli Team",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 98.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 29.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 176520000.0,
      "sales_transactions_public": 347,
      "review_count_public": 954,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-tricoli-team/index.html",
      "official_url": "https://www.tricoliteam.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-tricoli-team-florida-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/tricoli-team-real-estate-keller-williams-realty-161081755006945"
    },
    {
      "market": "Miami / South Florida",
      "rank": 2,
      "category_rank": 1,
      "name": "Larry Mastropieri",
      "entity_type": "Individual",
      "brokerage": "The Mastropieri Group",
      "score": 98.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 28.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 104510000.0,
      "sales_transactions_public": 219,
      "review_count_public": 340,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/larry-mastropieri/index.html",
      "official_url": "https://www.discoversouthflorida.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/larry-mastropieri-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/larry-joy-mastropieri-30501/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 3,
      "category_rank": 2,
      "name": "Abode Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 92.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 28.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 159470000.0,
      "sales_transactions_public": 264,
      "review_count_public": 393,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/abode-group/index.html",
      "official_url": "https://abodegroupflorida.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/abode-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/abodegroup"
    },
    {
      "market": "Miami / South Florida",
      "rank": 4,
      "category_rank": 2,
      "name": "Brett Colby",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "score": 88.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 35510000.0,
      "sales_transactions_public": 66,
      "review_count_public": 164,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/brett-colby/index.html",
      "official_url": "https://www.brettcolbygroup.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/brett-colby-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/brett-colby-92745/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 5,
      "category_rank": 3,
      "name": "Premier Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 88.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 41.3,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": 331050000.0,
      "sales_transactions_public": 295,
      "review_count_public": 200,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/premier-group/index.html",
      "official_url": "https://www.compass.com/agents/premier-group/",
      "production_source_url": "https://www.realtrends.com/team-profile/premier-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/AlexJPlatt"
    },
    {
      "market": "Miami / South Florida",
      "rank": 6,
      "category_rank": 4,
      "name": "Chez Realty",
      "entity_type": "Team",
      "brokerage": "Chez Realty LLC",
      "score": 87.2,
      "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": 130640000.0,
      "sales_transactions_public": 195,
      "review_count_public": 351,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/chez-realty/index.html",
      "official_url": "https://chezre.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/chez-realty-florida-chez-realty-llc/",
      "review_source_url": "https://www.zillow.com/profile/chezrealty"
    },
    {
      "market": "Miami / South Florida",
      "rank": 7,
      "category_rank": 5,
      "name": "The Opes Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 86.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 65.1,
      "ai_visibility_evidence": "32 checks / 15 mentions",
      "sales_volume_public": 180770000.0,
      "sales_transactions_public": 171,
      "review_count_public": 374,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-opes-group/index.html",
      "official_url": "https://www.compass.com/agents/the-opes-group/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-opes-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/The%20Opes%20Group"
    },
    {
      "market": "Miami / South Florida",
      "rank": 8,
      "category_rank": 3,
      "name": "Brian Boles",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Services",
      "score": 86.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 32650000.0,
      "sales_transactions_public": 44,
      "review_count_public": 168,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/brian-boles/index.html",
      "official_url": "https://www.remax.com/real-estate-agents/brian-boles-boca-raton-fl/100015048",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-boles-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/brian-boles-16530/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 9,
      "category_rank": 6,
      "name": "Nancy Batchelor Team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 85.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 28.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 172100000.0,
      "sales_transactions_public": 80,
      "review_count_public": 423,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/nancy-batchelor-team/index.html",
      "official_url": "https://www.compass.com/agents/nancy-batchelor-team/",
      "production_source_url": "https://www.realtrends.com/team-profile/nancy-batchelor-team-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/NancyBatchelorTeam"
    },
    {
      "market": "Miami / South Florida",
      "rank": 10,
      "category_rank": 4,
      "name": "Beverly Shanahan",
      "entity_type": "Individual",
      "brokerage": "Keller Williams Realty Consultants",
      "score": 80.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 25260000.0,
      "sales_transactions_public": 34,
      "review_count_public": 130,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/beverly-shanahan/index.html",
      "official_url": "https://beverlyshanahan.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/beverly-shanahan-florida/",
      "review_source_url": "https://www.zillow.com/profile/Beverly%20Shanahan"
    },
    {
      "market": "Miami / South Florida",
      "rank": 11,
      "category_rank": 5,
      "name": "Allyson Sullivan",
      "entity_type": "Individual",
      "brokerage": "Lang Realty",
      "score": 79.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 30980000.0,
      "sales_transactions_public": 31,
      "review_count_public": 128,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/allyson-sullivan/index.html",
      "official_url": "https://www.langrealty.com/agent/1793090-allyson-sullivan/",
      "production_source_url": "https://www.realtrends.com/agent-profile/allyson-sullivan-florida/",
      "review_source_url": "https://www.ratemyagent.com/real-estate-agent/allyson-sullivan-b0uavo/sales/overview"
    },
    {
      "market": "Miami / South Florida",
      "rank": 12,
      "category_rank": 6,
      "name": "Laura Sanders",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "score": 78.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 46990000.0,
      "sales_transactions_public": 101,
      "review_count_public": 68,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/laura-sanders/index.html",
      "official_url": "https://laurasell.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/laura-sanders-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/laura-sanders-16966/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 13,
      "category_rank": 7,
      "name": "Meyer Lucas Team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 77.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.3,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 116350000.0,
      "sales_transactions_public": 122,
      "review_count_public": 273,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/meyer-lucas-team/index.html",
      "official_url": "https://meyerlucas.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/meyer-lucas-team-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/meyer-lucas-real-estate-team-164839531620762"
    },
    {
      "market": "Miami / South Florida",
      "rank": 14,
      "category_rank": 7,
      "name": "Steve Gray",
      "entity_type": "Individual",
      "brokerage": "REMAX Experience",
      "score": 77.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 9880000.0,
      "sales_transactions_public": 21,
      "review_count_public": 143,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/steve-gray/index.html",
      "official_url": "https://sgray1.remax.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/steve-gray-florida/",
      "review_source_url": "https://www.zillow.com/profile/steve%20gray4"
    },
    {
      "market": "Miami / South Florida",
      "rank": 15,
      "category_rank": 8,
      "name": "Seth Mittleman",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "score": 75.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 35990000.0,
      "sales_transactions_public": 43,
      "review_count_public": 66,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/seth-mittleman/index.html",
      "official_url": "https://www.sethmittleman.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/seth-mittleman-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/seth-mittleman-21365/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 16,
      "category_rank": 9,
      "name": "Joe Lanser",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "score": 74.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 15140000.0,
      "sales_transactions_public": 21,
      "review_count_public": 116,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/joe-lanser/index.html",
      "official_url": "https://lanserhomesales.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/joe-lanser-florida/",
      "review_source_url": "https://www.zillow.com/profile/Joe%20Lanser"
    },
    {
      "market": "Miami / South Florida",
      "rank": 17,
      "category_rank": 8,
      "name": "Riley Smith Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 73.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 40.1,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": 293140000.0,
      "sales_transactions_public": 180,
      "review_count_public": 89,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/riley-smith-group/index.html",
      "official_url": "https://rileysmithgroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/riley-smith-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/RileyHSmith"
    },
    {
      "market": "Miami / South Florida",
      "rank": 18,
      "category_rank": 9,
      "name": "The Mandel Team",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "score": 73.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 113000000.0,
      "sales_transactions_public": 163,
      "review_count_public": 156,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-mandel-team/index.html",
      "official_url": "https://www.floridahomefinder.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-mandel-team-florida-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/realtor-andy-mandel-mandel-team-remax-advisors-165240955182965"
    },
    {
      "market": "Miami / South Florida",
      "rank": 19,
      "category_rank": 10,
      "name": "The Carroll Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 73.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.8,
      "ai_visibility_evidence": "32 checks / 4 mentions",
      "sales_volume_public": 1100000000.0,
      "sales_transactions_public": 248,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-carroll-group/index.html",
      "official_url": "https://www.compass.com/agents/the-chad-carroll-group/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-carroll-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/Chad%20Carroll%201Agent"
    },
    {
      "market": "Miami / South Florida",
      "rank": 20,
      "category_rank": 11,
      "name": "David Siddons Group",
      "entity_type": "Team",
      "brokerage": "Douglas Elliman",
      "score": 72.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 46.8,
      "ai_visibility_evidence": "32 checks / 6 mentions",
      "sales_volume_public": 363280000.0,
      "sales_transactions_public": 130,
      "review_count_public": 54,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/david-siddons-group/index.html",
      "official_url": "https://luxlifemiamiblog.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/david-siddons-group-florida-douglas-elliman/",
      "review_source_url": "https://www.zillow.com/profile/David%20Siddons%20Group"
    },
    {
      "market": "Miami / South Florida",
      "rank": 21,
      "category_rank": 10,
      "name": "Eric Levy, Pa",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "score": 71.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 25670000.0,
      "sales_transactions_public": 18,
      "review_count_public": 89,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/eric-levy-pa/index.html",
      "official_url": "https://www.coldwellbanker.com/fl/boca-raton/agents/eric-levy-pa/aid-P00200000G2oGvvMfCfYvBoaUtqMYZt2bTYUKMTh",
      "production_source_url": "https://www.realtrends.com/agent-profile/eric-levy-pa-florida/",
      "review_source_url": "https://www.zillow.com/profile/BocaHighland"
    },
    {
      "market": "Miami / South Florida",
      "rank": 22,
      "category_rank": 12,
      "name": "Julian Johnston Team",
      "entity_type": "Team",
      "brokerage": "Corcoran",
      "score": 70.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.3,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 327590000.0,
      "sales_transactions_public": 42,
      "review_count_public": 64,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/julian-johnston-team/index.html",
      "official_url": "https://www.miawaterfront.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/julian-johnston-team-florida-corcoran/",
      "review_source_url": "https://www.zillow.com/profile/julianjohnston"
    },
    {
      "market": "Miami / South Florida",
      "rank": 23,
      "category_rank": 11,
      "name": "Lynne Gewant",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "score": 70.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 18640000.0,
      "sales_transactions_public": 15,
      "review_count_public": 101,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/lynne-gewant/index.html",
      "official_url": "https://lynnegewant.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/lynne-gewant-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/lynne-gewant-19638/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 24,
      "category_rank": 12,
      "name": "Nicole Bouchard",
      "entity_type": "Individual",
      "brokerage": "Keller Williams Realty",
      "score": 70.1,
      "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": 10570000.0,
      "sales_transactions_public": 47,
      "review_count_public": 50,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/nicole-bouchard/index.html",
      "official_url": "https://www.nicolesouthflaliving.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/nicole-bouchard-florida/",
      "review_source_url": "https://www.zillow.com/profile/Nicole%20Bouchard3"
    },
    {
      "market": "Miami / South Florida",
      "rank": 25,
      "category_rank": 13,
      "name": "Kacie Anderson",
      "entity_type": "Individual",
      "brokerage": "eXp Realty / The Coastal Realm",
      "score": 70.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 43850000.0,
      "sales_transactions_public": 94,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/kacie-anderson/index.html",
      "official_url": "https://www.thecoastalrealm.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/kacie-anderson-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/kacie-anderson-70325/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 26,
      "category_rank": 14,
      "name": "Abraham Ash",
      "entity_type": "Individual",
      "brokerage": "Multivest Realty, INC.",
      "score": 69.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 37.9,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 37780000.0,
      "sales_transactions_public": 13,
      "review_count_public": 47,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/abraham-ash/index.html",
      "official_url": "https://www.abeashmiami.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/abraham-ash-florida/",
      "review_source_url": "https://www.zillow.com/profile/AbeAsh"
    },
    {
      "market": "Miami / South Florida",
      "rank": 27,
      "category_rank": 13,
      "name": "Modern Living Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 65.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 28.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 62660000.0,
      "sales_transactions_public": 56,
      "review_count_public": 290,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/modern-living-group/index.html",
      "official_url": "https://www.modernlivingre.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/modern-living-group-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/modern-living-group-164970157186979"
    },
    {
      "market": "Miami / South Florida",
      "rank": 28,
      "category_rank": 14,
      "name": "Drew Kern",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
      "score": 63.8,
      "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": 88100000.0,
      "sales_transactions_public": 61,
      "review_count_public": 144,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/drew-kern/index.html",
      "official_url": "https://drewkern.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/drew-kern-florida-berkshire-hathaway-homeservices-ewm-realty/",
      "review_source_url": "https://www.zillow.com/profile/DrewKern"
    },
    {
      "market": "Miami / South Florida",
      "rank": 29,
      "category_rank": 15,
      "name": "Victor Camero",
      "entity_type": "Individual",
      "brokerage": "LUXE Properties",
      "score": 63.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 26.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 14220000.0,
      "sales_transactions_public": 18,
      "review_count_public": 67,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/victor-camero/index.html",
      "official_url": "https://luxeknows.com/agent/about-victor-camero",
      "production_source_url": "https://www.realtrends.com/agent-profile/victor-camero-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/victor-camero-42032/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 30,
      "category_rank": 15,
      "name": "Wolfe Team",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage",
      "score": 61.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 56420000.0,
      "sales_transactions_public": 62,
      "review_count_public": 154,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/wolfe-team/index.html",
      "official_url": "https://wolfeofrealestate.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/wolfe-team-florida-the-real-brokerage-inc/",
      "review_source_url": "https://reviews.birdeye.com/jupiter-real-estate-the-wolfe-team-exp-realty-164970300986567"
    },
    {
      "market": "Miami / South Florida",
      "rank": 31,
      "category_rank": 16,
      "name": "Snyder Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 61.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 71420000.0,
      "sales_transactions_public": 79,
      "review_count_public": 79,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/snyder-group/index.html",
      "official_url": "https://www.sellwithdylan.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/snyder-group-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/the-snyder-group-164999412514970"
    },
    {
      "market": "Miami / South Florida",
      "rank": 32,
      "category_rank": 16,
      "name": "Marco Terminesi",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Properties",
      "score": 61.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 12330000.0,
      "sales_transactions_public": 13,
      "review_count_public": 96,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/marco-terminesi/index.html",
      "official_url": "https://terminesi.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/marco-terminesi-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/marco-terminesi-48676/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 33,
      "category_rank": 17,
      "name": "Blackbook Properties",
      "entity_type": "Team",
      "brokerage": "Blackbook Properties",
      "score": 58.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.7,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 60960000.0,
      "sales_transactions_public": 47,
      "review_count_public": 172,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/blackbook-properties/index.html",
      "official_url": "https://www.condoblackbook.com/about",
      "production_source_url": "https://www.realtrends.com/team-profile/blackbook-properties-florida-blackbook-properties/",
      "review_source_url": "https://www.zillow.com/profile/Top%20Agent%20in%20Miami"
    },
    {
      "market": "Miami / South Florida",
      "rank": 34,
      "category_rank": 17,
      "name": "Allison Kaufman",
      "entity_type": "Individual",
      "brokerage": "CENTURY 21 Stein Posner",
      "score": 58.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 16460000.0,
      "sales_transactions_public": 15,
      "review_count_public": 51,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/allison-kaufman/index.html",
      "official_url": "https://steinposner.com/directory/agents/allison-kaufman",
      "production_source_url": "https://www.realtrends.com/agent-profile/allison-kaufman-florida/",
      "review_source_url": "https://www.realtor.com/realestateagents/5aa8169bbc822000109087f3"
    },
    {
      "market": "Miami / South Florida",
      "rank": 35,
      "category_rank": 18,
      "name": "Eric Farmelant",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 58.0,
      "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": 17510000.0,
      "sales_transactions_public": 17,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/eric-farmelant/index.html",
      "official_url": "https://www.compass.com/agents/eric-farmelant/",
      "production_source_url": "https://www.realtrends.com/agent-profile/eric-farmelant-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/eric-farmelant-119160/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 36,
      "category_rank": 19,
      "name": "Carlos Caicedo",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "score": 57.6,
      "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": 8120000.0,
      "sales_transactions_public": 15,
      "review_count_public": 101,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/carlos-caicedo/index.html",
      "official_url": "https://carlossellsflorida.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/carlos-caicedo-florida/",
      "review_source_url": "https://www.zillow.com/profile/Carlos%20Caicedo%20PA"
    },
    {
      "market": "Miami / South Florida",
      "rank": 37,
      "category_rank": 18,
      "name": "Alex Bruno Team",
      "entity_type": "Team",
      "brokerage": "REMAX 5 Star Realty",
      "score": 57.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 54110000.0,
      "sales_transactions_public": 77,
      "review_count_public": 67,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alex-bruno-team/index.html",
      "official_url": "https://www.alexbrunoteam.com/meet-alex/",
      "production_source_url": "https://www.realtrends.com/team-profile/alex-bruno-team-florida-remax-5-star-realty/",
      "review_source_url": "https://www.zillow.com/profile/alexbrunoteam"
    },
    {
      "market": "Miami / South Florida",
      "rank": 38,
      "category_rank": 19,
      "name": "Smith Formosa Team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 55.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 69300000.0,
      "sales_transactions_public": 27,
      "review_count_public": 104,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/smith-formosa-team/index.html",
      "official_url": "https://veryspecialhomes.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/smith-formosa-team-florida-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/carole-smith-32339/"
    },
    {
      "market": "Miami / South Florida",
      "rank": 39,
      "category_rank": 20,
      "name": "Jonathan Lorber",
      "entity_type": "Individual",
      "brokerage": "The Keyes Company",
      "score": 55.7,
      "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": 7130000.0,
      "sales_transactions_public": 20,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/jonathan-lorber/index.html",
      "official_url": "https://jonathanlorber.keyes.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/jonathan-lorber-florida/",
      "review_source_url": "https://www.zillow.com/profile/Jonathan%20Lorber"
    },
    {
      "market": "Miami / South Florida",
      "rank": 40,
      "category_rank": 21,
      "name": "Alicia Lammersdorf",
      "entity_type": "Individual",
      "brokerage": "Illustrated Properties",
      "score": 54.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.5,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 9910000.0,
      "sales_transactions_public": 12,
      "review_count_public": 65,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alicia-lammersdorf/index.html",
      "official_url": "https://www.ipre.com/agent-bio/alicialammersdorf",
      "production_source_url": "https://www.realtrends.com/agent-profile/alicia-lammersdorf-florida/",
      "review_source_url": "https://www.zillow.com/profile/YourRealtorinSouthFL"
    },
    {
      "market": "Miami / South Florida",
      "rank": 41,
      "category_rank": 20,
      "name": "Leah and Alex Sajovits Team",
      "entity_type": "Team",
      "brokerage": "Douglas Elliman",
      "score": 51.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 19900000.0,
      "sales_transactions_public": 27,
