{
  "market": "Charlotte",
  "slug": "charlotte",
  "region": "North Carolina and South Carolina",
  "scope_note": "Charlotte, Matthews, Huntersville, Cornelius, Davidson, Mint Hill, Waxhaw, Fort Mill, and Tega Cay. Separate individual and team comparisons use the same production, review, identity, and AI-measurement framework as every published REAI market.",
  "updated": "June 23, 2026",
  "market_authority_rankings": [
    {
      "market": "Charlotte",
      "rank": 1,
      "category_rank": 1,
      "name": "Nancy Braun",
      "entity_type": "Individual",
      "brokerage": "Showcase Realty, LLC",
      "score": 95.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 40.2,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 43290000.0,
      "sales_transactions_public": 151,
      "review_count_public": 343,
      "average_rating_public": 4.72,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/nancy-braun/index.html",
      "official_url": "https://showcaserealty.net/",
      "production_source_url": "https://www.realtrends.com/agent-profile/nancy-braun-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/nancy-6103893"
    },
    {
      "market": "Charlotte",
      "rank": 2,
      "category_rank": 1,
      "name": "Redbud Group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 94.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 45.9,
      "ai_visibility_evidence": "32 checks / 4 mentions",
      "sales_volume_public": 358980000.0,
      "sales_transactions_public": 790,
      "review_count_public": 854,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/redbud-group/index.html",
      "official_url": "https://redbudgroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/redbud-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/redbud-group-164806230726242"
    },
    {
      "market": "Charlotte",
      "rank": 3,
      "category_rank": 2,
      "name": "The Premier Team",
      "entity_type": "Team",
      "brokerage": "REMAX Executive",
      "score": 93.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Market dominant",
      "ai_visibility_score": 46.9,
      "ai_visibility_evidence": "32 checks / 4 mentions",
      "sales_volume_public": 377050000.0,
      "sales_transactions_public": 721,
      "review_count_public": 730,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-premier-team/index.html",
      "official_url": "https://thepremierteam.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-premier-team-north-carolina-remax-executive/",
      "review_source_url": "https://reviews.birdeye.com/the-premier-team-of-re-max-executive-164904596726666"
    },
    {
      "market": "Charlotte",
      "rank": 4,
      "category_rank": 2,
      "name": "Bala Sure",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "score": 89.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 40.1,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": 45700000.0,
      "sales_transactions_public": 95,
      "review_count_public": 143,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/bala-sure/index.html",
      "official_url": "https://balasure.realtor/",
      "production_source_url": "https://www.realtrends.com/agent-profile/bala-sure-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/bala-sure-234410"
    },
    {
      "market": "Charlotte",
      "rank": 5,
      "category_rank": 3,
      "name": "Lilliah Moseley",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 87.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 23980000.0,
      "sales_transactions_public": 44,
      "review_count_public": 254,
      "average_rating_public": 4.8,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/lilliah-moseley/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/lilliah-moseley",
      "production_source_url": "https://www.realtrends.com/agent-profile/lilliah-moseley-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/lilliah-moseley/reviews"
    },
    {
      "market": "Charlotte",
      "rank": 6,
      "category_rank": 3,
      "name": "Stone Realty Group",
      "entity_type": "Team",
      "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
      "score": 87.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 65.5,
      "ai_visibility_evidence": "32 checks / 14 mentions",
      "sales_volume_public": 189140000.0,
      "sales_transactions_public": 326,
      "review_count_public": 811,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/stone-realty-group/index.html",
      "official_url": "https://mattstoneteam.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/stone-realty-group-north-carolina-conrad-klein-real-estate-inc-dba-stone-realty-group/",
      "review_source_url": "https://reviews.birdeye.com/charlotte-real-estate-matt-stone-team-165158095042971"
    },
    {
      "market": "Charlotte",
      "rank": 7,
      "category_rank": 4,
      "name": "Jay White Group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 86.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 29.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 108170000.0,
      "sales_transactions_public": 224,
      "review_count_public": 912,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/jay-white-group/index.html",
      "official_url": "https://www.thejaywhiteteam.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/jay-white-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/jay-white-group-powered-by-place-keller-williams-realty-169221695025160"
    },
    {
      "market": "Charlotte",
      "rank": 8,
      "category_rank": 5,
      "name": "The Stacey Sauls Group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 84.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 45.8,
      "ai_visibility_evidence": "32 checks / 4 mentions",
      "sales_volume_public": 102060000.0,
      "sales_transactions_public": 181,
      "review_count_public": 952,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-stacey-sauls-group/index.html",
      "official_url": "https://thestaceysaulsgroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-stacey-sauls-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-stacey-sauls-group-at-keller-williams-169772752092869"
    },
    {
      "market": "Charlotte",
      "rank": 9,
      "category_rank": 4,
      "name": "Brian Rogers",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 82.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 16629999.999999998,
      "sales_transactions_public": 37,
      "review_count_public": 166,
      "average_rating_public": 4.8,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/brian-rogers/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/brian-rogers",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-rogers-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/brian-rogers/reviews"
    },
    {
      "market": "Charlotte",
      "rank": 10,
      "category_rank": 6,
      "name": "High Performance Real Estate Advisors",
      "entity_type": "Team",
      "brokerage": "Keller Williams Realty",
      "score": 81.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Elite public proof",
      "ai_visibility_score": 43.6,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": 64550000.0,
      "sales_transactions_public": 150,
      "review_count_public": 1285,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/high-performance-real-estate-advisors/index.html",
      "official_url": "https://highperformancerealestate.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/high-performance-real-estate-advisors-north-carolina-keller-williams-realty/",
      "review_source_url": "https://reviews.birdeye.com/high-performance-real-estate-advisors-164904510401745"
    },
    {
      "market": "Charlotte",
      "rank": 11,
      "category_rank": 5,
      "name": "Jill Moyer",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 79.2,
      "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": 18690000.0,
      "sales_transactions_public": 32,
      "review_count_public": 352,
      "average_rating_public": 4.8,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/jill-moyer/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/jill-moyer",
      "production_source_url": "https://www.realtrends.com/agent-profile/jill-moyer-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jill-moyer/reviews"
    },
    {
      "market": "Charlotte",
      "rank": 12,
      "category_rank": 7,
      "name": "The Sarver Group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 78.8,
      "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": 125760000.0,
      "sales_transactions_public": 174,
      "review_count_public": 307,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-sarver-group/index.html",
      "official_url": "https://thesarvergroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-sarver-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-sarver-group-164834934019594"
    },
    {
      "market": "Charlotte",
      "rank": 13,
      "category_rank": 8,
      "name": "McAlpine Team",
      "entity_type": "Team",
      "brokerage": "REMAX Results",
      "score": 78.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 73040000.0,
      "sales_transactions_public": 192,
      "review_count_public": 299,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/mcalpine-team/index.html",
      "official_url": "https://www.mcalpineteam.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/mcalpine-team-north-carolina-remax-results/",
      "review_source_url": "https://reviews.birdeye.com/mcalpine-team-re-max-executive-lake-norman-real-estate-165236544573863"
    },
    {
      "market": "Charlotte",
      "rank": 14,
      "category_rank": 9,
      "name": "EmpowerHome Team Charlotte",
      "entity_type": "Team",
      "brokerage": "EmpowerHome Team",
      "score": 78.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.6,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": 88050000.0,
      "sales_transactions_public": 186,
      "review_count_public": 543,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/empowerhome-team-charlotte/index.html",
      "official_url": "https://empowerhometeamcharlottenc.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/empowerhome-team-charlotte-north-carolina-empowerhome-team/",
      "review_source_url": "https://reviews.birdeye.com/kristen-bernard-empowerhome-team-charlotte-166894239794618"
    },
    {
      "market": "Charlotte",
      "rank": 15,
      "category_rank": 10,
      "name": "Clockwork Realty Group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 77.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.6,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 142930000.0,
      "sales_transactions_public": 227,
      "review_count_public": 155,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/clockwork-realty-group/index.html",
      "official_url": "https://clockworkcarolinas.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/clockwork-realty-group-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/jobey-thomas-clockwork-realty-group-at-compass-169867824518668"
    },
    {
      "market": "Charlotte",
      "rank": 16,
      "category_rank": 6,
      "name": "Liz Young",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "score": 77.5,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 29.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 16100000.000000002,
      "sales_transactions_public": 30,
      "review_count_public": 477,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/liz-young/index.html",
      "official_url": "https://lizyoung.remax.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/liz-young-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/liz-young-227591"
    },
    {
      "market": "Charlotte",
      "rank": 17,
      "category_rank": 7,
      "name": "Lori Ivester Jackson",
      "entity_type": "Individual",
      "brokerage": "Ivester Jackson | Christie's International Real Estate",
      "score": 76.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.4,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 92270000.0,
      "sales_transactions_public": 29,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/lori-ivester-jackson/index.html",
      "official_url": "https://lorijackson.ivesterjackson.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/lori-ivester-jackson-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/lori-ivester-jackson-193455"
    },
    {
      "market": "Charlotte",
      "rank": 18,
      "category_rank": 8,
      "name": "Tiffany White",
      "entity_type": "Individual",
      "brokerage": "Corcoran HM Properties",
      "score": 76.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 42930000.0,
      "sales_transactions_public": 48,
      "review_count_public": 54,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/tiffany-white/index.html",
      "official_url": "https://hmproperties.com/agent-details.cfm?AgentID=726",
      "production_source_url": "https://www.realtrends.com/agent-profile/tiffany-white-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/tiffany-3486485"
    },
    {
      "market": "Charlotte",
      "rank": 19,
      "category_rank": 9,
      "name": "Ben Bowen",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "score": 76.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.6,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": 66110000.0,
      "sales_transactions_public": 29,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/ben-bowen/index.html",
      "official_url": "https://app.sir.com/sirbenbowen",
      "production_source_url": "https://www.realtrends.com/agent-profile/ben-bowen-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/ben-bowen-321648"
    },
    {
      "market": "Charlotte",
      "rank": 20,
      "category_rank": 10,
      "name": "Bobby Sisk",
      "entity_type": "Individual",
      "brokerage": "Nestlewood Realty",
      "score": 75.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.4,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 84400000.0,
      "sales_transactions_public": 113,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/bobby-sisk/index.html",
      "official_url": "https://bobbysisk.com",
      "production_source_url": "https://www.realtrends.com/agent-profile/bobby-sisk-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/bobby-6094872"
    },
    {
      "market": "Charlotte",