      "review_count_public": 187,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/leah-and-alex-sajovits-team/index.html",
      "official_url": "https://www.leahandalexs.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/leah-and-alex-sajovits-team-florida-douglas-elliman/",
      "review_source_url": "https://reviews.birdeye.com/leah-and-alex-sajovits-real-estate-team-170274591985820"
    },
    {
      "market": "Miami / South Florida",
      "rank": 42,
      "category_rank": 21,
      "name": "Ashley Cusack Team",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
      "score": 51.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 113630000.0,
      "sales_transactions_public": 41,
      "review_count_public": 38,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/ashley-cusack-team/index.html",
      "official_url": "https://ashleycusack.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/ashley-cusack-team-florida-berkshire-hathaway-homeservices-ewm-realty/",
      "review_source_url": "https://www.zillow.com/profile/Ashley%20Cusack%20Team"
    },
    {
      "market": "Miami / South Florida",
      "rank": 43,
      "category_rank": 22,
      "name": "Barkin Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 51.1,
      "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": 103270000.0,
      "sales_transactions_public": 67,
      "review_count_public": 47,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/barkin-group/index.html",
      "official_url": "https://www.compass.com/agents/barkin-group/",
      "production_source_url": "https://www.realtrends.com/team-profile/barkin-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/Barkin%20Group"
    },
    {
      "market": "Miami / South Florida",
      "rank": 44,
      "category_rank": 23,
      "name": "Team Terry Story",
      "entity_type": "Team",
      "brokerage": "Keller Williams Realty Services",
      "score": 49.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 28650000.0,
      "sales_transactions_public": 29,
      "review_count_public": 113,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/team-terry-story/index.html",
      "official_url": "https://www.teamterrystory.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/team-terry-story-florida-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/team-terry-story-164836411120483"
    },
    {
      "market": "Miami / South Florida",
      "rank": 45,
      "category_rank": 22,
      "name": "Yaakov Waldman",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 48.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.3,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 9040000.0,
      "sales_transactions_public": 9,
      "review_count_public": 57,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/yaakov-waldman/index.html",
      "official_url": "https://www.compass.com/agents/yaakov-waldman/",
      "production_source_url": "https://www.realtrends.com/agent-profile/yaakov-waldman-florida/",
      "review_source_url": "https://www.zillow.com/profile/Yaakov%20Waldman"
    },
    {
      "market": "Miami / South Florida",
      "rank": 46,
      "category_rank": 24,
      "name": "Nathanson Brothers Real Estate Team",
      "entity_type": "Team",
      "brokerage": "RE/MAX Services",
      "score": 43.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 13670000.0,
      "sales_transactions_public": 29,
      "review_count_public": 78,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/nathanson-brothers-real-estate-team/index.html",
      "official_url": "https://www.remax.com/real-estate-teams/the-nathanson-brothers-real-estate-team-boca-raton-fl/101898703",
      "production_source_url": "https://www.realtrends.com/team-profile/the-nathanson-brothers-real-estate-team-florida-remax-services/",
      "review_source_url": "https://reviews.birdeye.com/boca-raton-best-realtors-the-nathanson-brothers-team-at-re-max-services-156989036753254"
    },
    {
      "market": "Miami / South Florida",
      "rank": 47,
      "category_rank": 25,
      "name": "The Zeuner Team",
      "entity_type": "Team",
      "brokerage": "The Keyes Company",
      "score": 43.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 23160000.0,
      "sales_transactions_public": 50,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-zeuner-team/index.html",
      "official_url": "https://www.thezeunerteam.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-zeuner-team-florida-the-keyes-company/",
      "review_source_url": "https://reviews.birdeye.com/the-zeuner-team-159348002464061"
    },
    {
      "market": "Miami / South Florida",
      "rank": 48,
      "category_rank": 23,
      "name": "Lila Lopez",
      "entity_type": "Individual",
      "brokerage": "RE/MAX 360 Real Estate",
      "score": 43.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.8,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 6610000.0,
      "sales_transactions_public": 15,
      "review_count_public": 40,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/lila-lopez/index.html",
      "official_url": "https://lilalopez.remax.com/agents.php",
      "production_source_url": "https://www.realtrends.com/agent-profile/lila-lopez-florida/",
      "review_source_url": "https://www.zillow.com/profile/llopez9915"
    },
    {
      "market": "Miami / South Florida",
      "rank": 49,
      "category_rank": 24,
      "name": "Karen Leventhal",
      "entity_type": "Individual",
      "brokerage": "The Keyes Company",
      "score": 41.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 2840000.0,
      "sales_transactions_public": 15,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/karen-leventhal/index.html",
      "official_url": "https://hollywood.keyes.com/agents/53602/Karen%2BLeventhal",
      "production_source_url": "https://www.realtrends.com/agent-profile/karen-leventhal-florida/",
      "review_source_url": "https://www.zillow.com/profile/kleventhal"
    },
    {
      "market": "Miami / South Florida",
      "rank": 50,
      "category_rank": 25,
      "name": "Alan Abramson",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "score": 38.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 7620000.0,
      "sales_transactions_public": 14,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/alan-abramson/index.html",
      "official_url": "https://www.compass.com/agents/alan-abramson/",
      "production_source_url": "https://www.realtrends.com/agent-profile/alan-abramson-florida/",
      "review_source_url": "https://www.zillow.com/profile/AlanAbramson"
    }
  ],
  "featured_rankings": [],
  "source_backed_directory": [
    {
      "market": "Miami / South Florida",
      "name": "The Tricoli Team",
      "directory_slug": "the-tricoli-team",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 29.8,
      "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": 176520000.0,
      "sales_transactions_public": 347,
      "review_count_public": 954,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.tricoliteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-tricoli-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-tricoli-team-florida-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/tricoli-team-real-estate-keller-williams-realty-161081755006945",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "176520000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/tricoli-team-real-estate-keller-williams-realty-161081755006945",
          "review_count": 954,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Larry Mastropieri",
      "directory_slug": "larry-mastropieri",
      "entity_type": "Individual",
      "brokerage": "The Mastropieri Group",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 98.2,
      "market_authority_score": 98.2,
      "consumer_authority_score": 98.2,
      "authority_band": "Market dominant",
      "ai_visibility_score": 28.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 104510000.0,
      "sales_transactions_public": 219,
      "review_count_public": 340,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.discoversouthflorida.com/",
      "profile_url": "",
      "directory_profile_url": "directory/larry-mastropieri/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/larry-mastropieri-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/larry-joy-mastropieri-30501/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "104510000",
      "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/larry-joy-mastropieri-30501/",
          "review_count": 340,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Abode Group",
      "directory_slug": "abode-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 92.7,
      "market_authority_score": 92.7,
      "consumer_authority_score": 92.7,
      "authority_band": "Market dominant",
      "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": 159470000.0,
      "sales_transactions_public": 264,
      "review_count_public": 393,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://abodegroupflorida.com/",
      "profile_url": "",
      "directory_profile_url": "directory/abode-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/abode-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/abodegroup",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "159470000",
      "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/abodegroup",
          "review_count": 393,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Brett Colby",
      "directory_slug": "brett-colby",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 88.6,
      "market_authority_score": 88.6,
      "consumer_authority_score": 88.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.7,
      "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": 35510000.0,
      "sales_transactions_public": 66,
      "review_count_public": 164,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.brettcolbygroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/brett-colby/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/brett-colby-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/brett-colby-92745/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "35510000",
      "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/brett-colby-92745/",
          "review_count": 164,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Premier Group",
      "directory_slug": "premier-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 88.2,
      "market_authority_score": 88.2,
      "consumer_authority_score": 88.2,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 41.3,
      "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": 331050000.0,
      "sales_transactions_public": 295,
      "review_count_public": 200,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/premier-group/",
      "profile_url": "",
      "directory_profile_url": "directory/premier-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/premier-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/AlexJPlatt",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "331050000",
      "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/AlexJPlatt",
          "review_count": 200,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Chez Realty",
      "directory_slug": "chez-realty",
      "entity_type": "Team",
      "brokerage": "Chez Realty LLC",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 87.2,
      "market_authority_score": 87.2,
      "consumer_authority_score": 87.2,
      "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": 130640000.0,
      "sales_transactions_public": 195,
      "review_count_public": 351,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://chezre.com/",
      "profile_url": "",
      "directory_profile_url": "directory/chez-realty/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chez-realty-florida-chez-realty-llc/",
      "review_source_url": "https://www.zillow.com/profile/chezrealty",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "130640000",
      "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/chezrealty",
          "review_count": 351,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "The Opes Group",
      "directory_slug": "the-opes-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 86.7,
      "market_authority_score": 86.7,
      "consumer_authority_score": 86.7,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 65.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 15,
      "ai_citation_rate": 0.8667,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 180770000.0,
      "sales_transactions_public": 171,
      "review_count_public": 374,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/the-opes-group/",
      "profile_url": "",
      "directory_profile_url": "directory/the-opes-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-opes-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/The%20Opes%20Group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "180770000",
      "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/The%20Opes%20Group",
          "review_count": 374,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Brian Boles",
      "directory_slug": "brian-boles",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Services",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 86.3,
      "market_authority_score": 86.3,
      "consumer_authority_score": 86.3,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.7,
      "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": 32650000.0,
      "sales_transactions_public": 44,
      "review_count_public": 168,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.remax.com/real-estate-agents/brian-boles-boca-raton-fl/100015048",
      "profile_url": "",
      "directory_profile_url": "directory/brian-boles/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-boles-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/brian-boles-16530/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "32650000",
      "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/brian-boles-16530/",
          "review_count": 168,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Nancy Batchelor Team",
      "directory_slug": "nancy-batchelor-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 85.9,
      "market_authority_score": 85.9,
      "consumer_authority_score": 85.9,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 28.9,
      "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": 172100000.0,
      "sales_transactions_public": 80,
      "review_count_public": 423,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/nancy-batchelor-team/",
      "profile_url": "",
      "directory_profile_url": "directory/nancy-batchelor-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/nancy-batchelor-team-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/NancyBatchelorTeam",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "172100000",
      "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/NancyBatchelorTeam",
          "review_count": 423,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Beverly Shanahan",
      "directory_slug": "beverly-shanahan",
      "entity_type": "Individual",
      "brokerage": "Keller Williams Realty Consultants",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 80.3,
      "market_authority_score": 80.3,
      "consumer_authority_score": 80.3,
      "authority_band": "Elite 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": 25260000.0,
      "sales_transactions_public": 34,
      "review_count_public": 130,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://beverlyshanahan.com/",
      "profile_url": "",
      "directory_profile_url": "directory/beverly-shanahan/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/beverly-shanahan-florida/",
      "review_source_url": "https://www.zillow.com/profile/Beverly%20Shanahan",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25260000",
      "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/Beverly%20Shanahan",
          "review_count": 130,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Allyson Sullivan",
      "directory_slug": "allyson-sullivan",
      "entity_type": "Individual",
      "brokerage": "Lang Realty",
      "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": 27.2,
      "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": 30980000.0,
      "sales_transactions_public": 31,
      "review_count_public": 128,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.langrealty.com/agent/1793090-allyson-sullivan/",
      "profile_url": "",
      "directory_profile_url": "directory/allyson-sullivan/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/allyson-sullivan-florida/",
      "review_source_url": "https://www.ratemyagent.com/real-estate-agent/allyson-sullivan-b0uavo/sales/overview",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "30980000",
      "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": "RateMyAgent",
          "url": "https://www.ratemyagent.com/real-estate-agent/allyson-sullivan-b0uavo/sales/overview",
          "review_count": 128,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Laura Sanders",
      "directory_slug": "laura-sanders",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 78.7,
      "market_authority_score": 78.7,
      "consumer_authority_score": 78.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 46990000.0,
      "sales_transactions_public": 101,
      "review_count_public": 68,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://laurasell.com/",
      "profile_url": "",
      "directory_profile_url": "directory/laura-sanders/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/laura-sanders-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/laura-sanders-16966/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "46990000",
      "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/laura-sanders-16966/",
          "review_count": 68,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Meyer Lucas Team",
      "directory_slug": "meyer-lucas-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 77.9,
      "market_authority_score": 77.9,
      "consumer_authority_score": 77.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.3,
      "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": 116350000.0,
      "sales_transactions_public": 122,
      "review_count_public": 273,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://meyerlucas.com/",
      "profile_url": "",
      "directory_profile_url": "directory/meyer-lucas-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/meyer-lucas-team-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/meyer-lucas-real-estate-team-164839531620762",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "116350000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/meyer-lucas-real-estate-team-164839531620762",
          "review_count": 273,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Steve Gray",
      "directory_slug": "steve-gray",
      "entity_type": "Individual",
      "brokerage": "REMAX Experience",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 77.2,
      "market_authority_score": 77.2,
      "consumer_authority_score": 77.2,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.5,
      "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": 9880000.0,
      "sales_transactions_public": 21,
      "review_count_public": 143,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://sgray1.remax.com/",
      "profile_url": "",
      "directory_profile_url": "directory/steve-gray/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/steve-gray-florida/",
      "review_source_url": "https://www.zillow.com/profile/steve%20gray4",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "9880000",
      "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/steve%20gray4",
          "review_count": 143,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Seth Mittleman",
      "directory_slug": "seth-mittleman",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 75.7,
      "market_authority_score": 75.7,
      "consumer_authority_score": 75.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.5,
      "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": 35990000.0,
      "sales_transactions_public": 43,
      "review_count_public": 66,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.sethmittleman.com/",
      "profile_url": "",
      "directory_profile_url": "directory/seth-mittleman/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/seth-mittleman-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/seth-mittleman-21365/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "35990000",
      "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/seth-mittleman-21365/",
          "review_count": 66,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Joe Lanser",
      "directory_slug": "joe-lanser",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 74.4,
      "market_authority_score": 74.4,
      "consumer_authority_score": 74.4,
      "authority_band": "Strong 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": 15140000.0,
      "sales_transactions_public": 21,
      "review_count_public": 116,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lanserhomesales.com/",
      "profile_url": "",
      "directory_profile_url": "directory/joe-lanser/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/joe-lanser-florida/",
      "review_source_url": "https://www.zillow.com/profile/Joe%20Lanser",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "15140000",
      "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/Joe%20Lanser",
          "review_count": 116,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Riley Smith Group",
      "directory_slug": "riley-smith-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 73.9,
      "market_authority_score": 73.9,
      "consumer_authority_score": 73.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 40.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 2,
      "ai_citation_rate": 0.5,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 293140000.0,
      "sales_transactions_public": 180,
      "review_count_public": 89,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://rileysmithgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/riley-smith-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/riley-smith-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/RileyHSmith",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "293140000",
      "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/RileyHSmith",
          "review_count": 89,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "The Mandel Team",
      "directory_slug": "the-mandel-team",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 73.9,
      "market_authority_score": 73.9,
      "consumer_authority_score": 73.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 113000000.0,
      "sales_transactions_public": 163,
      "review_count_public": 156,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.floridahomefinder.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-mandel-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-mandel-team-florida-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/realtor-andy-mandel-mandel-team-remax-advisors-165240955182965",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "113000000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/realtor-andy-mandel-mandel-team-remax-advisors-165240955182965",
          "review_count": 156,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "The Carroll Group",
      "directory_slug": "the-carroll-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 73.1,
      "market_authority_score": 73.1,
      "consumer_authority_score": 73.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.8,
      "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": 1100000000.0,
      "sales_transactions_public": 248,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/the-chad-carroll-group/",
      "profile_url": "",
      "directory_profile_url": "directory/the-carroll-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-carroll-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/Chad%20Carroll%201Agent",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "1100000000",
      "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/Chad%20Carroll%201Agent",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "David Siddons Group",
      "directory_slug": "david-siddons-group",
      "entity_type": "Team",
      "brokerage": "Douglas Elliman",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 72.7,
      "market_authority_score": 72.7,
      "consumer_authority_score": 72.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 46.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 6,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 363280000.0,
      "sales_transactions_public": 130,
      "review_count_public": 54,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://luxlifemiamiblog.com/",
      "profile_url": "",
      "directory_profile_url": "directory/david-siddons-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/david-siddons-group-florida-douglas-elliman/",
      "review_source_url": "https://www.zillow.com/profile/David%20Siddons%20Group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "363280000",
      "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/David%20Siddons%20Group",
          "review_count": 54,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Eric Levy, Pa",
      "directory_slug": "eric-levy-pa",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 71.3,
      "market_authority_score": 71.3,
      "consumer_authority_score": 71.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 25670000.0,
      "sales_transactions_public": 18,
      "review_count_public": 89,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.coldwellbanker.com/fl/boca-raton/agents/eric-levy-pa/aid-P00200000G2oGvvMfCfYvBoaUtqMYZt2bTYUKMTh",
      "profile_url": "",
      "directory_profile_url": "directory/eric-levy-pa/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/eric-levy-pa-florida/",
      "review_source_url": "https://www.zillow.com/profile/BocaHighland",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25670000",
      "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/BocaHighland",
          "review_count": 89,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Julian Johnston Team",
      "directory_slug": "julian-johnston-team",
      "entity_type": "Team",
      "brokerage": "Corcoran",
      "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": 26.3,