      "rank": 21,
      "category_rank": 11,
      "name": "Melissa Zimmerman",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
      "score": 75.3,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.3,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 21250000.0,
      "sales_transactions_public": 35,
      "review_count_public": 121,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/melissa-zimmerman/index.html",
      "official_url": "https://melissazimmermanrealtor.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/melissa-zimmerman-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/melissa-zimmerman-78461/"
    },
    {
      "market": "Charlotte",
      "rank": 22,
      "category_rank": 12,
      "name": "Amy Baker",
      "entity_type": "Individual",
      "brokerage": "Howard Hanna Allen Tate Real Estate",
      "score": 74.1,
      "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": 18410000.0,
      "sales_transactions_public": 35,
      "review_count_public": 114,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/amy-baker/index.html",
      "official_url": "https://amybaker.allentate.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/amy-baker-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/amy-baker-16556/"
    },
    {
      "market": "Charlotte",
      "rank": 23,
      "category_rank": 13,
      "name": "Madalyn Hull",
      "entity_type": "Individual",
      "brokerage": "Corcoran HM Properties",
      "score": 73.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 31060000.0,
      "sales_transactions_public": 35,
      "review_count_public": 73,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/madalyn-hull/index.html",
      "official_url": "https://www.corcoran.com/real-estate-agents/detail/agent/madalyn-hull/9665",
      "production_source_url": "https://www.realtrends.com/agent-profile/madalyn-hull-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/madalyn-3501457"
    },
    {
      "market": "Charlotte",
      "rank": 24,
      "category_rank": 11,
      "name": "Pridemore Properties",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 70.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.3,
      "ai_visibility_evidence": "32 checks / 1 mentions",
      "sales_volume_public": 206330000.0,
      "sales_transactions_public": 276,
      "review_count_public": 54,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/pridemore-properties/index.html",
      "official_url": "https://pridemoreproperties.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/pridemore-properties-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/mike-hege-realtor-huntersville-charlotte-nc-pridemore-properties-at-compass-165240272002956"
    },
    {
      "market": "Charlotte",
      "rank": 25,
      "category_rank": 14,
      "name": "Aubrey Grier",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "score": 69.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 26.0,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 52890000.0,
      "sales_transactions_public": 36,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/aubrey-grier/index.html",
      "official_url": "https://aubreygrier.dickensmitchener.com",
      "production_source_url": "https://www.realtrends.com/agent-profile/aubrey-grier-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/aubrey-grier-19551"
    },
    {
      "market": "Charlotte",
      "rank": 26,
      "category_rank": 12,
      "name": "The Finigan Group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "score": 68.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 44.8,
      "ai_visibility_evidence": "32 checks / 4 mentions",
      "sales_volume_public": 55910000.0,
      "sales_transactions_public": 101,
      "review_count_public": 236,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-finigan-group/index.html",
      "official_url": "https://www.thefinigangroup.com",
      "production_source_url": "https://www.realtrends.com/team-profile/the-finigan-group-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/josh-finigan-the-finigan-group-exp-realty-170333621058025"
    },
    {
      "market": "Charlotte",
      "rank": 27,
      "category_rank": 13,
      "name": "Andy Bovender Team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 67.6,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 44.8,
      "ai_visibility_evidence": "32 checks / 6 mentions",
      "sales_volume_public": 280490000.0,
      "sales_transactions_public": 382,
      "review_count_public": 40,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/andy-bovender-team/index.html",
      "official_url": "https://bovenderteam.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/andy-bovender-team-north-carolina-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/andy-bovender-40151/"
    },
    {
      "market": "Charlotte",
      "rank": 28,
      "category_rank": 15,
      "name": "Michelle Powers",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "score": 66.2,
      "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": 16420000.000000002,
      "sales_transactions_public": 31,
      "review_count_public": 84,
      "average_rating_public": 4.8,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/michelle-powers/index.html",
      "official_url": "https://www.redfin.com/real-estate-agents/michelle-powers",
      "production_source_url": "https://www.realtrends.com/agent-profile/michelle-powers-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/michelle-powers/reviews"
    },
    {
      "market": "Charlotte",
      "rank": 29,
      "category_rank": 16,
      "name": "Laura Werb",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
      "score": 62.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 24960000.0,
      "sales_transactions_public": 40,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/laura-werb/index.html",
      "official_url": "https://www.loverealestatenc.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/laura-werb-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/laura-werb-192208"
    },
    {
      "market": "Charlotte",
      "rank": 30,
      "category_rank": 17,
      "name": "Roger Berrey",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "score": 61.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 25.3,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 47420000.0,
      "sales_transactions_public": 26,
      "review_count_public": 27,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/roger-berrey/index.html",
      "official_url": "https://rogerberrey.com/",
      "production_source_url": "https://www.realtrends.com/agent-profile/roger-berrey-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/roger-berrey-34265/"
    },
    {
      "market": "Charlotte",
      "rank": 31,
      "category_rank": 14,
      "name": "Vantage Realty Professionals",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "score": 61.2,
      "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": 43330000.0,
      "sales_transactions_public": 67,
      "review_count_public": 102,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/vantage-realty-professionals/index.html",