      "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": 327590000.0,
      "sales_transactions_public": 42,
      "review_count_public": 64,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.miawaterfront.com/",
      "profile_url": "",
      "directory_profile_url": "directory/julian-johnston-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/julian-johnston-team-florida-corcoran/",
      "review_source_url": "https://www.zillow.com/profile/julianjohnston",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "327590000",
      "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/julianjohnston",
          "review_count": 64,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Lynne Gewant",
      "directory_slug": "lynne-gewant",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 70.4,
      "market_authority_score": 70.4,
      "consumer_authority_score": 70.4,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 18640000.0,
      "sales_transactions_public": 15,
      "review_count_public": 101,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lynnegewant.com/",
      "profile_url": "",
      "directory_profile_url": "directory/lynne-gewant/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/lynne-gewant-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/lynne-gewant-19638/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "18640000",
      "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/lynne-gewant-19638/",
          "review_count": 101,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Kacie Anderson",
      "directory_slug": "kacie-anderson",
      "entity_type": "Individual",
      "brokerage": "eXp Realty / The Coastal Realm",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 70.1,
      "market_authority_score": 70.1,
      "consumer_authority_score": 70.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.0,
      "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": 43850000.0,
      "sales_transactions_public": 94,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thecoastalrealm.com/",
      "profile_url": "",
      "directory_profile_url": "directory/kacie-anderson/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/kacie-anderson-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/kacie-anderson-70325/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "43850000",
      "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/kacie-anderson-70325/",
          "review_count": 45,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Nicole Bouchard",
      "directory_slug": "nicole-bouchard",
      "entity_type": "Individual",
      "brokerage": "Keller Williams Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 70.1,
      "market_authority_score": 70.1,
      "consumer_authority_score": 70.1,
      "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": 10570000.0,
      "sales_transactions_public": 47,
      "review_count_public": 50,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.nicolesouthflaliving.com/",
      "profile_url": "",
      "directory_profile_url": "directory/nicole-bouchard/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/nicole-bouchard-florida/",
      "review_source_url": "https://www.zillow.com/profile/Nicole%20Bouchard3",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "10570000",
      "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/Nicole%20Bouchard3",
          "review_count": 50,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Abraham Ash",
      "directory_slug": "abraham-ash",
      "entity_type": "Individual",
      "brokerage": "Multivest Realty, INC.",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 69.9,
      "market_authority_score": 69.9,
      "consumer_authority_score": 69.9,
      "authority_band": "Established public proof",
      "ai_visibility_score": 37.9,
      "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": 37780000.0,
      "sales_transactions_public": 13,
      "review_count_public": 47,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.abeashmiami.com/",
      "profile_url": "",
      "directory_profile_url": "directory/abraham-ash/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/abraham-ash-florida/",
      "review_source_url": "https://www.zillow.com/profile/AbeAsh",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "37780000",
      "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/AbeAsh",
          "review_count": 47,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Modern Living Group",
      "directory_slug": "modern-living-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 28.2,
      "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": 62660000.0,
      "sales_transactions_public": 56,
      "review_count_public": 290,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.modernlivingre.com/",
      "profile_url": "",
      "directory_profile_url": "directory/modern-living-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/modern-living-group-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/modern-living-group-164970157186979",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "62660000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/modern-living-group-164970157186979",
          "review_count": 290,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Drew Kern",
      "directory_slug": "drew-kern",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 63.8,
      "market_authority_score": 63.8,
      "consumer_authority_score": 63.8,
      "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": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 88100000.0,
      "sales_transactions_public": 61,
      "review_count_public": 144,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://drewkern.com/",
      "profile_url": "",
      "directory_profile_url": "directory/drew-kern/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/drew-kern-florida-berkshire-hathaway-homeservices-ewm-realty/",
      "review_source_url": "https://www.zillow.com/profile/DrewKern",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "88100000",
      "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/DrewKern",
          "review_count": 144,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Victor Camero",
      "directory_slug": "victor-camero",
      "entity_type": "Individual",
      "brokerage": "LUXE Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 63.0,
      "market_authority_score": 63.0,
      "consumer_authority_score": 63.0,
      "authority_band": "Established public proof",
      "ai_visibility_score": 26.5,
      "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": 14220000.0,
      "sales_transactions_public": 18,
      "review_count_public": 67,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://luxeknows.com/agent/about-victor-camero",
      "profile_url": "",
      "directory_profile_url": "directory/victor-camero/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/victor-camero-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/victor-camero-42032/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "14220000",
      "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/victor-camero-42032/",
          "review_count": 67,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Wolfe Team",
      "directory_slug": "wolfe-team",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.5,
      "market_authority_score": 61.5,
      "consumer_authority_score": 61.5,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 56420000.0,
      "sales_transactions_public": 62,
      "review_count_public": 154,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://wolfeofrealestate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/wolfe-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/wolfe-team-florida-the-real-brokerage-inc/",
      "review_source_url": "https://reviews.birdeye.com/jupiter-real-estate-the-wolfe-team-exp-realty-164970300986567",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "56420000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/jupiter-real-estate-the-wolfe-team-exp-realty-164970300986567",
          "review_count": 154,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Snyder Group",
      "directory_slug": "snyder-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.4,
      "market_authority_score": 61.4,
      "consumer_authority_score": 61.4,
      "authority_band": "Established public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 71420000.0,
      "sales_transactions_public": 79,
      "review_count_public": 79,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.sellwithdylan.com/",
      "profile_url": "",
      "directory_profile_url": "directory/snyder-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/snyder-group-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/the-snyder-group-164999412514970",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "71420000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-snyder-group-164999412514970",
          "review_count": 79,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Marco Terminesi",
      "directory_slug": "marco-terminesi",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 27.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 12330000.0,
      "sales_transactions_public": 13,
      "review_count_public": 96,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://terminesi.com/",
      "profile_url": "",
      "directory_profile_url": "directory/marco-terminesi/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/marco-terminesi-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/marco-terminesi-48676/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "12330000",
      "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/marco-terminesi-48676/",
          "review_count": 96,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Blackbook Properties",
      "directory_slug": "blackbook-properties",
      "entity_type": "Team",
      "brokerage": "Blackbook Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 58.7,
      "market_authority_score": 58.7,
      "consumer_authority_score": 58.7,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.7,
      "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": 60960000.0,
      "sales_transactions_public": 47,
      "review_count_public": 172,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.condoblackbook.com/about",
      "profile_url": "",
      "directory_profile_url": "directory/blackbook-properties/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/blackbook-properties-florida-blackbook-properties/",
      "review_source_url": "https://www.zillow.com/profile/Top%20Agent%20in%20Miami",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "60960000",
      "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/Top%20Agent%20in%20Miami",
          "review_count": 172,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Allison Kaufman",
      "directory_slug": "allison-kaufman",
      "entity_type": "Individual",
      "brokerage": "CENTURY 21 Stein Posner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 58.3,
      "market_authority_score": 58.3,
      "consumer_authority_score": 58.3,
      "authority_band": "Source-backed candidate",
      "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": 16460000.0,
      "sales_transactions_public": 15,
      "review_count_public": 51,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://steinposner.com/directory/agents/allison-kaufman",
      "profile_url": "",
      "directory_profile_url": "directory/allison-kaufman/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/allison-kaufman-florida/",
      "review_source_url": "https://www.realtor.com/realestateagents/5aa8169bbc822000109087f3",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16460000",
      "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": "Realtor.com",
          "url": "https://www.realtor.com/realestateagents/5aa8169bbc822000109087f3",
          "review_count": 51,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Eric Farmelant",
      "directory_slug": "eric-farmelant",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 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": 17510000.0,
      "sales_transactions_public": 17,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/eric-farmelant/",
      "profile_url": "",
      "directory_profile_url": "directory/eric-farmelant/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/eric-farmelant-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/eric-farmelant-119160/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "17510000",
      "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/eric-farmelant-119160/",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Carlos Caicedo",
      "directory_slug": "carlos-caicedo",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 57.6,
      "market_authority_score": 57.6,
      "consumer_authority_score": 57.6,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 8120000.0,
      "sales_transactions_public": 15,
      "review_count_public": 101,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://carlossellsflorida.com/",
      "profile_url": "",
      "directory_profile_url": "directory/carlos-caicedo/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/carlos-caicedo-florida/",
      "review_source_url": "https://www.zillow.com/profile/Carlos%20Caicedo%20PA",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "8120000",
      "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/Carlos%20Caicedo%20PA",
          "review_count": 101,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Alex Bruno Team",
      "directory_slug": "alex-bruno-team",
      "entity_type": "Team",
      "brokerage": "REMAX 5 Star Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 57.5,
      "market_authority_score": 57.5,
      "consumer_authority_score": 57.5,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 54110000.0,
      "sales_transactions_public": 77,
      "review_count_public": 67,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.alexbrunoteam.com/meet-alex/",
      "profile_url": "",
      "directory_profile_url": "directory/alex-bruno-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/alex-bruno-team-florida-remax-5-star-realty/",
      "review_source_url": "https://www.zillow.com/profile/alexbrunoteam",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "54110000",
      "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/alexbrunoteam",
          "review_count": 67,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Smith Formosa Team",
      "directory_slug": "smith-formosa-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 55.9,
      "market_authority_score": 55.9,
      "consumer_authority_score": 55.9,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 69300000.0,
      "sales_transactions_public": 27,
      "review_count_public": 104,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://veryspecialhomes.com/",
      "profile_url": "",
      "directory_profile_url": "directory/smith-formosa-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/smith-formosa-team-florida-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/carole-smith-32339/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "69300000",
      "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/carole-smith-32339/",
          "review_count": 104,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Jonathan Lorber",
      "directory_slug": "jonathan-lorber",
      "entity_type": "Individual",
      "brokerage": "The Keyes Company",
      "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": 26.0,
      "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": 7130000.0,
      "sales_transactions_public": 20,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://jonathanlorber.keyes.com/",
      "profile_url": "",
      "directory_profile_url": "directory/jonathan-lorber/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jonathan-lorber-florida/",
      "review_source_url": "https://www.zillow.com/profile/Jonathan%20Lorber",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "7130000",
      "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/Jonathan%20Lorber",
          "review_count": 45,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Alicia Lammersdorf",
      "directory_slug": "alicia-lammersdorf",
      "entity_type": "Individual",
      "brokerage": "Illustrated Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 54.0,
      "market_authority_score": 54.0,
      "consumer_authority_score": 54.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.5,
      "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": 9910000.0,
      "sales_transactions_public": 12,
      "review_count_public": 65,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.ipre.com/agent-bio/alicialammersdorf",
      "profile_url": "",
      "directory_profile_url": "directory/alicia-lammersdorf/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alicia-lammersdorf-florida/",
      "review_source_url": "https://www.zillow.com/profile/YourRealtorinSouthFL",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "9910000",
      "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/YourRealtorinSouthFL",
          "review_count": 65,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Ashley Cusack Team",
      "directory_slug": "ashley-cusack-team",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 51.9,
      "market_authority_score": 51.9,
      "consumer_authority_score": 51.9,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.8,
      "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": 113630000.0,
      "sales_transactions_public": 41,
      "review_count_public": 38,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://ashleycusack.com/",
      "profile_url": "",
      "directory_profile_url": "directory/ashley-cusack-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/ashley-cusack-team-florida-berkshire-hathaway-homeservices-ewm-realty/",
      "review_source_url": "https://www.zillow.com/profile/Ashley%20Cusack%20Team",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "113630000",
      "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/Ashley%20Cusack%20Team",
          "review_count": 38,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Leah and Alex Sajovits Team",
      "directory_slug": "leah-and-alex-sajovits-team",
      "entity_type": "Team",
      "brokerage": "Douglas Elliman",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 51.9,
      "market_authority_score": 51.9,
      "consumer_authority_score": 51.9,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 19900000.0,
      "sales_transactions_public": 27,
      "review_count_public": 187,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.leahandalexs.com/",
      "profile_url": "",
      "directory_profile_url": "directory/leah-and-alex-sajovits-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/leah-and-alex-sajovits-team-florida-douglas-elliman/",
      "review_source_url": "https://reviews.birdeye.com/leah-and-alex-sajovits-real-estate-team-170274591985820",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "19900000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/leah-and-alex-sajovits-real-estate-team-170274591985820",
          "review_count": 187,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Barkin Group",
      "directory_slug": "barkin-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 51.1,
      "market_authority_score": 51.1,
      "consumer_authority_score": 51.1,
      "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": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 103270000.0,
      "sales_transactions_public": 67,
      "review_count_public": 47,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/barkin-group/",
      "profile_url": "",
      "directory_profile_url": "directory/barkin-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/barkin-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/Barkin%20Group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "103270000",
      "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/Barkin%20Group",
          "review_count": 47,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Team Terry Story",
      "directory_slug": "team-terry-story",
      "entity_type": "Team",
      "brokerage": "Keller Williams Realty Services",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 49.1,
      "market_authority_score": 49.1,
      "consumer_authority_score": 49.1,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 28650000.0,
      "sales_transactions_public": 29,
      "review_count_public": 113,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.teamterrystory.com/",
      "profile_url": "",
      "directory_profile_url": "directory/team-terry-story/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/team-terry-story-florida-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/team-terry-story-164836411120483",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "28650000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/team-terry-story-164836411120483",
          "review_count": 113,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Yaakov Waldman",
      "directory_slug": "yaakov-waldman",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 48.0,
      "market_authority_score": 48.0,
      "consumer_authority_score": 48.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.3,
      "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": 9040000.0,
      "sales_transactions_public": 9,
      "review_count_public": 57,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/yaakov-waldman/",
      "profile_url": "",
      "directory_profile_url": "directory/yaakov-waldman/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/yaakov-waldman-florida/",
      "review_source_url": "https://www.zillow.com/profile/Yaakov%20Waldman",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "9040000",
      "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/Yaakov%20Waldman",
          "review_count": 57,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Nathanson Brothers Real Estate Team",
      "directory_slug": "nathanson-brothers-real-estate-team",
      "entity_type": "Team",
      "brokerage": "RE/MAX Services",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 43.5,
      "market_authority_score": 43.5,
      "consumer_authority_score": 43.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 13670000.0,
      "sales_transactions_public": 29,
      "review_count_public": 78,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.remax.com/real-estate-teams/the-nathanson-brothers-real-estate-team-boca-raton-fl/101898703",
      "profile_url": "",
      "directory_profile_url": "directory/nathanson-brothers-real-estate-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-nathanson-brothers-real-estate-team-florida-remax-services/",
      "review_source_url": "https://reviews.birdeye.com/boca-raton-best-realtors-the-nathanson-brothers-team-at-re-max-services-156989036753254",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "13670000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/boca-raton-best-realtors-the-nathanson-brothers-team-at-re-max-services-156989036753254",
          "review_count": 78,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "The Zeuner Team",
      "directory_slug": "the-zeuner-team",
      "entity_type": "Team",
      "brokerage": "The Keyes Company",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 43.5,
      "market_authority_score": 43.5,
      "consumer_authority_score": 43.5,
      "authority_band": "Production proof captured",
      "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": 23160000.0,
      "sales_transactions_public": 50,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thezeunerteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-zeuner-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-zeuner-team-florida-the-keyes-company/",
      "review_source_url": "https://reviews.birdeye.com/the-zeuner-team-159348002464061",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23160000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-zeuner-team-159348002464061",
          "review_count": 42,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Lila Lopez",
      "directory_slug": "lila-lopez",
      "entity_type": "Individual",
      "brokerage": "RE/MAX 360 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": 25.8,
      "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": 6610000.0,
      "sales_transactions_public": 15,
      "review_count_public": 40,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lilalopez.remax.com/agents.php",
      "profile_url": "",
      "directory_profile_url": "directory/lila-lopez/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/lila-lopez-florida/",
      "review_source_url": "https://www.zillow.com/profile/llopez9915",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "6610000",
      "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/llopez9915",
          "review_count": 40,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Karen Leventhal",
      "directory_slug": "karen-leventhal",
      "entity_type": "Individual",
      "brokerage": "The Keyes Company",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 41.1,
      "market_authority_score": 41.1,
      "consumer_authority_score": 41.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 2840000.0,
      "sales_transactions_public": 15,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://hollywood.keyes.com/agents/53602/Karen%2BLeventhal",
      "profile_url": "",
      "directory_profile_url": "directory/karen-leventhal/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/karen-leventhal-florida/",
      "review_source_url": "https://www.zillow.com/profile/kleventhal",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "2840000",
      "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/kleventhal",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Alan Abramson",
      "directory_slug": "alan-abramson",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 38.9,
      "market_authority_score": 38.9,
      "consumer_authority_score": 38.9,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 7620000.0,
      "sales_transactions_public": 14,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/alan-abramson/",
      "profile_url": "",
      "directory_profile_url": "directory/alan-abramson/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alan-abramson-florida/",