      "official_url": "https://www.vantagerealtypros.com",
      "production_source_url": "https://www.realtrends.com/team-profile/vantage-realty-professionals-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/vantage-realty-professionals-at-keller-williams-southpark-164846286313971"
    },
    {
      "market": "Charlotte",
      "rank": 32,
      "category_rank": 15,
      "name": "Wilson & Company",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 60.8,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 24840000.0,
      "sales_transactions_public": 63,
      "review_count_public": 103,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/wilson-company/index.html",
      "official_url": "https://www.wilsoncrg.com",
      "production_source_url": "https://www.realtrends.com/team-profile/wilson-company-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/wilson-co-realty-group-169832862030230"
    },
    {
      "market": "Charlotte",
      "rank": 33,
      "category_rank": 16,
      "name": "The Trulane Group powered by PLACE",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "score": 60.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 35850000.0,
      "sales_transactions_public": 62,
      "review_count_public": 108,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-trulane-group-powered-by-place/index.html",
      "official_url": "https://www.thetrulanegroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/the-trulane-group-powered-by-place-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/the-trulane-group-brokered-by-exp-realty-164904473509796"
    },
    {
      "market": "Charlotte",
      "rank": 34,
      "category_rank": 18,
      "name": "Megan Despard",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "score": 57.8,
      "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": 16370000.000000002,
      "sales_transactions_public": 26,
      "review_count_public": 65,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/megan-despard/index.html",
      "official_url": "https://megandespard.dickensmitchener.com",
      "production_source_url": "https://www.realtrends.com/agent-profile/megan-despard-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/megan-despard-152712"
    },
    {
      "market": "Charlotte",
      "rank": 35,
      "category_rank": 17,
      "name": "Boykin Property Group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "score": 57.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 42440000.0,
      "sales_transactions_public": 58,
      "review_count_public": 77,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/boykin-property-group/index.html",
      "official_url": "https://boykinpropertygroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/boykin-property-group-south-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/boykin-property-group-at-exp-realty-165247847783821"
    },
    {
      "market": "Charlotte",
      "rank": 36,
      "category_rank": 19,
      "name": "Sherry George",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "score": 56.1,
      "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": 23360000.0,
      "sales_transactions_public": 20,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/sherry-george/index.html",
      "official_url": "https://sherrygeorge.dickensmitchener.com",
      "production_source_url": "https://www.realtrends.com/agent-profile/sherry-george-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/sherry-george-19506"
    },
    {
      "market": "Charlotte",
      "rank": 37,
      "category_rank": 20,
      "name": "Marzia Mazzotti",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "score": 56.0,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 16500000.0,
      "sales_transactions_public": 13,
      "review_count_public": 92,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/marzia-mazzotti/index.html",
      "official_url": "https://lakenormanmarzia.com/about",
      "production_source_url": "https://www.realtrends.com/agent-profile/marzia-mazzotti-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/marzia-mazzotti-253201"
    },
    {
      "market": "Charlotte",
      "rank": 38,
      "category_rank": 21,
      "name": "Meghan Lluberas",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "score": 55.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 25310000.0,
      "sales_transactions_public": 12,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/meghan-lluberas/index.html",
      "official_url": "https://meghanlluberas.dickensmitchener.com",
      "production_source_url": "https://www.realtrends.com/agent-profile/meghan-lluberas-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/meghan-lluberas-19510"
    },
    {
      "market": "Charlotte",
      "rank": 39,
      "category_rank": 22,
      "name": "Sarah Curme",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "score": 55.7,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 25910000.0,
      "sales_transactions_public": 13,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/sarah-curme/index.html",
      "official_url": "https://sarahcurme.dickensmitchener.com",
      "production_source_url": "https://www.realtrends.com/agent-profile/sarah-curme-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/sarah-curme-19563"
    },
    {
      "market": "Charlotte",
      "rank": 40,
      "category_rank": 18,
      "name": "Scarlett Property Group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "score": 54.4,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.9,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 33690000.0,
      "sales_transactions_public": 62,
      "review_count_public": 92,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/scarlett-property-group/index.html",
      "official_url": "https://scarlettpropertygroup.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/scarlett-property-group-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/scarlett-property-group-at-exp-realty-164842689526448"
    },
    {
      "market": "Charlotte",
      "rank": 41,
      "category_rank": 19,
      "name": "The Belcher Group",
      "entity_type": "Team",
      "brokerage": "REMAX Executive",
      "score": 54.2,
      "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": 33940000.0,
      "sales_transactions_public": 63,
      "review_count_public": 75,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-belcher-group/index.html",
      "official_url": "https://www.allcarolinahomes.com/about",
      "production_source_url": "https://www.realtrends.com/team-profile/the-belcher-group-north-carolina-remax-executive/",
      "review_source_url": "https://reviews.birdeye.com/brian-belcher-the-belcher-group-re-max-executive-164842429185025"
    },
    {
      "market": "Charlotte",
      "rank": 42,
      "category_rank": 23,
      "name": "Bonnie Stroup Tcherkezian",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "score": 54.2,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 16100000.000000002,
      "sales_transactions_public": 23,
      "review_count_public": 61,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/bonnie-stroup-tcherkezian/index.html",
      "official_url": "https://bonniestrouptcherkezian.dickensmitchener.com",
      "production_source_url": "https://www.realtrends.com/agent-profile/bonnie-stroup-tcherkezian-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/bonnie-stroup-tcherkezian-134177"
    },
    {
      "market": "Charlotte",
      "rank": 43,
      "category_rank": 24,
      "name": "Michelle Rhyne",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "score": 51.7,
      "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": 17820000.0,
      "sales_transactions_public": 19,
      "review_count_public": 52,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/michelle-rhyne/index.html",
      "official_url": "https://app.sir.com/sirmichellerhyne",
      "production_source_url": "https://www.realtrends.com/agent-profile/michelle-rhyne-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/michelle-rhyne-253251"
    },
    {
      "market": "Charlotte",
      "rank": 44,
      "category_rank": 25,
      "name": "Carol Davis",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "score": 49.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 25.6,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 19090000.0,
      "sales_transactions_public": 11,
      "review_count_public": 33,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/carol-davis/index.html",
      "official_url": "https://caroldavis.dickensmitchener.com",
      "production_source_url": "https://www.realtrends.com/agent-profile/carol-davis-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/carol-davis-101730"
    },
    {
      "market": "Charlotte",
      "rank": 45,
      "category_rank": 20,
      "name": "The Lake Wylie Man",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 48.1,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 40.2,
      "ai_visibility_evidence": "32 checks / 2 mentions",
      "sales_volume_public": 25320000.0,
      "sales_transactions_public": 26,
      "review_count_public": 59,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/the-lake-wylie-man/index.html",
      "official_url": "https://thelakewylieman.com/home",
      "production_source_url": "https://www.realtrends.com/team-profile/the-lake-wylie-man-south-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-lake-wylie-man-keller-williams-realty-165157367999751"
    },
    {
      "market": "Charlotte",
      "rank": 46,
      "category_rank": 21,
      "name": "Pegg Properties",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 41.6,
      "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": 19080000.0,
      "sales_transactions_public": 41,
      "review_count_public": 43,
      "average_rating_public": 4.9,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/pegg-properties/index.html",
      "official_url": "https://www.peggproperties.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/pegg-properties-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/pegg-properties-164904431810019"
    },
    {
      "market": "Charlotte",
      "rank": 47,
      "category_rank": 22,
      "name": "David Upchurch Real Estate",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "score": 41.2,
      "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": 19040000.0,
      "sales_transactions_public": 36,
      "review_count_public": 58,
      "average_rating_public": 4.6,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/david-upchurch-real-estate/index.html",
      "official_url": "https://davidupchurch.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/david-upchurch-real-estate-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/david-upchurch-real-estate-165026910680545"
    },
    {
      "market": "Charlotte",
      "rank": 48,
      "category_rank": 23,
      "name": "House of Krasnoff",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "score": 40.9,
      "score_basis": "proprietary_consumer_authority_score",
      "authority_band": "Production proof captured",
      "ai_visibility_score": 26.2,
      "ai_visibility_evidence": "32 checks / 0 mentions",
      "sales_volume_public": 17090000.0,
      "sales_transactions_public": 35,
      "review_count_public": 51,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/house-of-krasnoff/index.html",
      "official_url": "https://www.viewyorkcountyhomes.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/house-of-krasnoff-south-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/house-of-krasnoff-by-keller-williams-connected-169768523753661"
    },
    {
      "market": "Charlotte",
      "rank": 49,
      "category_rank": 24,
      "name": "Boston Reid & Co",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 37.5,
      "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": 19590000.0,
      "sales_transactions_public": 33,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/boston-reid-co/index.html",
      "official_url": "https://bostonreid.co/",
      "production_source_url": "https://www.realtrends.com/team-profile/boston-reid-co-north-carolina-compass/",
      "review_source_url": "https://www.experience.com/reviews/boston-15102090"
    },
    {
      "market": "Charlotte",
      "rank": 50,
      "category_rank": 25,
      "name": "Reside Realty",
      "entity_type": "Team",
      "brokerage": "Compass",
      "score": 31.5,
      "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": 14760000.0,
      "sales_transactions_public": 29,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "publication_status": "source_backed_public",
      "display_status": "Source-backed directory",
      "profile_url": "directory/reside-realty/index.html",
      "official_url": "https://residerealty.com/",
      "production_source_url": "https://www.realtrends.com/team-profile/reside-realty-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/reside-realty-llc-156931523170612"
    }
  ],
  "featured_rankings": [],
  "source_backed_directory": [
    {
      "market": "Charlotte",
      "name": "Nancy Braun",
      "directory_slug": "nancy-braun",
      "entity_type": "Individual",
      "brokerage": "Showcase Realty, LLC",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 95.6,
      "market_authority_score": 95.6,
      "consumer_authority_score": 95.6,
      "authority_band": "Market dominant",
      "ai_visibility_score": 40.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 43290000.0,
      "sales_transactions_public": 151,
      "review_count_public": 343,
      "average_rating_public": 4.72,
      "source_count": 3,
      "official_url": "https://showcaserealty.net/",
      "profile_url": "",
      "directory_profile_url": "directory/nancy-braun/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/nancy-braun-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/nancy-6103893",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "43290000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/nancy-6103893",
          "review_count": 343,
          "average_rating": 4.72
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Redbud Group",
      "directory_slug": "redbud-group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 94.9,
      "market_authority_score": 94.9,
      "consumer_authority_score": 94.9,
      "authority_band": "Market dominant",