      "review_source_url": "https://www.zillow.com/profile/AlanAbramson",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "7620000",
      "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/AlanAbramson",
          "review_count": 29,
          "average_rating": 5.0
        }
      ]
    }
  ],
  "qualified_directory": [
    {
      "market": "Miami / South Florida",
      "name": "The Tricoli Team",
      "directory_slug": "the-tricoli-team",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 29.8,
      "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": 176520000.0,
      "sales_transactions_public": 347,
      "review_count_public": 954,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.tricoliteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-tricoli-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-tricoli-team-florida-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/tricoli-team-real-estate-keller-williams-realty-161081755006945",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "176520000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/tricoli-team-real-estate-keller-williams-realty-161081755006945",
          "review_count": 954,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Larry Mastropieri",
      "directory_slug": "larry-mastropieri",
      "entity_type": "Individual",
      "brokerage": "The Mastropieri Group",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 98.2,
      "market_authority_score": 98.2,
      "consumer_authority_score": 98.2,
      "authority_band": "Market dominant",
      "ai_visibility_score": 28.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 104510000.0,
      "sales_transactions_public": 219,
      "review_count_public": 340,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.discoversouthflorida.com/",
      "profile_url": "",
      "directory_profile_url": "directory/larry-mastropieri/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/larry-mastropieri-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/larry-joy-mastropieri-30501/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "104510000",
      "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/larry-joy-mastropieri-30501/",
          "review_count": 340,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Abode Group",
      "directory_slug": "abode-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 92.7,
      "market_authority_score": 92.7,
      "consumer_authority_score": 92.7,
      "authority_band": "Market dominant",
      "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": 159470000.0,
      "sales_transactions_public": 264,
      "review_count_public": 393,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://abodegroupflorida.com/",
      "profile_url": "",
      "directory_profile_url": "directory/abode-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/abode-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/abodegroup",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "159470000",
      "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/abodegroup",
          "review_count": 393,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Brett Colby",
      "directory_slug": "brett-colby",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 88.6,
      "market_authority_score": 88.6,
      "consumer_authority_score": 88.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.7,
      "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": 35510000.0,
      "sales_transactions_public": 66,
      "review_count_public": 164,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.brettcolbygroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/brett-colby/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/brett-colby-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/brett-colby-92745/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "35510000",
      "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/brett-colby-92745/",
          "review_count": 164,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Premier Group",
      "directory_slug": "premier-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 88.2,
      "market_authority_score": 88.2,
      "consumer_authority_score": 88.2,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 41.3,
      "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": 331050000.0,
      "sales_transactions_public": 295,
      "review_count_public": 200,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/premier-group/",
      "profile_url": "",
      "directory_profile_url": "directory/premier-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/premier-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/AlexJPlatt",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "331050000",
      "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/AlexJPlatt",
          "review_count": 200,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Chez Realty",
      "directory_slug": "chez-realty",
      "entity_type": "Team",
      "brokerage": "Chez Realty LLC",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 87.2,
      "market_authority_score": 87.2,
      "consumer_authority_score": 87.2,
      "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": 130640000.0,
      "sales_transactions_public": 195,
      "review_count_public": 351,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://chezre.com/",
      "profile_url": "",
      "directory_profile_url": "directory/chez-realty/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/chez-realty-florida-chez-realty-llc/",
      "review_source_url": "https://www.zillow.com/profile/chezrealty",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "130640000",
      "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/chezrealty",
          "review_count": 351,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "The Opes Group",
      "directory_slug": "the-opes-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 86.7,
      "market_authority_score": 86.7,
      "consumer_authority_score": 86.7,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 65.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 15,
      "ai_citation_rate": 0.8667,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 180770000.0,
      "sales_transactions_public": 171,
      "review_count_public": 374,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/the-opes-group/",
      "profile_url": "",
      "directory_profile_url": "directory/the-opes-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-opes-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/The%20Opes%20Group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "180770000",
      "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/The%20Opes%20Group",
          "review_count": 374,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Brian Boles",
      "directory_slug": "brian-boles",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Services",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 86.3,
      "market_authority_score": 86.3,
      "consumer_authority_score": 86.3,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.7,
      "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": 32650000.0,
      "sales_transactions_public": 44,
      "review_count_public": 168,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.remax.com/real-estate-agents/brian-boles-boca-raton-fl/100015048",
      "profile_url": "",
      "directory_profile_url": "directory/brian-boles/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-boles-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/brian-boles-16530/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "32650000",
      "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/brian-boles-16530/",
          "review_count": 168,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Nancy Batchelor Team",
      "directory_slug": "nancy-batchelor-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 85.9,
      "market_authority_score": 85.9,
      "consumer_authority_score": 85.9,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 28.9,
      "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": 172100000.0,
      "sales_transactions_public": 80,
      "review_count_public": 423,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/nancy-batchelor-team/",
      "profile_url": "",
      "directory_profile_url": "directory/nancy-batchelor-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/nancy-batchelor-team-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/NancyBatchelorTeam",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "172100000",
      "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/NancyBatchelorTeam",
          "review_count": 423,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Beverly Shanahan",
      "directory_slug": "beverly-shanahan",
      "entity_type": "Individual",
      "brokerage": "Keller Williams Realty Consultants",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 80.3,
      "market_authority_score": 80.3,
      "consumer_authority_score": 80.3,
      "authority_band": "Elite 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": 25260000.0,
      "sales_transactions_public": 34,
      "review_count_public": 130,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://beverlyshanahan.com/",
      "profile_url": "",
      "directory_profile_url": "directory/beverly-shanahan/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/beverly-shanahan-florida/",
      "review_source_url": "https://www.zillow.com/profile/Beverly%20Shanahan",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25260000",
      "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/Beverly%20Shanahan",
          "review_count": 130,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Allyson Sullivan",
      "directory_slug": "allyson-sullivan",
      "entity_type": "Individual",
      "brokerage": "Lang Realty",
      "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": 27.2,
      "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": 30980000.0,
      "sales_transactions_public": 31,
      "review_count_public": 128,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.langrealty.com/agent/1793090-allyson-sullivan/",
      "profile_url": "",
      "directory_profile_url": "directory/allyson-sullivan/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/allyson-sullivan-florida/",
      "review_source_url": "https://www.ratemyagent.com/real-estate-agent/allyson-sullivan-b0uavo/sales/overview",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "30980000",
      "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": "RateMyAgent",
          "url": "https://www.ratemyagent.com/real-estate-agent/allyson-sullivan-b0uavo/sales/overview",
          "review_count": 128,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Laura Sanders",
      "directory_slug": "laura-sanders",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 78.7,
      "market_authority_score": 78.7,
      "consumer_authority_score": 78.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 46990000.0,
      "sales_transactions_public": 101,
      "review_count_public": 68,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://laurasell.com/",
      "profile_url": "",
      "directory_profile_url": "directory/laura-sanders/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/laura-sanders-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/laura-sanders-16966/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "46990000",
      "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/laura-sanders-16966/",
          "review_count": 68,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Meyer Lucas Team",
      "directory_slug": "meyer-lucas-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 77.9,
      "market_authority_score": 77.9,
      "consumer_authority_score": 77.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.3,
      "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": 116350000.0,
      "sales_transactions_public": 122,
      "review_count_public": 273,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://meyerlucas.com/",
      "profile_url": "",
      "directory_profile_url": "directory/meyer-lucas-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/meyer-lucas-team-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/meyer-lucas-real-estate-team-164839531620762",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "116350000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/meyer-lucas-real-estate-team-164839531620762",
          "review_count": 273,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Steve Gray",
      "directory_slug": "steve-gray",
      "entity_type": "Individual",
      "brokerage": "REMAX Experience",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 77.2,
      "market_authority_score": 77.2,
      "consumer_authority_score": 77.2,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.5,
      "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": 9880000.0,
      "sales_transactions_public": 21,
      "review_count_public": 143,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://sgray1.remax.com/",
      "profile_url": "",
      "directory_profile_url": "directory/steve-gray/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/steve-gray-florida/",
      "review_source_url": "https://www.zillow.com/profile/steve%20gray4",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "9880000",
      "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/steve%20gray4",
          "review_count": 143,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Seth Mittleman",
      "directory_slug": "seth-mittleman",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 75.7,
      "market_authority_score": 75.7,
      "consumer_authority_score": 75.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.5,
      "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": 35990000.0,
      "sales_transactions_public": 43,
      "review_count_public": 66,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.sethmittleman.com/",
      "profile_url": "",
      "directory_profile_url": "directory/seth-mittleman/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/seth-mittleman-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/seth-mittleman-21365/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "35990000",
      "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/seth-mittleman-21365/",
          "review_count": 66,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Joe Lanser",
      "directory_slug": "joe-lanser",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 74.4,
      "market_authority_score": 74.4,
      "consumer_authority_score": 74.4,
      "authority_band": "Strong 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": 15140000.0,
      "sales_transactions_public": 21,
      "review_count_public": 116,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lanserhomesales.com/",
      "profile_url": "",
      "directory_profile_url": "directory/joe-lanser/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/joe-lanser-florida/",
      "review_source_url": "https://www.zillow.com/profile/Joe%20Lanser",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "15140000",
      "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/Joe%20Lanser",
          "review_count": 116,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Riley Smith Group",
      "directory_slug": "riley-smith-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 73.9,
      "market_authority_score": 73.9,
      "consumer_authority_score": 73.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 40.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 2,
      "ai_citation_rate": 0.5,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 293140000.0,
      "sales_transactions_public": 180,
      "review_count_public": 89,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://rileysmithgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/riley-smith-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/riley-smith-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/RileyHSmith",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "293140000",
      "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/RileyHSmith",
          "review_count": 89,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "The Mandel Team",
      "directory_slug": "the-mandel-team",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 73.9,
      "market_authority_score": 73.9,
      "consumer_authority_score": 73.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 113000000.0,
      "sales_transactions_public": 163,
      "review_count_public": 156,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.floridahomefinder.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-mandel-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-mandel-team-florida-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/realtor-andy-mandel-mandel-team-remax-advisors-165240955182965",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "113000000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/realtor-andy-mandel-mandel-team-remax-advisors-165240955182965",
          "review_count": 156,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "The Carroll Group",
      "directory_slug": "the-carroll-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 73.1,
      "market_authority_score": 73.1,
      "consumer_authority_score": 73.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.8,
      "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": 1100000000.0,
      "sales_transactions_public": 248,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/the-chad-carroll-group/",
      "profile_url": "",
      "directory_profile_url": "directory/the-carroll-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-carroll-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/Chad%20Carroll%201Agent",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "1100000000",
      "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/Chad%20Carroll%201Agent",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "David Siddons Group",
      "directory_slug": "david-siddons-group",
      "entity_type": "Team",
      "brokerage": "Douglas Elliman",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "evidence_verified_pending_official_score",
      "display_status": "Source-backed directory",
      "score": 72.7,
      "market_authority_score": 72.7,
      "consumer_authority_score": 72.7,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 46.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 6,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 363280000.0,
      "sales_transactions_public": 130,
      "review_count_public": 54,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://luxlifemiamiblog.com/",
      "profile_url": "",
      "directory_profile_url": "directory/david-siddons-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/david-siddons-group-florida-douglas-elliman/",
      "review_source_url": "https://www.zillow.com/profile/David%20Siddons%20Group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "363280000",
      "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/David%20Siddons%20Group",
          "review_count": 54,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Eric Levy, Pa",
      "directory_slug": "eric-levy-pa",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 71.3,
      "market_authority_score": 71.3,
      "consumer_authority_score": 71.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 25670000.0,
      "sales_transactions_public": 18,
      "review_count_public": 89,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.coldwellbanker.com/fl/boca-raton/agents/eric-levy-pa/aid-P00200000G2oGvvMfCfYvBoaUtqMYZt2bTYUKMTh",
      "profile_url": "",
      "directory_profile_url": "directory/eric-levy-pa/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/eric-levy-pa-florida/",
      "review_source_url": "https://www.zillow.com/profile/BocaHighland",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25670000",
      "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/BocaHighland",
          "review_count": 89,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Julian Johnston Team",
      "directory_slug": "julian-johnston-team",
      "entity_type": "Team",
      "brokerage": "Corcoran",
      "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": 26.3,
      "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": 327590000.0,
      "sales_transactions_public": 42,
      "review_count_public": 64,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.miawaterfront.com/",
      "profile_url": "",
      "directory_profile_url": "directory/julian-johnston-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/julian-johnston-team-florida-corcoran/",
      "review_source_url": "https://www.zillow.com/profile/julianjohnston",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "327590000",
      "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/julianjohnston",
          "review_count": 64,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Lynne Gewant",
      "directory_slug": "lynne-gewant",
      "entity_type": "Individual",
      "brokerage": "Coldwell Banker Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 70.4,
      "market_authority_score": 70.4,
      "consumer_authority_score": 70.4,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 18640000.0,
      "sales_transactions_public": 15,
      "review_count_public": 101,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lynnegewant.com/",
      "profile_url": "",
      "directory_profile_url": "directory/lynne-gewant/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/lynne-gewant-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/lynne-gewant-19638/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "18640000",
      "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/lynne-gewant-19638/",
          "review_count": 101,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Kacie Anderson",
      "directory_slug": "kacie-anderson",
      "entity_type": "Individual",
      "brokerage": "eXp Realty / The Coastal Realm",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 70.1,
      "market_authority_score": 70.1,
      "consumer_authority_score": 70.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.0,
      "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": 43850000.0,
      "sales_transactions_public": 94,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thecoastalrealm.com/",
      "profile_url": "",
      "directory_profile_url": "directory/kacie-anderson/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/kacie-anderson-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/kacie-anderson-70325/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "43850000",
      "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/kacie-anderson-70325/",
          "review_count": 45,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Nicole Bouchard",
      "directory_slug": "nicole-bouchard",
      "entity_type": "Individual",
      "brokerage": "Keller Williams Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 70.1,
      "market_authority_score": 70.1,
      "consumer_authority_score": 70.1,
      "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": 10570000.0,
      "sales_transactions_public": 47,
      "review_count_public": 50,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.nicolesouthflaliving.com/",
      "profile_url": "",
      "directory_profile_url": "directory/nicole-bouchard/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/nicole-bouchard-florida/",
      "review_source_url": "https://www.zillow.com/profile/Nicole%20Bouchard3",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "10570000",
      "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/Nicole%20Bouchard3",
          "review_count": 50,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Abraham Ash",
      "directory_slug": "abraham-ash",
      "entity_type": "Individual",
      "brokerage": "Multivest Realty, INC.",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 69.9,
      "market_authority_score": 69.9,
      "consumer_authority_score": 69.9,
      "authority_band": "Established public proof",
      "ai_visibility_score": 37.9,
      "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": 37780000.0,
      "sales_transactions_public": 13,
      "review_count_public": 47,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.abeashmiami.com/",
      "profile_url": "",
      "directory_profile_url": "directory/abraham-ash/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/abraham-ash-florida/",
      "review_source_url": "https://www.zillow.com/profile/AbeAsh",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "37780000",
      "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/AbeAsh",
          "review_count": 47,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Modern Living Group",
      "directory_slug": "modern-living-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 28.2,
      "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": 62660000.0,
      "sales_transactions_public": 56,
      "review_count_public": 290,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.modernlivingre.com/",
      "profile_url": "",
      "directory_profile_url": "directory/modern-living-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/modern-living-group-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/modern-living-group-164970157186979",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "62660000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/modern-living-group-164970157186979",
          "review_count": 290,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Drew Kern",
      "directory_slug": "drew-kern",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 63.8,
      "market_authority_score": 63.8,
      "consumer_authority_score": 63.8,
      "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": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 88100000.0,
      "sales_transactions_public": 61,
      "review_count_public": 144,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://drewkern.com/",
      "profile_url": "",
      "directory_profile_url": "directory/drew-kern/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/drew-kern-florida-berkshire-hathaway-homeservices-ewm-realty/",
      "review_source_url": "https://www.zillow.com/profile/DrewKern",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "88100000",