      "ai_visibility_score": 45.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 0.5,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 358980000.0,
      "sales_transactions_public": 790,
      "review_count_public": 854,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://redbudgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/redbud-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/redbud-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/redbud-group-164806230726242",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "358980000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/redbud-group-164806230726242",
          "review_count": 854,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Premier Team",
      "directory_slug": "the-premier-team",
      "entity_type": "Team",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 93.7,
      "market_authority_score": 93.7,
      "consumer_authority_score": 93.7,
      "authority_band": "Market dominant",
      "ai_visibility_score": 46.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 377050000.0,
      "sales_transactions_public": 721,
      "review_count_public": 730,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://thepremierteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-premier-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-premier-team-north-carolina-remax-executive/",
      "review_source_url": "https://reviews.birdeye.com/the-premier-team-of-re-max-executive-164904596726666",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "377050000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-premier-team-of-re-max-executive-164904596726666",
          "review_count": 730,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Bala Sure",
      "directory_slug": "bala-sure",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 89.8,
      "market_authority_score": 89.8,
      "consumer_authority_score": 89.8,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 40.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 2,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 45700000.0,
      "sales_transactions_public": 95,
      "review_count_public": 143,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://balasure.realtor/",
      "profile_url": "",
      "directory_profile_url": "directory/bala-sure/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/bala-sure-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/bala-sure-234410",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "45700000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/bala-sure-234410",
          "review_count": 143,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Lilliah Moseley",
      "directory_slug": "lilliah-moseley",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 87.9,
      "market_authority_score": 87.9,
      "consumer_authority_score": 87.9,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.9,
      "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": 23980000.0,
      "sales_transactions_public": 44,
      "review_count_public": 254,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/lilliah-moseley",
      "profile_url": "",
      "directory_profile_url": "directory/lilliah-moseley/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/lilliah-moseley-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/lilliah-moseley/reviews",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "23980000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "redfin.com",
          "url": "https://www.redfin.com/real-estate-agents/lilliah-moseley/reviews",
          "review_count": 254,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Stone Realty Group",
      "directory_slug": "stone-realty-group",
      "entity_type": "Team",
      "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 87.7,
      "market_authority_score": 87.7,
      "consumer_authority_score": 87.7,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 65.5,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 14,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 189140000.0,
      "sales_transactions_public": 326,
      "review_count_public": 811,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://mattstoneteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/stone-realty-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/stone-realty-group-north-carolina-conrad-klein-real-estate-inc-dba-stone-realty-group/",
      "review_source_url": "https://reviews.birdeye.com/charlotte-real-estate-matt-stone-team-165158095042971",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "189140000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/charlotte-real-estate-matt-stone-team-165158095042971",
          "review_count": 811,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Jay White Group",
      "directory_slug": "jay-white-group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 86.6,
      "market_authority_score": 86.6,
      "consumer_authority_score": 86.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 29.9,
      "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": 108170000.0,
      "sales_transactions_public": 224,
      "review_count_public": 912,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thejaywhiteteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/jay-white-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/jay-white-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/jay-white-group-powered-by-place-keller-williams-realty-169221695025160",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "108170000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/jay-white-group-powered-by-place-keller-williams-realty-169221695025160",
          "review_count": 912,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Stacey Sauls Group",
      "directory_slug": "the-stacey-sauls-group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 84.6,
      "market_authority_score": 84.6,
      "consumer_authority_score": 84.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 45.8,
      "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": 102060000.0,
      "sales_transactions_public": 181,
      "review_count_public": 952,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://thestaceysaulsgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-stacey-sauls-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-stacey-sauls-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-stacey-sauls-group-at-keller-williams-169772752092869",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "102060000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-stacey-sauls-group-at-keller-williams-169772752092869",
          "review_count": 952,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Brian Rogers",
      "directory_slug": "brian-rogers",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 82.1,
      "market_authority_score": 82.1,
      "consumer_authority_score": 82.1,
      "authority_band": "Elite 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": 16629999.999999998,
      "sales_transactions_public": 37,
      "review_count_public": 166,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/brian-rogers",
      "profile_url": "",
      "directory_profile_url": "directory/brian-rogers/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-rogers-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/brian-rogers/reviews",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16629999.999999998",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "redfin.com",
          "url": "https://www.redfin.com/real-estate-agents/brian-rogers/reviews",
          "review_count": 166,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "High Performance Real Estate Advisors",
      "directory_slug": "high-performance-real-estate-advisors",
      "entity_type": "Team",
      "brokerage": "Keller Williams Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 81.0,
      "market_authority_score": 81.0,
      "consumer_authority_score": 81.0,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 43.6,
      "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": 64550000.0,
      "sales_transactions_public": 150,
      "review_count_public": 1285,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://highperformancerealestate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/high-performance-real-estate-advisors/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/high-performance-real-estate-advisors-north-carolina-keller-williams-realty/",
      "review_source_url": "https://reviews.birdeye.com/high-performance-real-estate-advisors-164904510401745",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "64550000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/high-performance-real-estate-advisors-164904510401745",
          "review_count": 1285,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Jill Moyer",
      "directory_slug": "jill-moyer",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 79.2,
      "market_authority_score": 79.2,
      "consumer_authority_score": 79.2,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.3,
      "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": 18690000.0,
      "sales_transactions_public": 32,
      "review_count_public": 352,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/jill-moyer",
      "profile_url": "",
      "directory_profile_url": "directory/jill-moyer/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jill-moyer-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jill-moyer/reviews",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "18690000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "redfin.com",
          "url": "https://www.redfin.com/real-estate-agents/jill-moyer/reviews",
          "review_count": 352,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Sarver Group",
      "directory_slug": "the-sarver-group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 78.8,
      "market_authority_score": 78.8,
      "consumer_authority_score": 78.8,
      "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": 125760000.0,
      "sales_transactions_public": 174,
      "review_count_public": 307,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://thesarvergroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-sarver-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-sarver-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-sarver-group-164834934019594",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "125760000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-sarver-group-164834934019594",
          "review_count": 307,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "McAlpine Team",
      "directory_slug": "mcalpine-team",
      "entity_type": "Team",
      "brokerage": "REMAX Results",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 78.5,
      "market_authority_score": 78.5,
      "consumer_authority_score": 78.5,
      "authority_band": "Strong public proof",
      "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": 73040000.0,
      "sales_transactions_public": 192,
      "review_count_public": 299,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.mcalpineteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/mcalpine-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/mcalpine-team-north-carolina-remax-results/",
      "review_source_url": "https://reviews.birdeye.com/mcalpine-team-re-max-executive-lake-norman-real-estate-165236544573863",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "73040000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/mcalpine-team-re-max-executive-lake-norman-real-estate-165236544573863",
          "review_count": 299,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "EmpowerHome Team Charlotte",
      "directory_slug": "empowerhome-team-charlotte",
      "entity_type": "Team",
      "brokerage": "EmpowerHome Team",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 78.3,
      "market_authority_score": 78.3,
      "consumer_authority_score": 78.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.6,
      "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": 88050000.0,
      "sales_transactions_public": 186,
      "review_count_public": 543,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://empowerhometeamcharlottenc.com/",
      "profile_url": "",
      "directory_profile_url": "directory/empowerhome-team-charlotte/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/empowerhome-team-charlotte-north-carolina-empowerhome-team/",
      "review_source_url": "https://reviews.birdeye.com/kristen-bernard-empowerhome-team-charlotte-166894239794618",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "88050000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/kristen-bernard-empowerhome-team-charlotte-166894239794618",
          "review_count": 543,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Clockwork Realty Group",
      "directory_slug": "clockwork-realty-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 77.8,
      "market_authority_score": 77.8,
      "consumer_authority_score": 77.8,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 142930000.0,
      "sales_transactions_public": 227,
      "review_count_public": 155,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://clockworkcarolinas.com/",
      "profile_url": "",
      "directory_profile_url": "directory/clockwork-realty-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/clockwork-realty-group-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/jobey-thomas-clockwork-realty-group-at-compass-169867824518668",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "142930000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/jobey-thomas-clockwork-realty-group-at-compass-169867824518668",
          "review_count": 155,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Liz Young",
      "directory_slug": "liz-young",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 77.5,
      "market_authority_score": 77.5,
      "consumer_authority_score": 77.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 29.0,
      "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": 16100000.000000002,
      "sales_transactions_public": 30,
      "review_count_public": 477,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lizyoung.remax.com/",
      "profile_url": "",