      "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/DrewKern",
          "review_count": 144,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Victor Camero",
      "directory_slug": "victor-camero",
      "entity_type": "Individual",
      "brokerage": "LUXE Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 63.0,
      "market_authority_score": 63.0,
      "consumer_authority_score": 63.0,
      "authority_band": "Established public proof",
      "ai_visibility_score": 26.5,
      "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": 14220000.0,
      "sales_transactions_public": 18,
      "review_count_public": 67,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://luxeknows.com/agent/about-victor-camero",
      "profile_url": "",
      "directory_profile_url": "directory/victor-camero/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/victor-camero-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/victor-camero-42032/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "14220000",
      "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/victor-camero-42032/",
          "review_count": 67,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Wolfe Team",
      "directory_slug": "wolfe-team",
      "entity_type": "Team",
      "brokerage": "The Real Brokerage",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.5,
      "market_authority_score": 61.5,
      "consumer_authority_score": 61.5,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 56420000.0,
      "sales_transactions_public": 62,
      "review_count_public": 154,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://wolfeofrealestate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/wolfe-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/wolfe-team-florida-the-real-brokerage-inc/",
      "review_source_url": "https://reviews.birdeye.com/jupiter-real-estate-the-wolfe-team-exp-realty-164970300986567",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "56420000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/jupiter-real-estate-the-wolfe-team-exp-realty-164970300986567",
          "review_count": 154,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Snyder Group",
      "directory_slug": "snyder-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.4,
      "market_authority_score": 61.4,
      "consumer_authority_score": 61.4,
      "authority_band": "Established public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 71420000.0,
      "sales_transactions_public": 79,
      "review_count_public": 79,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.sellwithdylan.com/",
      "profile_url": "",
      "directory_profile_url": "directory/snyder-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/snyder-group-florida-compass/",
      "review_source_url": "https://reviews.birdeye.com/the-snyder-group-164999412514970",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "71420000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-snyder-group-164999412514970",
          "review_count": 79,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Marco Terminesi",
      "directory_slug": "marco-terminesi",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 27.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 12330000.0,
      "sales_transactions_public": 13,
      "review_count_public": 96,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://terminesi.com/",
      "profile_url": "",
      "directory_profile_url": "directory/marco-terminesi/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/marco-terminesi-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/marco-terminesi-48676/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "12330000",
      "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/marco-terminesi-48676/",
          "review_count": 96,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Blackbook Properties",
      "directory_slug": "blackbook-properties",
      "entity_type": "Team",
      "brokerage": "Blackbook Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 58.7,
      "market_authority_score": 58.7,
      "consumer_authority_score": 58.7,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.7,
      "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": 60960000.0,
      "sales_transactions_public": 47,
      "review_count_public": 172,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.condoblackbook.com/about",
      "profile_url": "",
      "directory_profile_url": "directory/blackbook-properties/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/blackbook-properties-florida-blackbook-properties/",
      "review_source_url": "https://www.zillow.com/profile/Top%20Agent%20in%20Miami",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "60960000",
      "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/Top%20Agent%20in%20Miami",
          "review_count": 172,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Allison Kaufman",
      "directory_slug": "allison-kaufman",
      "entity_type": "Individual",
      "brokerage": "CENTURY 21 Stein Posner",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 58.3,
      "market_authority_score": 58.3,
      "consumer_authority_score": 58.3,
      "authority_band": "Source-backed candidate",
      "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": 16460000.0,
      "sales_transactions_public": 15,
      "review_count_public": 51,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://steinposner.com/directory/agents/allison-kaufman",
      "profile_url": "",
      "directory_profile_url": "directory/allison-kaufman/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/allison-kaufman-florida/",
      "review_source_url": "https://www.realtor.com/realestateagents/5aa8169bbc822000109087f3",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16460000",
      "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": "Realtor.com",
          "url": "https://www.realtor.com/realestateagents/5aa8169bbc822000109087f3",
          "review_count": 51,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Eric Farmelant",
      "directory_slug": "eric-farmelant",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 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": 17510000.0,
      "sales_transactions_public": 17,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/eric-farmelant/",
      "profile_url": "",
      "directory_profile_url": "directory/eric-farmelant/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/eric-farmelant-florida/",
      "review_source_url": "https://www.fastexpert.com/agents/eric-farmelant-119160/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "17510000",
      "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/eric-farmelant-119160/",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Carlos Caicedo",
      "directory_slug": "carlos-caicedo",
      "entity_type": "Individual",
      "brokerage": "RE/MAX Direct",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 57.6,
      "market_authority_score": 57.6,
      "consumer_authority_score": 57.6,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.0,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 8120000.0,
      "sales_transactions_public": 15,
      "review_count_public": 101,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://carlossellsflorida.com/",
      "profile_url": "",
      "directory_profile_url": "directory/carlos-caicedo/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/carlos-caicedo-florida/",
      "review_source_url": "https://www.zillow.com/profile/Carlos%20Caicedo%20PA",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "8120000",
      "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/Carlos%20Caicedo%20PA",
          "review_count": 101,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Alex Bruno Team",
      "directory_slug": "alex-bruno-team",
      "entity_type": "Team",
      "brokerage": "REMAX 5 Star Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 57.5,
      "market_authority_score": 57.5,
      "consumer_authority_score": 57.5,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 54110000.0,
      "sales_transactions_public": 77,
      "review_count_public": 67,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.alexbrunoteam.com/meet-alex/",
      "profile_url": "",
      "directory_profile_url": "directory/alex-bruno-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/alex-bruno-team-florida-remax-5-star-realty/",
      "review_source_url": "https://www.zillow.com/profile/alexbrunoteam",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "54110000",
      "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/alexbrunoteam",
          "review_count": 67,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Smith Formosa Team",
      "directory_slug": "smith-formosa-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 55.9,
      "market_authority_score": 55.9,
      "consumer_authority_score": 55.9,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 69300000.0,
      "sales_transactions_public": 27,
      "review_count_public": 104,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://veryspecialhomes.com/",
      "profile_url": "",
      "directory_profile_url": "directory/smith-formosa-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/smith-formosa-team-florida-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/carole-smith-32339/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "69300000",
      "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/carole-smith-32339/",
          "review_count": 104,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Jonathan Lorber",
      "directory_slug": "jonathan-lorber",
      "entity_type": "Individual",
      "brokerage": "The Keyes Company",
      "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": 26.0,
      "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": 7130000.0,
      "sales_transactions_public": 20,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://jonathanlorber.keyes.com/",
      "profile_url": "",
      "directory_profile_url": "directory/jonathan-lorber/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jonathan-lorber-florida/",
      "review_source_url": "https://www.zillow.com/profile/Jonathan%20Lorber",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "7130000",
      "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/Jonathan%20Lorber",
          "review_count": 45,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Alicia Lammersdorf",
      "directory_slug": "alicia-lammersdorf",
      "entity_type": "Individual",
      "brokerage": "Illustrated Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 54.0,
      "market_authority_score": 54.0,
      "consumer_authority_score": 54.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.5,
      "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": 9910000.0,
      "sales_transactions_public": 12,
      "review_count_public": 65,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.ipre.com/agent-bio/alicialammersdorf",
      "profile_url": "",
      "directory_profile_url": "directory/alicia-lammersdorf/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alicia-lammersdorf-florida/",
      "review_source_url": "https://www.zillow.com/profile/YourRealtorinSouthFL",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "9910000",
      "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/YourRealtorinSouthFL",
          "review_count": 65,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Ashley Cusack Team",
      "directory_slug": "ashley-cusack-team",
      "entity_type": "Team",
      "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 51.9,
      "market_authority_score": 51.9,
      "consumer_authority_score": 51.9,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.8,
      "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": 113630000.0,
      "sales_transactions_public": 41,
      "review_count_public": 38,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://ashleycusack.com/",
      "profile_url": "",
      "directory_profile_url": "directory/ashley-cusack-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/ashley-cusack-team-florida-berkshire-hathaway-homeservices-ewm-realty/",
      "review_source_url": "https://www.zillow.com/profile/Ashley%20Cusack%20Team",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "113630000",
      "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/Ashley%20Cusack%20Team",
          "review_count": 38,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Leah and Alex Sajovits Team",
      "directory_slug": "leah-and-alex-sajovits-team",
      "entity_type": "Team",
      "brokerage": "Douglas Elliman",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 51.9,
      "market_authority_score": 51.9,
      "consumer_authority_score": 51.9,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 19900000.0,
      "sales_transactions_public": 27,
      "review_count_public": 187,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.leahandalexs.com/",
      "profile_url": "",
      "directory_profile_url": "directory/leah-and-alex-sajovits-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/leah-and-alex-sajovits-team-florida-douglas-elliman/",
      "review_source_url": "https://reviews.birdeye.com/leah-and-alex-sajovits-real-estate-team-170274591985820",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "19900000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/leah-and-alex-sajovits-real-estate-team-170274591985820",
          "review_count": 187,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Barkin Group",
      "directory_slug": "barkin-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 51.1,
      "market_authority_score": 51.1,
      "consumer_authority_score": 51.1,
      "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": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 103270000.0,
      "sales_transactions_public": 67,
      "review_count_public": 47,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/barkin-group/",
      "profile_url": "",
      "directory_profile_url": "directory/barkin-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/barkin-group-florida-compass/",
      "review_source_url": "https://www.zillow.com/profile/Barkin%20Group",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "103270000",
      "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/Barkin%20Group",
          "review_count": 47,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Team Terry Story",
      "directory_slug": "team-terry-story",
      "entity_type": "Team",
      "brokerage": "Keller Williams Realty Services",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 49.1,
      "market_authority_score": 49.1,
      "consumer_authority_score": 49.1,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 27.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 28650000.0,
      "sales_transactions_public": 29,
      "review_count_public": 113,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.teamterrystory.com/",
      "profile_url": "",
      "directory_profile_url": "directory/team-terry-story/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/team-terry-story-florida-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/team-terry-story-164836411120483",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "28650000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/team-terry-story-164836411120483",
          "review_count": 113,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Yaakov Waldman",
      "directory_slug": "yaakov-waldman",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 48.0,
      "market_authority_score": 48.0,
      "consumer_authority_score": 48.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.3,
      "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": 9040000.0,
      "sales_transactions_public": 9,
      "review_count_public": 57,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/yaakov-waldman/",
      "profile_url": "",
      "directory_profile_url": "directory/yaakov-waldman/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/yaakov-waldman-florida/",
      "review_source_url": "https://www.zillow.com/profile/Yaakov%20Waldman",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "9040000",
      "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/Yaakov%20Waldman",
          "review_count": 57,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Nathanson Brothers Real Estate Team",
      "directory_slug": "nathanson-brothers-real-estate-team",
      "entity_type": "Team",
      "brokerage": "RE/MAX Services",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 43.5,
      "market_authority_score": 43.5,
      "consumer_authority_score": 43.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 13670000.0,
      "sales_transactions_public": 29,
      "review_count_public": 78,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.remax.com/real-estate-teams/the-nathanson-brothers-real-estate-team-boca-raton-fl/101898703",
      "profile_url": "",
      "directory_profile_url": "directory/nathanson-brothers-real-estate-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-nathanson-brothers-real-estate-team-florida-remax-services/",
      "review_source_url": "https://reviews.birdeye.com/boca-raton-best-realtors-the-nathanson-brothers-team-at-re-max-services-156989036753254",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "13670000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/boca-raton-best-realtors-the-nathanson-brothers-team-at-re-max-services-156989036753254",
          "review_count": 78,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "The Zeuner Team",
      "directory_slug": "the-zeuner-team",
      "entity_type": "Team",
      "brokerage": "The Keyes Company",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 43.5,
      "market_authority_score": 43.5,
      "consumer_authority_score": 43.5,
      "authority_band": "Production proof captured",
      "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": 23160000.0,
      "sales_transactions_public": 50,
      "review_count_public": 42,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thezeunerteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-zeuner-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-zeuner-team-florida-the-keyes-company/",
      "review_source_url": "https://reviews.birdeye.com/the-zeuner-team-159348002464061",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume_usd",
      "production_metric_value": "23160000",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4_all21_2026-07-12",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-zeuner-team-159348002464061",
          "review_count": 42,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Lila Lopez",
      "directory_slug": "lila-lopez",
      "entity_type": "Individual",
      "brokerage": "RE/MAX 360 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": 25.8,
      "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": 6610000.0,
      "sales_transactions_public": 15,
      "review_count_public": 40,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lilalopez.remax.com/agents.php",
      "profile_url": "",
      "directory_profile_url": "directory/lila-lopez/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/lila-lopez-florida/",
      "review_source_url": "https://www.zillow.com/profile/llopez9915",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "6610000",
      "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/llopez9915",
          "review_count": 40,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Karen Leventhal",
      "directory_slug": "karen-leventhal",
      "entity_type": "Individual",
      "brokerage": "The Keyes Company",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 41.1,
      "market_authority_score": 41.1,
      "consumer_authority_score": 41.1,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 2840000.0,
      "sales_transactions_public": 15,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://hollywood.keyes.com/agents/53602/Karen%2BLeventhal",
      "profile_url": "",
      "directory_profile_url": "directory/karen-leventhal/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/karen-leventhal-florida/",
      "review_source_url": "https://www.zillow.com/profile/kleventhal",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "2840000",
      "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/kleventhal",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Miami / South Florida",
      "name": "Alan Abramson",
      "directory_slug": "alan-abramson",
      "entity_type": "Individual",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "qualified_directory",
      "display_status": "Source-backed directory",
      "score": 38.9,
      "market_authority_score": 38.9,
      "consumer_authority_score": 38.9,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 7620000.0,
      "sales_transactions_public": 14,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.compass.com/agents/alan-abramson/",
      "profile_url": "",
      "directory_profile_url": "directory/alan-abramson/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/alan-abramson-florida/",
      "review_source_url": "https://www.zillow.com/profile/AlanAbramson",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "7620000",
      "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/AlanAbramson",
          "review_count": 29,
          "average_rating": 5.0
        }
      ]
    }
  ],
  "directory_lens_leaders": {
    "authority": {
      "label": "Consumer Authority",
      "sort_label": "Consumer Authority Score",
      "consumer_question": "Which proof-gated candidates have the strongest supporting public-authority context?",
      "rows": [
        {
          "rank": 1,
          "name": "The Tricoli Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 98.5,
          "authority_band": "Market dominant",
          "ai_visibility_score": 29.8,
          "sales_volume_public": 176520000.0,
          "sales_transactions_public": 347,
          "review_count_public": 954,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-tricoli-team/index.html"
        },
        {
          "rank": 2,
          "name": "Larry Mastropieri",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "The Mastropieri Group",
          "consumer_authority_score": 98.2,
          "authority_band": "Market dominant",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 104510000.0,
          "sales_transactions_public": 219,
          "review_count_public": 340,
          "average_rating_public": 4.9,
          "profile_url": "directory/larry-mastropieri/index.html"
        },
        {
          "rank": 3,
          "name": "Abode Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 92.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 28.8,
          "sales_volume_public": 159470000.0,
          "sales_transactions_public": 264,
          "review_count_public": 393,
          "average_rating_public": 5.0,
          "profile_url": "directory/abode-group/index.html"
        },
        {
          "rank": 4,
          "name": "Brett Colby",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 88.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 35510000.0,
          "sales_transactions_public": 66,
          "review_count_public": 164,
          "average_rating_public": 5.0,
          "profile_url": "directory/brett-colby/index.html"
        },
        {
          "rank": 5,
          "name": "Premier Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 88.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 41.3,
          "sales_volume_public": 331050000.0,
          "sales_transactions_public": 295,
          "review_count_public": 200,
          "average_rating_public": 5.0,
          "profile_url": "directory/premier-group/index.html"
        },
        {
          "rank": 6,
          "name": "Chez Realty",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Chez Realty LLC",
          "consumer_authority_score": 87.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 130640000.0,
          "sales_transactions_public": 195,
          "review_count_public": 351,
          "average_rating_public": 5.0,
          "profile_url": "directory/chez-realty/index.html"
        },
        {
          "rank": 7,
          "name": "The Opes Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 86.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 65.1,
          "sales_volume_public": 180770000.0,
          "sales_transactions_public": 171,
          "review_count_public": 374,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-opes-group/index.html"
        },
        {
          "rank": 8,
          "name": "Brian Boles",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Services",
          "consumer_authority_score": 86.3,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 32650000.0,
          "sales_transactions_public": 44,
          "review_count_public": 168,
          "average_rating_public": 5.0,
          "profile_url": "directory/brian-boles/index.html"
        },
        {
          "rank": 9,
          "name": "Nancy Batchelor Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 85.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.9,
          "sales_volume_public": 172100000.0,
          "sales_transactions_public": 80,
          "review_count_public": 423,
          "average_rating_public": 5.0,
          "profile_url": "directory/nancy-batchelor-team/index.html"
        },
        {
          "rank": 10,
          "name": "Beverly Shanahan",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Keller Williams Realty Consultants",
          "consumer_authority_score": 80.3,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 25260000.0,
          "sales_transactions_public": 34,
          "review_count_public": 130,
          "average_rating_public": 4.9,
          "profile_url": "directory/beverly-shanahan/index.html"
        },
        {
          "rank": 11,
          "name": "Allyson Sullivan",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Lang Realty",
          "consumer_authority_score": 79.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 30980000.0,
          "sales_transactions_public": 31,
          "review_count_public": 128,
          "average_rating_public": 4.9,
          "profile_url": "directory/allyson-sullivan/index.html"
        },
        {
          "rank": 12,
          "name": "Laura Sanders",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 78.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.4,
          "sales_volume_public": 46990000.0,
          "sales_transactions_public": 101,
          "review_count_public": 68,
          "average_rating_public": 4.9,
          "profile_url": "directory/laura-sanders/index.html"
        },
        {
          "rank": 13,
          "name": "Meyer Lucas Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 77.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 116350000.0,
          "sales_transactions_public": 122,
          "review_count_public": 273,
          "average_rating_public": 5.0,
          "profile_url": "directory/meyer-lucas-team/index.html"
        },
        {
          "rank": 14,
          "name": "Steve Gray",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "REMAX Experience",
          "consumer_authority_score": 77.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.5,
          "sales_volume_public": 9880000.0,
          "sales_transactions_public": 21,
          "review_count_public": 143,
          "average_rating_public": 5.0,
          "profile_url": "directory/steve-gray/index.html"
        },
        {
          "rank": 15,
          "name": "Seth Mittleman",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 75.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.5,
          "sales_volume_public": 35990000.0,
          "sales_transactions_public": 43,
          "review_count_public": 66,
          "average_rating_public": 5.0,
          "profile_url": "directory/seth-mittleman/index.html"
        },
        {
          "rank": 16,
          "name": "Joe Lanser",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 74.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 15140000.0,
          "sales_transactions_public": 21,
          "review_count_public": 116,
          "average_rating_public": 5.0,
          "profile_url": "directory/joe-lanser/index.html"
        },
        {
          "rank": 17,
          "name": "Riley Smith Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 73.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 40.1,
          "sales_volume_public": 293140000.0,
          "sales_transactions_public": 180,
          "review_count_public": 89,
          "average_rating_public": 5.0,
          "profile_url": "directory/riley-smith-group/index.html"
        },
        {
          "rank": 18,
          "name": "The Mandel Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 73.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 113000000.0,
          "sales_transactions_public": 163,
          "review_count_public": 156,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-mandel-team/index.html"
        },
        {
          "rank": 19,
          "name": "The Carroll Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 73.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.8,
          "sales_volume_public": 1100000000.0,
          "sales_transactions_public": 248,
          "review_count_public": 48,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-carroll-group/index.html"
        },
        {
          "rank": 20,
          "name": "David Siddons Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Douglas Elliman",
          "consumer_authority_score": 72.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 46.8,
          "sales_volume_public": 363280000.0,
          "sales_transactions_public": 130,
          "review_count_public": 54,
          "average_rating_public": 4.9,
          "profile_url": "directory/david-siddons-group/index.html"
        },
        {
          "rank": 21,
          "name": "Eric Levy, Pa",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Coldwell Banker Realty",
          "consumer_authority_score": 71.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.8,
          "sales_volume_public": 25670000.0,
          "sales_transactions_public": 18,
          "review_count_public": 89,
          "average_rating_public": 5.0,
          "profile_url": "directory/eric-levy-pa/index.html"
        },
        {
          "rank": 22,
          "name": "Julian Johnston Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Corcoran",
          "consumer_authority_score": 70.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.3,
          "sales_volume_public": 327590000.0,
          "sales_transactions_public": 42,
          "review_count_public": 64,
          "average_rating_public": 4.9,
          "profile_url": "directory/julian-johnston-team/index.html"
        },
        {
          "rank": 23,
          "name": "Lynne Gewant",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Coldwell Banker Realty",
          "consumer_authority_score": 70.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.0,
          "sales_volume_public": 18640000.0,
          "sales_transactions_public": 15,
          "review_count_public": 101,
          "average_rating_public": 5.0,
          "profile_url": "directory/lynne-gewant/index.html"
        },
        {
          "rank": 24,
          "name": "Kacie Anderson",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "eXp Realty / The Coastal Realm",
          "consumer_authority_score": 70.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.0,
          "sales_volume_public": 43850000.0,
          "sales_transactions_public": 94,
          "review_count_public": 45,
          "average_rating_public": 5.0,
          "profile_url": "directory/kacie-anderson/index.html"
        },
        {
          "rank": 25,
          "name": "Nicole Bouchard",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Keller Williams Realty",
          "consumer_authority_score": 70.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.1,
          "sales_volume_public": 10570000.0,
          "sales_transactions_public": 47,
          "review_count_public": 50,
          "average_rating_public": 5.0,
          "profile_url": "directory/nicole-bouchard/index.html"
        }
      ]
    },
    "production": {
      "label": "Highest Production",
      "sort_label": "Public sales proof",
      "consumer_question": "Who has the strongest public production footprint?",
      "rows": [
        {
          "rank": 1,
          "name": "The Carroll Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 73.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.8,
          "sales_volume_public": 1100000000.0,
          "sales_transactions_public": 248,
          "review_count_public": 48,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-carroll-group/index.html"
        },
        {
          "rank": 2,
          "name": "David Siddons Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Douglas Elliman",
          "consumer_authority_score": 72.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 46.8,
          "sales_volume_public": 363280000.0,
          "sales_transactions_public": 130,
          "review_count_public": 54,
          "average_rating_public": 4.9,
          "profile_url": "directory/david-siddons-group/index.html"
        },
        {
          "rank": 3,
          "name": "Premier Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 88.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 41.3,
          "sales_volume_public": 331050000.0,
          "sales_transactions_public": 295,
          "review_count_public": 200,
          "average_rating_public": 5.0,
          "profile_url": "directory/premier-group/index.html"
        },
        {
          "rank": 4,
          "name": "Julian Johnston Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Corcoran",
          "consumer_authority_score": 70.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.3,
          "sales_volume_public": 327590000.0,
          "sales_transactions_public": 42,
          "review_count_public": 64,
          "average_rating_public": 4.9,
          "profile_url": "directory/julian-johnston-team/index.html"
        },
        {
          "rank": 5,
          "name": "Riley Smith Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 73.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 40.1,
          "sales_volume_public": 293140000.0,
          "sales_transactions_public": 180,
          "review_count_public": 89,
          "average_rating_public": 5.0,
          "profile_url": "directory/riley-smith-group/index.html"
        },
        {
          "rank": 6,
          "name": "The Opes Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 86.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 65.1,
          "sales_volume_public": 180770000.0,
          "sales_transactions_public": 171,
          "review_count_public": 374,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-opes-group/index.html"
        },
        {
          "rank": 7,
          "name": "The Tricoli Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 98.5,
          "authority_band": "Market dominant",
          "ai_visibility_score": 29.8,
          "sales_volume_public": 176520000.0,
          "sales_transactions_public": 347,
          "review_count_public": 954,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-tricoli-team/index.html"
        },
        {
          "rank": 8,
          "name": "Nancy Batchelor Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 85.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.9,
          "sales_volume_public": 172100000.0,
          "sales_transactions_public": 80,
          "review_count_public": 423,
          "average_rating_public": 5.0,
          "profile_url": "directory/nancy-batchelor-team/index.html"
        },
        {
          "rank": 9,
          "name": "Abode Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 92.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 28.8,
          "sales_volume_public": 159470000.0,
          "sales_transactions_public": 264,
          "review_count_public": 393,
          "average_rating_public": 5.0,
          "profile_url": "directory/abode-group/index.html"
        },
        {
          "rank": 10,
          "name": "Chez Realty",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Chez Realty LLC",
          "consumer_authority_score": 87.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 130640000.0,
          "sales_transactions_public": 195,
          "review_count_public": 351,
          "average_rating_public": 5.0,
          "profile_url": "directory/chez-realty/index.html"
        },
        {
          "rank": 11,
          "name": "Meyer Lucas Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 77.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 116350000.0,
          "sales_transactions_public": 122,
          "review_count_public": 273,
          "average_rating_public": 5.0,
          "profile_url": "directory/meyer-lucas-team/index.html"
        },
        {
          "rank": 12,
          "name": "Ashley Cusack Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
          "consumer_authority_score": 51.9,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 25.8,
          "sales_volume_public": 113630000.0,
          "sales_transactions_public": 41,
          "review_count_public": 38,
          "average_rating_public": 5.0,
          "profile_url": "directory/ashley-cusack-team/index.html"
        },
        {
          "rank": 13,
          "name": "The Mandel Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 73.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 113000000.0,
          "sales_transactions_public": 163,
          "review_count_public": 156,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-mandel-team/index.html"
        },
        {
          "rank": 14,
          "name": "Larry Mastropieri",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "The Mastropieri Group",
          "consumer_authority_score": 98.2,
          "authority_band": "Market dominant",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 104510000.0,
          "sales_transactions_public": 219,
          "review_count_public": 340,
          "average_rating_public": 4.9,
          "profile_url": "directory/larry-mastropieri/index.html"
        },
        {
          "rank": 15,
          "name": "Barkin Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 51.1,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 26.0,
          "sales_volume_public": 103270000.0,
          "sales_transactions_public": 67,
          "review_count_public": 47,
          "average_rating_public": 5.0,
          "profile_url": "directory/barkin-group/index.html"
        },
        {
          "rank": 16,
          "name": "Drew Kern",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
          "consumer_authority_score": 63.8,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.5,
          "sales_volume_public": 88100000.0,
          "sales_transactions_public": 61,
          "review_count_public": 144,
          "average_rating_public": 5.0,
          "profile_url": "directory/drew-kern/index.html"
        },
        {
          "rank": 17,
          "name": "Snyder Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 61.4,
          "authority_band": "Established public proof",
          "ai_visibility_score": 26.6,
          "sales_volume_public": 71420000.0,
          "sales_transactions_public": 79,
          "review_count_public": 79,
          "average_rating_public": 4.9,
          "profile_url": "directory/snyder-group/index.html"
        },
        {
          "rank": 18,
          "name": "Smith Formosa Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 55.9,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.1,
          "sales_volume_public": 69300000.0,
          "sales_transactions_public": 27,
          "review_count_public": 104,
          "average_rating_public": 5.0,
          "profile_url": "directory/smith-formosa-team/index.html"
        },
        {
          "rank": 19,
          "name": "Modern Living Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 65.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 28.2,
          "sales_volume_public": 62660000.0,
          "sales_transactions_public": 56,
          "review_count_public": 290,
          "average_rating_public": 4.9,
          "profile_url": "directory/modern-living-group/index.html"
        },
        {
          "rank": 20,
          "name": "Blackbook Properties",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Blackbook Properties",
          "consumer_authority_score": 58.7,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 60960000.0,
          "sales_transactions_public": 47,
          "review_count_public": 172,
          "average_rating_public": 5.0,
          "profile_url": "directory/blackbook-properties/index.html"
        },
        {
          "rank": 21,
          "name": "Wolfe Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "The Real Brokerage",
          "consumer_authority_score": 61.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 56420000.0,
          "sales_transactions_public": 62,
          "review_count_public": 154,
          "average_rating_public": 4.9,
          "profile_url": "directory/wolfe-team/index.html"
        },
        {
          "rank": 22,
          "name": "Alex Bruno Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "REMAX 5 Star Realty",
          "consumer_authority_score": 57.5,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 26.4,
          "sales_volume_public": 54110000.0,
          "sales_transactions_public": 77,
          "review_count_public": 67,
          "average_rating_public": 4.9,
          "profile_url": "directory/alex-bruno-team/index.html"
        },
        {
          "rank": 23,
          "name": "Laura Sanders",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 78.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.4,
          "sales_volume_public": 46990000.0,
          "sales_transactions_public": 101,
          "review_count_public": 68,
          "average_rating_public": 4.9,
          "profile_url": "directory/laura-sanders/index.html"
        },
        {
          "rank": 24,
          "name": "Kacie Anderson",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "eXp Realty / The Coastal Realm",
          "consumer_authority_score": 70.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.0,
          "sales_volume_public": 43850000.0,
          "sales_transactions_public": 94,
          "review_count_public": 45,
          "average_rating_public": 5.0,
          "profile_url": "directory/kacie-anderson/index.html"
        },
        {
          "rank": 25,
          "name": "Abraham Ash",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Multivest Realty, INC.",
          "consumer_authority_score": 69.9,
          "authority_band": "Established public proof",
          "ai_visibility_score": 37.9,
          "sales_volume_public": 37780000.0,
          "sales_transactions_public": 13,
          "review_count_public": 47,
          "average_rating_public": 5.0,
          "profile_url": "directory/abraham-ash/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": "The Tricoli Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 98.5,
          "authority_band": "Market dominant",
          "ai_visibility_score": 29.8,
          "sales_volume_public": 176520000.0,
          "sales_transactions_public": 347,
          "review_count_public": 954,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-tricoli-team/index.html"
        },
        {
          "rank": 2,
          "name": "Nancy Batchelor Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 85.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.9,
          "sales_volume_public": 172100000.0,
          "sales_transactions_public": 80,
          "review_count_public": 423,
          "average_rating_public": 5.0,
          "profile_url": "directory/nancy-batchelor-team/index.html"
        },
        {
          "rank": 3,
          "name": "Abode Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 92.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 28.8,
          "sales_volume_public": 159470000.0,
          "sales_transactions_public": 264,
          "review_count_public": 393,
          "average_rating_public": 5.0,
          "profile_url": "directory/abode-group/index.html"
        },
        {
          "rank": 4,
          "name": "The Opes Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 86.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 65.1,
          "sales_volume_public": 180770000.0,
          "sales_transactions_public": 171,
          "review_count_public": 374,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-opes-group/index.html"
        },
        {
          "rank": 5,
          "name": "Chez Realty",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Chez Realty LLC",
          "consumer_authority_score": 87.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 130640000.0,
          "sales_transactions_public": 195,
          "review_count_public": 351,
          "average_rating_public": 5.0,
          "profile_url": "directory/chez-realty/index.html"
        },
        {
          "rank": 6,
          "name": "Larry Mastropieri",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "The Mastropieri Group",
          "consumer_authority_score": 98.2,
          "authority_band": "Market dominant",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 104510000.0,
          "sales_transactions_public": 219,
          "review_count_public": 340,
          "average_rating_public": 4.9,
          "profile_url": "directory/larry-mastropieri/index.html"
        },
        {
          "rank": 7,
          "name": "Modern Living Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 65.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 28.2,
          "sales_volume_public": 62660000.0,
          "sales_transactions_public": 56,
          "review_count_public": 290,
          "average_rating_public": 4.9,
          "profile_url": "directory/modern-living-group/index.html"
        },
        {
          "rank": 8,
          "name": "Meyer Lucas Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 77.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 116350000.0,
          "sales_transactions_public": 122,
          "review_count_public": 273,
          "average_rating_public": 5.0,
          "profile_url": "directory/meyer-lucas-team/index.html"
        },
        {
          "rank": 9,
          "name": "Premier Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 88.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 41.3,
          "sales_volume_public": 331050000.0,
          "sales_transactions_public": 295,
          "review_count_public": 200,
          "average_rating_public": 5.0,
          "profile_url": "directory/premier-group/index.html"
        },
        {
          "rank": 10,
          "name": "Leah and Alex Sajovits Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Douglas Elliman",
          "consumer_authority_score": 51.9,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.8,
          "sales_volume_public": 19900000.0,
          "sales_transactions_public": 27,
          "review_count_public": 187,
          "average_rating_public": 5.0,
          "profile_url": "directory/leah-and-alex-sajovits-team/index.html"
        },
        {
          "rank": 11,
          "name": "Blackbook Properties",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Blackbook Properties",
          "consumer_authority_score": 58.7,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 60960000.0,
          "sales_transactions_public": 47,
          "review_count_public": 172,
          "average_rating_public": 5.0,
          "profile_url": "directory/blackbook-properties/index.html"
        },
        {
          "rank": 12,
          "name": "Brian Boles",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Services",
          "consumer_authority_score": 86.3,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 32650000.0,
          "sales_transactions_public": 44,
          "review_count_public": 168,
          "average_rating_public": 5.0,
          "profile_url": "directory/brian-boles/index.html"
        },
        {
          "rank": 13,
          "name": "Brett Colby",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 88.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 35510000.0,
          "sales_transactions_public": 66,
          "review_count_public": 164,
          "average_rating_public": 5.0,
          "profile_url": "directory/brett-colby/index.html"
        },
        {
          "rank": 14,
          "name": "The Mandel Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 73.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 113000000.0,
          "sales_transactions_public": 163,
          "review_count_public": 156,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-mandel-team/index.html"
        },
        {
          "rank": 15,
          "name": "Wolfe Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "The Real Brokerage",
          "consumer_authority_score": 61.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 56420000.0,
          "sales_transactions_public": 62,
          "review_count_public": 154,
          "average_rating_public": 4.9,
          "profile_url": "directory/wolfe-team/index.html"
        },
        {
          "rank": 16,
          "name": "Drew Kern",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
          "consumer_authority_score": 63.8,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.5,
          "sales_volume_public": 88100000.0,
          "sales_transactions_public": 61,
          "review_count_public": 144,
          "average_rating_public": 5.0,
          "profile_url": "directory/drew-kern/index.html"
        },
        {
          "rank": 17,
          "name": "Steve Gray",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "REMAX Experience",
          "consumer_authority_score": 77.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.5,
          "sales_volume_public": 9880000.0,
          "sales_transactions_public": 21,
          "review_count_public": 143,
          "average_rating_public": 5.0,
          "profile_url": "directory/steve-gray/index.html"
        },
        {
          "rank": 18,
          "name": "Beverly Shanahan",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Keller Williams Realty Consultants",
          "consumer_authority_score": 80.3,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 25260000.0,
          "sales_transactions_public": 34,
          "review_count_public": 130,
          "average_rating_public": 4.9,
          "profile_url": "directory/beverly-shanahan/index.html"
        },
        {
          "rank": 19,
          "name": "Allyson Sullivan",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Lang Realty",
          "consumer_authority_score": 79.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 30980000.0,
          "sales_transactions_public": 31,
          "review_count_public": 128,
          "average_rating_public": 4.9,
          "profile_url": "directory/allyson-sullivan/index.html"
        },
        {
          "rank": 20,
          "name": "Joe Lanser",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 74.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 15140000.0,
          "sales_transactions_public": 21,
          "review_count_public": 116,
          "average_rating_public": 5.0,
          "profile_url": "directory/joe-lanser/index.html"
        },
        {
          "rank": 21,
          "name": "Team Terry Story",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Keller Williams Realty Services",
          "consumer_authority_score": 49.1,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 28650000.0,
          "sales_transactions_public": 29,
          "review_count_public": 113,
          "average_rating_public": 5.0,
          "profile_url": "directory/team-terry-story/index.html"
        },
        {
          "rank": 22,
          "name": "Smith Formosa Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 55.9,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.1,
          "sales_volume_public": 69300000.0,
          "sales_transactions_public": 27,
          "review_count_public": 104,
          "average_rating_public": 5.0,
          "profile_url": "directory/smith-formosa-team/index.html"
        },
        {
          "rank": 23,
          "name": "Lynne Gewant",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Coldwell Banker Realty",
          "consumer_authority_score": 70.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.0,
          "sales_volume_public": 18640000.0,
          "sales_transactions_public": 15,
          "review_count_public": 101,
          "average_rating_public": 5.0,
          "profile_url": "directory/lynne-gewant/index.html"
        },
        {
          "rank": 24,
          "name": "Carlos Caicedo",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 57.6,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.0,
          "sales_volume_public": 8120000.0,
          "sales_transactions_public": 15,
          "review_count_public": 101,
          "average_rating_public": 5.0,
          "profile_url": "directory/carlos-caicedo/index.html"
        },
        {
          "rank": 25,
          "name": "Marco Terminesi",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Properties",
          "consumer_authority_score": 61.0,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.0,
          "sales_volume_public": 12330000.0,
          "sales_transactions_public": 13,
          "review_count_public": 96,
          "average_rating_public": 5.0,
          "profile_url": "directory/marco-terminesi/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": "The Opes Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 86.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 65.1,
          "sales_volume_public": 180770000.0,
          "sales_transactions_public": 171,
          "review_count_public": 374,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-opes-group/index.html"
        },
        {
          "rank": 2,
          "name": "David Siddons Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Douglas Elliman",
          "consumer_authority_score": 72.7,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 46.8,
          "sales_volume_public": 363280000.0,
          "sales_transactions_public": 130,
          "review_count_public": 54,
          "average_rating_public": 4.9,
          "profile_url": "directory/david-siddons-group/index.html"
        },
        {
          "rank": 3,
          "name": "The Carroll Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 73.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.8,
          "sales_volume_public": 1100000000.0,
          "sales_transactions_public": 248,
          "review_count_public": 48,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-carroll-group/index.html"
        },
        {
          "rank": 4,
          "name": "Premier Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 88.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 41.3,
          "sales_volume_public": 331050000.0,
          "sales_transactions_public": 295,
          "review_count_public": 200,
          "average_rating_public": 5.0,
          "profile_url": "directory/premier-group/index.html"
        },
        {
          "rank": 5,
          "name": "Riley Smith Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 73.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 40.1,
          "sales_volume_public": 293140000.0,
          "sales_transactions_public": 180,
          "review_count_public": 89,
          "average_rating_public": 5.0,
          "profile_url": "directory/riley-smith-group/index.html"
        },
        {
          "rank": 6,
          "name": "Abraham Ash",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Multivest Realty, INC.",
          "consumer_authority_score": 69.9,
          "authority_band": "Established public proof",
          "ai_visibility_score": 37.9,
          "sales_volume_public": 37780000.0,
          "sales_transactions_public": 13,
          "review_count_public": 47,
          "average_rating_public": 5.0,
          "profile_url": "directory/abraham-ash/index.html"
        },
        {
          "rank": 7,
          "name": "The Tricoli Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 98.5,
          "authority_band": "Market dominant",
          "ai_visibility_score": 29.8,
          "sales_volume_public": 176520000.0,
          "sales_transactions_public": 347,
          "review_count_public": 954,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-tricoli-team/index.html"
        },
        {
          "rank": 8,
          "name": "Nancy Batchelor Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 85.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.9,
          "sales_volume_public": 172100000.0,
          "sales_transactions_public": 80,
          "review_count_public": 423,
          "average_rating_public": 5.0,
          "profile_url": "directory/nancy-batchelor-team/index.html"
        },
        {
          "rank": 9,
          "name": "Abode Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 92.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 28.8,
          "sales_volume_public": 159470000.0,
          "sales_transactions_public": 264,
          "review_count_public": 393,
          "average_rating_public": 5.0,
          "profile_url": "directory/abode-group/index.html"
        },
        {
          "rank": 10,
          "name": "Chez Realty",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Chez Realty LLC",
          "consumer_authority_score": 87.2,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 28.6,
          "sales_volume_public": 130640000.0,
          "sales_transactions_public": 195,
          "review_count_public": 351,
          "average_rating_public": 5.0,
          "profile_url": "directory/chez-realty/index.html"
        },
        {
          "rank": 11,
          "name": "Larry Mastropieri",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "The Mastropieri Group",
          "consumer_authority_score": 98.2,
          "authority_band": "Market dominant",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 104510000.0,
          "sales_transactions_public": 219,
          "review_count_public": 340,
          "average_rating_public": 4.9,
          "profile_url": "directory/larry-mastropieri/index.html"
        },
        {
          "rank": 12,
          "name": "Meyer Lucas Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 77.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 116350000.0,
          "sales_transactions_public": 122,
          "review_count_public": 273,
          "average_rating_public": 5.0,
          "profile_url": "directory/meyer-lucas-team/index.html"
        },
        {
          "rank": 13,
          "name": "Modern Living Group",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 65.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 28.2,
          "sales_volume_public": 62660000.0,
          "sales_transactions_public": 56,
          "review_count_public": 290,
          "average_rating_public": 4.9,
          "profile_url": "directory/modern-living-group/index.html"
        },
        {
          "rank": 14,
          "name": "Leah and Alex Sajovits Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Douglas Elliman",
          "consumer_authority_score": 51.9,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.8,
          "sales_volume_public": 19900000.0,
          "sales_transactions_public": 27,
          "review_count_public": 187,
          "average_rating_public": 5.0,
          "profile_url": "directory/leah-and-alex-sajovits-team/index.html"
        },
        {
          "rank": 15,
          "name": "Brett Colby",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 88.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 35510000.0,
          "sales_transactions_public": 66,
          "review_count_public": 164,
          "average_rating_public": 5.0,
          "profile_url": "directory/brett-colby/index.html"
        },
        {
          "rank": 16,
          "name": "Brian Boles",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Services",
          "consumer_authority_score": 86.3,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 32650000.0,
          "sales_transactions_public": 44,
          "review_count_public": 168,
          "average_rating_public": 5.0,
          "profile_url": "directory/brian-boles/index.html"
        },
        {
          "rank": 17,
          "name": "Blackbook Properties",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Blackbook Properties",
          "consumer_authority_score": 58.7,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.7,
          "sales_volume_public": 60960000.0,
          "sales_transactions_public": 47,
          "review_count_public": 172,
          "average_rating_public": 5.0,
          "profile_url": "directory/blackbook-properties/index.html"
        },
        {
          "rank": 18,
          "name": "Steve Gray",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "REMAX Experience",
          "consumer_authority_score": 77.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.5,
          "sales_volume_public": 9880000.0,
          "sales_transactions_public": 21,
          "review_count_public": 143,
          "average_rating_public": 5.0,
          "profile_url": "directory/steve-gray/index.html"
        },
        {
          "rank": 19,
          "name": "Drew Kern",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
          "consumer_authority_score": 63.8,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.5,
          "sales_volume_public": 88100000.0,
          "sales_transactions_public": 61,
          "review_count_public": 144,
          "average_rating_public": 5.0,
          "profile_url": "directory/drew-kern/index.html"
        },
        {
          "rank": 20,
          "name": "The Mandel Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 73.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 113000000.0,
          "sales_transactions_public": 163,
          "review_count_public": 156,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-mandel-team/index.html"
        },
        {
          "rank": 21,
          "name": "Wolfe Team",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "The Real Brokerage",
          "consumer_authority_score": 61.5,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 56420000.0,
          "sales_transactions_public": 62,
          "review_count_public": 154,
          "average_rating_public": 4.9,
          "profile_url": "directory/wolfe-team/index.html"
        },
        {
          "rank": 22,
          "name": "Beverly Shanahan",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Keller Williams Realty Consultants",
          "consumer_authority_score": 80.3,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 25260000.0,
          "sales_transactions_public": 34,
          "review_count_public": 130,
          "average_rating_public": 4.9,
          "profile_url": "directory/beverly-shanahan/index.html"
        },
        {
          "rank": 23,
          "name": "Allyson Sullivan",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "Lang Realty",
          "consumer_authority_score": 79.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 30980000.0,
          "sales_transactions_public": 31,
          "review_count_public": 128,
          "average_rating_public": 4.9,
          "profile_url": "directory/allyson-sullivan/index.html"
        },
        {
          "rank": 24,
          "name": "Joe Lanser",
          "market": "Miami / South Florida",
          "entity_type": "Individual",
          "brokerage": "RE/MAX Direct",
          "consumer_authority_score": 74.4,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 15140000.0,
          "sales_transactions_public": 21,
          "review_count_public": 116,
          "average_rating_public": 5.0,
          "profile_url": "directory/joe-lanser/index.html"
        },
        {
          "rank": 25,
          "name": "Team Terry Story",
          "market": "Miami / South Florida",
          "entity_type": "Team",
          "brokerage": "Keller Williams Realty Services",
          "consumer_authority_score": 49.1,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 28650000.0,
          "sales_transactions_public": 29,
          "review_count_public": 113,
          "average_rating_public": 5.0,
          "profile_url": "directory/team-terry-story/index.html"
        }
      ]
    }
  },
  "category_rankings": {
    "teams": [
      {
        "rank": 1,
        "name": "The Opes Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 86.7,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 65.1,
        "ai_visibility_evidence": "32 checks / 15 mentions",
        "sales_volume_public": 180770000.0,
        "sales_transactions_public": 171,
        "review_count_public": 374,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-opes-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "David Siddons Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Douglas Elliman",
        "consumer_authority_score": 72.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 46.8,
        "ai_visibility_evidence": "32 checks / 6 mentions",
        "sales_volume_public": 363280000.0,
        "sales_transactions_public": 130,
        "review_count_public": 54,
        "average_rating_public": 4.9,
        "profile_url": "directory/david-siddons-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "The Carroll Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 73.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 42.8,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 1100000000.0,
        "sales_transactions_public": 248,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-carroll-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Premier Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 88.2,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 41.3,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 331050000.0,
        "sales_transactions_public": 295,
        "review_count_public": 200,
        "average_rating_public": 5.0,
        "profile_url": "directory/premier-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Riley Smith Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 73.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 40.1,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 293140000.0,
        "sales_transactions_public": 180,
        "review_count_public": 89,
        "average_rating_public": 5.0,
        "profile_url": "directory/riley-smith-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "The Tricoli Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 98.5,
        "authority_band": "Market dominant",
        "ai_visibility_score": 29.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 176520000.0,
        "sales_transactions_public": 347,
        "review_count_public": 954,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-tricoli-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Nancy Batchelor Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 85.9,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 28.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 172100000.0,
        "sales_transactions_public": 80,
        "review_count_public": 423,
        "average_rating_public": 5.0,
        "profile_url": "directory/nancy-batchelor-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "Abode Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 92.7,
        "authority_band": "Market dominant",
        "ai_visibility_score": 28.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 159470000.0,
        "sales_transactions_public": 264,
        "review_count_public": 393,
        "average_rating_public": 5.0,
        "profile_url": "directory/abode-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Chez Realty",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Chez Realty LLC",
        "consumer_authority_score": 87.2,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 28.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 130640000.0,
        "sales_transactions_public": 195,
        "review_count_public": 351,
        "average_rating_public": 5.0,
        "profile_url": "directory/chez-realty/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Meyer Lucas Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 77.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 116350000.0,
        "sales_transactions_public": 122,
        "review_count_public": 273,
        "average_rating_public": 5.0,
        "profile_url": "directory/meyer-lucas-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Modern Living Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 65.5,
        "authority_band": "Established public proof",
        "ai_visibility_score": 28.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 62660000.0,
        "sales_transactions_public": 56,
        "review_count_public": 290,
        "average_rating_public": 4.9,
        "profile_url": "directory/modern-living-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Leah and Alex Sajovits Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Douglas Elliman",
        "consumer_authority_score": 51.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19900000.0,
        "sales_transactions_public": 27,
        "review_count_public": 187,
        "average_rating_public": 5.0,
        "profile_url": "directory/leah-and-alex-sajovits-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Blackbook Properties",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Blackbook Properties",
        "consumer_authority_score": 58.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.7,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 60960000.0,
        "sales_transactions_public": 47,
        "review_count_public": 172,
        "average_rating_public": 5.0,
        "profile_url": "directory/blackbook-properties/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Drew Kern",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
        "consumer_authority_score": 63.8,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 88100000.0,
        "sales_transactions_public": 61,
        "review_count_public": 144,
        "average_rating_public": 5.0,
        "profile_url": "directory/drew-kern/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "The Mandel Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 73.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 113000000.0,
        "sales_transactions_public": 163,
        "review_count_public": 156,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-mandel-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Wolfe Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "The Real Brokerage",
        "consumer_authority_score": 61.5,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 56420000.0,
        "sales_transactions_public": 62,
        "review_count_public": 154,
        "average_rating_public": 4.9,
        "profile_url": "directory/wolfe-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Team Terry Story",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Keller Williams Realty Services",
        "consumer_authority_score": 49.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 28650000.0,
        "sales_transactions_public": 29,
        "review_count_public": 113,
        "average_rating_public": 5.0,
        "profile_url": "directory/team-terry-story/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Smith Formosa Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 55.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 69300000.0,
        "sales_transactions_public": 27,
        "review_count_public": 104,
        "average_rating_public": 5.0,
        "profile_url": "directory/smith-formosa-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Snyder Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 61.4,
        "authority_band": "Established public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 71420000.0,
        "sales_transactions_public": 79,
        "review_count_public": 79,
        "average_rating_public": 4.9,
        "profile_url": "directory/snyder-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Nathanson Brothers Real Estate Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "RE/MAX Services",
        "consumer_authority_score": 43.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 13670000.0,
        "sales_transactions_public": 29,
        "review_count_public": 78,
        "average_rating_public": 4.9,
        "profile_url": "directory/nathanson-brothers-real-estate-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Alex Bruno Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "REMAX 5 Star Realty",
        "consumer_authority_score": 57.5,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 54110000.0,
        "sales_transactions_public": 77,
        "review_count_public": 67,
        "average_rating_public": 4.9,
        "profile_url": "directory/alex-bruno-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Julian Johnston Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Corcoran",
        "consumer_authority_score": 70.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 327590000.0,
        "sales_transactions_public": 42,
        "review_count_public": 64,
        "average_rating_public": 4.9,
        "profile_url": "directory/julian-johnston-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Barkin Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 51.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 103270000.0,
        "sales_transactions_public": 67,
        "review_count_public": 47,
        "average_rating_public": 5.0,
        "profile_url": "directory/barkin-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "The Zeuner Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "The Keyes Company",
        "consumer_authority_score": 43.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23160000.0,
        "sales_transactions_public": 50,
        "review_count_public": 42,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-zeuner-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Ashley Cusack Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
        "consumer_authority_score": 51.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 113630000.0,
        "sales_transactions_public": 41,
        "review_count_public": 38,
        "average_rating_public": 5.0,
        "profile_url": "directory/ashley-cusack-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      }
    ],
    "individuals": [
      {
        "rank": 1,
        "name": "Abraham Ash",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Multivest Realty, INC.",
        "consumer_authority_score": 69.9,
        "authority_band": "Established public proof",
        "ai_visibility_score": 37.9,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 37780000.0,
        "sales_transactions_public": 13,
        "review_count_public": 47,
        "average_rating_public": 5.0,
        "profile_url": "directory/abraham-ash/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "Larry Mastropieri",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "The Mastropieri Group",
        "consumer_authority_score": 98.2,
        "authority_band": "Market dominant",
        "ai_visibility_score": 28.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 104510000.0,
        "sales_transactions_public": 219,
        "review_count_public": 340,
        "average_rating_public": 4.9,
        "profile_url": "directory/larry-mastropieri/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Brett Colby",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 88.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.7,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 35510000.0,
        "sales_transactions_public": 66,
        "review_count_public": 164,
        "average_rating_public": 5.0,
        "profile_url": "directory/brett-colby/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Brian Boles",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Services",
        "consumer_authority_score": 86.3,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.7,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 32650000.0,
        "sales_transactions_public": 44,
        "review_count_public": 168,
        "average_rating_public": 5.0,
        "profile_url": "directory/brian-boles/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Steve Gray",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "REMAX Experience",
        "consumer_authority_score": 77.2,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9880000.0,
        "sales_transactions_public": 21,
        "review_count_public": 143,
        "average_rating_public": 5.0,
        "profile_url": "directory/steve-gray/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "Beverly Shanahan",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Keller Williams Realty Consultants",
        "consumer_authority_score": 80.3,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25260000.0,
        "sales_transactions_public": 34,
        "review_count_public": 130,
        "average_rating_public": 4.9,
        "profile_url": "directory/beverly-shanahan/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Allyson Sullivan",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Lang Realty",
        "consumer_authority_score": 79.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 30980000.0,
        "sales_transactions_public": 31,
        "review_count_public": 128,
        "average_rating_public": 4.9,
        "profile_url": "directory/allyson-sullivan/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "Joe Lanser",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 74.4,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 15140000.0,
        "sales_transactions_public": 21,
        "review_count_public": 116,
        "average_rating_public": 5.0,
        "profile_url": "directory/joe-lanser/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Lynne Gewant",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Coldwell Banker Realty",
        "consumer_authority_score": 70.4,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 18640000.0,
        "sales_transactions_public": 15,
        "review_count_public": 101,
        "average_rating_public": 5.0,
        "profile_url": "directory/lynne-gewant/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Marco Terminesi",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Properties",
        "consumer_authority_score": 61.0,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 12330000.0,
        "sales_transactions_public": 13,
        "review_count_public": 96,
        "average_rating_public": 5.0,
        "profile_url": "directory/marco-terminesi/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Carlos Caicedo",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 57.6,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 8120000.0,
        "sales_transactions_public": 15,
        "review_count_public": 101,
        "average_rating_public": 5.0,
        "profile_url": "directory/carlos-caicedo/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Eric Levy, Pa",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Coldwell Banker Realty",
        "consumer_authority_score": 71.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25670000.0,
        "sales_transactions_public": 18,
        "review_count_public": 89,
        "average_rating_public": 5.0,
        "profile_url": "directory/eric-levy-pa/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Seth Mittleman",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 75.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 35990000.0,
        "sales_transactions_public": 43,
        "review_count_public": 66,
        "average_rating_public": 5.0,
        "profile_url": "directory/seth-mittleman/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Victor Camero",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "LUXE Properties",
        "consumer_authority_score": 63.0,
        "authority_band": "Established public proof",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 14220000.0,
        "sales_transactions_public": 18,
        "review_count_public": 67,
        "average_rating_public": 5.0,
        "profile_url": "directory/victor-camero/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Alicia Lammersdorf",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Illustrated Properties",
        "consumer_authority_score": 54.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9910000.0,
        "sales_transactions_public": 12,
        "review_count_public": 65,
        "average_rating_public": 5.0,
        "profile_url": "directory/alicia-lammersdorf/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Laura Sanders",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 78.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 46990000.0,
        "sales_transactions_public": 101,
        "review_count_public": 68,
        "average_rating_public": 4.9,
        "profile_url": "directory/laura-sanders/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Yaakov Waldman",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 48.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9040000.0,
        "sales_transactions_public": 9,
        "review_count_public": 57,
        "average_rating_public": 5.0,
        "profile_url": "directory/yaakov-waldman/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Allison Kaufman",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "CENTURY 21 Stein Posner",
        "consumer_authority_score": 58.3,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16460000.0,
        "sales_transactions_public": 15,
        "review_count_public": 51,
        "average_rating_public": 5.0,
        "profile_url": "directory/allison-kaufman/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Nicole Bouchard",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Keller Williams Realty",
        "consumer_authority_score": 70.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 10570000.0,
        "sales_transactions_public": 47,
        "review_count_public": 50,
        "average_rating_public": 5.0,
        "profile_url": "directory/nicole-bouchard/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Eric Farmelant",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 58.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 17510000.0,
        "sales_transactions_public": 17,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/eric-farmelant/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Kacie Anderson",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "eXp Realty / The Coastal Realm",
        "consumer_authority_score": 70.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 43850000.0,
        "sales_transactions_public": 94,
        "review_count_public": 45,
        "average_rating_public": 5.0,
        "profile_url": "directory/kacie-anderson/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Jonathan Lorber",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "The Keyes Company",
        "consumer_authority_score": 55.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 7130000.0,
        "sales_transactions_public": 20,
        "review_count_public": 45,
        "average_rating_public": 5.0,
        "profile_url": "directory/jonathan-lorber/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Lila Lopez",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX 360 Real Estate",
        "consumer_authority_score": 43.1,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 6610000.0,
        "sales_transactions_public": 15,
        "review_count_public": 40,
        "average_rating_public": 5.0,
        "profile_url": "directory/lila-lopez/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Karen Leventhal",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "The Keyes Company",
        "consumer_authority_score": 41.1,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 2840000.0,
        "sales_transactions_public": 15,
        "review_count_public": 28,
        "average_rating_public": 5.0,
        "profile_url": "directory/karen-leventhal/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Alan Abramson",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 38.9,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 7620000.0,
        "sales_transactions_public": 14,
        "review_count_public": 29,
        "average_rating_public": 5.0,
        "profile_url": "directory/alan-abramson/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      }
    ]
  },
  "ranked_category_shortlists": {
    "teams": [
      {
        "rank": 1,
        "name": "The Opes Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 86.7,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 65.1,
        "ai_visibility_evidence": "32 checks / 15 mentions",
        "sales_volume_public": 180770000.0,
        "sales_transactions_public": 171,
        "review_count_public": 374,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-opes-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "David Siddons Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Douglas Elliman",
        "consumer_authority_score": 72.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 46.8,
        "ai_visibility_evidence": "32 checks / 6 mentions",
        "sales_volume_public": 363280000.0,
        "sales_transactions_public": 130,
        "review_count_public": 54,
        "average_rating_public": 4.9,
        "profile_url": "directory/david-siddons-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "The Carroll Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 73.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 42.8,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 1100000000.0,
        "sales_transactions_public": 248,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-carroll-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Premier Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 88.2,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 41.3,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 331050000.0,
        "sales_transactions_public": 295,
        "review_count_public": 200,
        "average_rating_public": 5.0,
        "profile_url": "directory/premier-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Riley Smith Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 73.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 40.1,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 293140000.0,
        "sales_transactions_public": 180,
        "review_count_public": 89,
        "average_rating_public": 5.0,
        "profile_url": "directory/riley-smith-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "The Tricoli Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 98.5,
        "authority_band": "Market dominant",
        "ai_visibility_score": 29.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 176520000.0,
        "sales_transactions_public": 347,
        "review_count_public": 954,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-tricoli-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Nancy Batchelor Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 85.9,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 28.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 172100000.0,
        "sales_transactions_public": 80,
        "review_count_public": 423,
        "average_rating_public": 5.0,
        "profile_url": "directory/nancy-batchelor-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "Abode Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 92.7,
        "authority_band": "Market dominant",
        "ai_visibility_score": 28.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 159470000.0,
        "sales_transactions_public": 264,
        "review_count_public": 393,
        "average_rating_public": 5.0,
        "profile_url": "directory/abode-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Chez Realty",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Chez Realty LLC",
        "consumer_authority_score": 87.2,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 28.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 130640000.0,
        "sales_transactions_public": 195,
        "review_count_public": 351,
        "average_rating_public": 5.0,
        "profile_url": "directory/chez-realty/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Meyer Lucas Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 77.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 116350000.0,
        "sales_transactions_public": 122,
        "review_count_public": 273,
        "average_rating_public": 5.0,
        "profile_url": "directory/meyer-lucas-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Modern Living Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 65.5,
        "authority_band": "Established public proof",
        "ai_visibility_score": 28.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 62660000.0,
        "sales_transactions_public": 56,
        "review_count_public": 290,
        "average_rating_public": 4.9,
        "profile_url": "directory/modern-living-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Leah and Alex Sajovits Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Douglas Elliman",
        "consumer_authority_score": 51.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19900000.0,
        "sales_transactions_public": 27,
        "review_count_public": 187,
        "average_rating_public": 5.0,
        "profile_url": "directory/leah-and-alex-sajovits-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Blackbook Properties",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Blackbook Properties",
        "consumer_authority_score": 58.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.7,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 60960000.0,
        "sales_transactions_public": 47,
        "review_count_public": 172,
        "average_rating_public": 5.0,
        "profile_url": "directory/blackbook-properties/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Drew Kern",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
        "consumer_authority_score": 63.8,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 88100000.0,
        "sales_transactions_public": 61,
        "review_count_public": 144,
        "average_rating_public": 5.0,
        "profile_url": "directory/drew-kern/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "The Mandel Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 73.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 113000000.0,
        "sales_transactions_public": 163,
        "review_count_public": 156,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-mandel-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Wolfe Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "The Real Brokerage",
        "consumer_authority_score": 61.5,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 56420000.0,
        "sales_transactions_public": 62,
        "review_count_public": 154,
        "average_rating_public": 4.9,
        "profile_url": "directory/wolfe-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Team Terry Story",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Keller Williams Realty Services",
        "consumer_authority_score": 49.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 28650000.0,
        "sales_transactions_public": 29,
        "review_count_public": 113,
        "average_rating_public": 5.0,
        "profile_url": "directory/team-terry-story/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Smith Formosa Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 55.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 69300000.0,
        "sales_transactions_public": 27,
        "review_count_public": 104,
        "average_rating_public": 5.0,
        "profile_url": "directory/smith-formosa-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Snyder Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 61.4,
        "authority_band": "Established public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 71420000.0,
        "sales_transactions_public": 79,
        "review_count_public": 79,
        "average_rating_public": 4.9,
        "profile_url": "directory/snyder-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Nathanson Brothers Real Estate Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "RE/MAX Services",
        "consumer_authority_score": 43.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 13670000.0,
        "sales_transactions_public": 29,
        "review_count_public": 78,
        "average_rating_public": 4.9,
        "profile_url": "directory/nathanson-brothers-real-estate-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Alex Bruno Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "REMAX 5 Star Realty",
        "consumer_authority_score": 57.5,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 54110000.0,
        "sales_transactions_public": 77,
        "review_count_public": 67,
        "average_rating_public": 4.9,
        "profile_url": "directory/alex-bruno-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Julian Johnston Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Corcoran",
        "consumer_authority_score": 70.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 327590000.0,
        "sales_transactions_public": 42,
        "review_count_public": 64,
        "average_rating_public": 4.9,
        "profile_url": "directory/julian-johnston-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Barkin Group",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 51.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 103270000.0,
        "sales_transactions_public": 67,
        "review_count_public": 47,
        "average_rating_public": 5.0,
        "profile_url": "directory/barkin-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "The Zeuner Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "The Keyes Company",
        "consumer_authority_score": 43.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23160000.0,
        "sales_transactions_public": 50,
        "review_count_public": 42,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-zeuner-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Ashley Cusack Team",
        "market": "Miami / South Florida",
        "entity_type": "Team",
        "brokerage": "Berkshire Hathaway HomeServices EWM Realty",
        "consumer_authority_score": 51.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 113630000.0,
        "sales_transactions_public": 41,
        "review_count_public": 38,
        "average_rating_public": 5.0,
        "profile_url": "directory/ashley-cusack-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      }
    ],
    "individuals": [
      {
        "rank": 1,
        "name": "Abraham Ash",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Multivest Realty, INC.",
        "consumer_authority_score": 69.9,
        "authority_band": "Established public proof",
        "ai_visibility_score": 37.9,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 37780000.0,
        "sales_transactions_public": 13,
        "review_count_public": 47,
        "average_rating_public": 5.0,
        "profile_url": "directory/abraham-ash/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "Larry Mastropieri",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "The Mastropieri Group",
        "consumer_authority_score": 98.2,
        "authority_band": "Market dominant",
        "ai_visibility_score": 28.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 104510000.0,
        "sales_transactions_public": 219,
        "review_count_public": 340,
        "average_rating_public": 4.9,
        "profile_url": "directory/larry-mastropieri/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Brett Colby",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 88.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.7,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 35510000.0,
        "sales_transactions_public": 66,
        "review_count_public": 164,
        "average_rating_public": 5.0,
        "profile_url": "directory/brett-colby/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Brian Boles",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Services",
        "consumer_authority_score": 86.3,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.7,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 32650000.0,
        "sales_transactions_public": 44,
        "review_count_public": 168,
        "average_rating_public": 5.0,
        "profile_url": "directory/brian-boles/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Steve Gray",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "REMAX Experience",
        "consumer_authority_score": 77.2,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9880000.0,
        "sales_transactions_public": 21,
        "review_count_public": 143,
        "average_rating_public": 5.0,
        "profile_url": "directory/steve-gray/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "Beverly Shanahan",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Keller Williams Realty Consultants",
        "consumer_authority_score": 80.3,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25260000.0,
        "sales_transactions_public": 34,
        "review_count_public": 130,
        "average_rating_public": 4.9,
        "profile_url": "directory/beverly-shanahan/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Allyson Sullivan",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Lang Realty",
        "consumer_authority_score": 79.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 30980000.0,
        "sales_transactions_public": 31,
        "review_count_public": 128,
        "average_rating_public": 4.9,
        "profile_url": "directory/allyson-sullivan/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "Joe Lanser",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 74.4,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 15140000.0,
        "sales_transactions_public": 21,
        "review_count_public": 116,
        "average_rating_public": 5.0,
        "profile_url": "directory/joe-lanser/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Lynne Gewant",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Coldwell Banker Realty",
        "consumer_authority_score": 70.4,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 18640000.0,
        "sales_transactions_public": 15,
        "review_count_public": 101,
        "average_rating_public": 5.0,
        "profile_url": "directory/lynne-gewant/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Marco Terminesi",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Properties",
        "consumer_authority_score": 61.0,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 12330000.0,
        "sales_transactions_public": 13,
        "review_count_public": 96,
        "average_rating_public": 5.0,
        "profile_url": "directory/marco-terminesi/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Carlos Caicedo",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 57.6,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 8120000.0,
        "sales_transactions_public": 15,
        "review_count_public": 101,
        "average_rating_public": 5.0,
        "profile_url": "directory/carlos-caicedo/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Eric Levy, Pa",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Coldwell Banker Realty",
        "consumer_authority_score": 71.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25670000.0,
        "sales_transactions_public": 18,
        "review_count_public": 89,
        "average_rating_public": 5.0,
        "profile_url": "directory/eric-levy-pa/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Seth Mittleman",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 75.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 35990000.0,
        "sales_transactions_public": 43,
        "review_count_public": 66,
        "average_rating_public": 5.0,
        "profile_url": "directory/seth-mittleman/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Victor Camero",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "LUXE Properties",
        "consumer_authority_score": 63.0,
        "authority_band": "Established public proof",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 14220000.0,
        "sales_transactions_public": 18,
        "review_count_public": 67,
        "average_rating_public": 5.0,
        "profile_url": "directory/victor-camero/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Alicia Lammersdorf",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Illustrated Properties",
        "consumer_authority_score": 54.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9910000.0,
        "sales_transactions_public": 12,
        "review_count_public": 65,
        "average_rating_public": 5.0,
        "profile_url": "directory/alicia-lammersdorf/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Laura Sanders",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX Direct",
        "consumer_authority_score": 78.7,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 46990000.0,
        "sales_transactions_public": 101,
        "review_count_public": 68,
        "average_rating_public": 4.9,
        "profile_url": "directory/laura-sanders/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Yaakov Waldman",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 48.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9040000.0,
        "sales_transactions_public": 9,
        "review_count_public": 57,
        "average_rating_public": 5.0,
        "profile_url": "directory/yaakov-waldman/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Allison Kaufman",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "CENTURY 21 Stein Posner",
        "consumer_authority_score": 58.3,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16460000.0,
        "sales_transactions_public": 15,
        "review_count_public": 51,
        "average_rating_public": 5.0,
        "profile_url": "directory/allison-kaufman/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Nicole Bouchard",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Keller Williams Realty",
        "consumer_authority_score": 70.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 10570000.0,
        "sales_transactions_public": 47,
        "review_count_public": 50,
        "average_rating_public": 5.0,
        "profile_url": "directory/nicole-bouchard/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Eric Farmelant",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 58.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 17510000.0,
        "sales_transactions_public": 17,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/eric-farmelant/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Kacie Anderson",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "eXp Realty / The Coastal Realm",
        "consumer_authority_score": 70.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 43850000.0,
        "sales_transactions_public": 94,
        "review_count_public": 45,
        "average_rating_public": 5.0,
        "profile_url": "directory/kacie-anderson/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Jonathan Lorber",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "The Keyes Company",
        "consumer_authority_score": 55.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 7130000.0,
        "sales_transactions_public": 20,
        "review_count_public": 45,
        "average_rating_public": 5.0,
        "profile_url": "directory/jonathan-lorber/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Lila Lopez",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "RE/MAX 360 Real Estate",
        "consumer_authority_score": 43.1,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 6610000.0,
        "sales_transactions_public": 15,
        "review_count_public": 40,
        "average_rating_public": 5.0,
        "profile_url": "directory/lila-lopez/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Karen Leventhal",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "The Keyes Company",
        "consumer_authority_score": 41.1,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 2840000.0,
        "sales_transactions_public": 15,
        "review_count_public": 28,
        "average_rating_public": 5.0,
        "profile_url": "directory/karen-leventhal/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Alan Abramson",
        "market": "Miami / South Florida",
        "entity_type": "Individual",
        "brokerage": "Compass",
        "consumer_authority_score": 38.9,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 7620000.0,
        "sales_transactions_public": 14,
        "review_count_public": 29,
        "average_rating_public": 5.0,
        "profile_url": "directory/alan-abramson/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": "Miami / South Florida",
    "slug": "miami-south-florida",
    "context_count": 9160,
    "geography": "Miami-Fort Lauderdale-West Palm Beach, FL",
    "reference_period": "May 2025",
    "source_url": "https://data.bls.gov/oes/#/area/0033100/2025",
    "status": "current_published_estimate",
    "published_team_positions": 25,
    "published_individual_positions": 25,
    "source_backed_candidate_pool": 50,
    "interpretation": "Market-scale context only; not the REAI ranking denominator or a claim that every professional was evaluated."
  }
}