      "directory_profile_url": "directory/liz-young/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/liz-young-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/liz-young-227591",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16100000.000000002",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/liz-young-227591",
          "review_count": 477,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Lori Ivester Jackson",
      "directory_slug": "lori-ivester-jackson",
      "entity_type": "Individual",
      "brokerage": "Ivester Jackson | Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 76.9,
      "market_authority_score": 76.9,
      "consumer_authority_score": 76.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 92270000.0,
      "sales_transactions_public": 29,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lorijackson.ivesterjackson.com/",
      "profile_url": "",
      "directory_profile_url": "directory/lori-ivester-jackson/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/lori-ivester-jackson-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/lori-ivester-jackson-193455",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "92270000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/lori-ivester-jackson-193455",
          "review_count": 46,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Tiffany White",
      "directory_slug": "tiffany-white",
      "entity_type": "Individual",
      "brokerage": "Corcoran HM Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 76.9,
      "market_authority_score": 76.9,
      "consumer_authority_score": 76.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 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": 42930000.0,
      "sales_transactions_public": 48,
      "review_count_public": 54,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://hmproperties.com/agent-details.cfm?AgentID=726",
      "profile_url": "",
      "directory_profile_url": "directory/tiffany-white/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/tiffany-white-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/tiffany-3486485",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "42930000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/tiffany-3486485",
          "review_count": 54,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Ben Bowen",
      "directory_slug": "ben-bowen",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 76.1,
      "market_authority_score": 76.1,
      "consumer_authority_score": 76.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.6,
      "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": 66110000.0,
      "sales_transactions_public": 29,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://app.sir.com/sirbenbowen",
      "profile_url": "",
      "directory_profile_url": "directory/ben-bowen/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/ben-bowen-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/ben-bowen-321648",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "66110000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/ben-bowen-321648",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Bobby Sisk",
      "directory_slug": "bobby-sisk",
      "entity_type": "Individual",
      "brokerage": "Nestlewood Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 75.3,
      "market_authority_score": 75.3,
      "consumer_authority_score": 75.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 84400000.0,
      "sales_transactions_public": 113,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://bobbysisk.com",
      "profile_url": "",
      "directory_profile_url": "directory/bobby-sisk/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/bobby-sisk-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/bobby-6094872",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "84400000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/bobby-6094872",
          "review_count": 46,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Melissa Zimmerman",
      "directory_slug": "melissa-zimmerman",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 75.3,
      "market_authority_score": 75.3,
      "consumer_authority_score": 75.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 21250000.0,
      "sales_transactions_public": 35,
      "review_count_public": 121,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://melissazimmermanrealtor.com/",
      "profile_url": "",
      "directory_profile_url": "directory/melissa-zimmerman/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/melissa-zimmerman-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/melissa-zimmerman-78461/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "21250000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "FastExpert",
          "url": "https://www.fastexpert.com/agents/melissa-zimmerman-78461/",
          "review_count": 121,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Amy Baker",
      "directory_slug": "amy-baker",
      "entity_type": "Individual",
      "brokerage": "Howard Hanna Allen Tate Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 74.1,
      "market_authority_score": 74.1,
      "consumer_authority_score": 74.1,
      "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": 18410000.0,
      "sales_transactions_public": 35,
      "review_count_public": 114,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://amybaker.allentate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/amy-baker/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/amy-baker-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/amy-baker-16556/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "18410000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "FastExpert",
          "url": "https://www.fastexpert.com/agents/amy-baker-16556/",
          "review_count": 114,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Madalyn Hull",
      "directory_slug": "madalyn-hull",
      "entity_type": "Individual",
      "brokerage": "Corcoran HM Properties",
      "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": 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": 31060000.0,
      "sales_transactions_public": 35,
      "review_count_public": 73,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.corcoran.com/real-estate-agents/detail/agent/madalyn-hull/9665",
      "profile_url": "",
      "directory_profile_url": "directory/madalyn-hull/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/madalyn-hull-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/madalyn-3501457",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "31060000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/madalyn-3501457",
          "review_count": 73,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Pridemore Properties",
      "directory_slug": "pridemore-properties",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 70.9,
      "market_authority_score": 70.9,
      "consumer_authority_score": 70.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 206330000.0,
      "sales_transactions_public": 276,
      "review_count_public": 54,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://pridemoreproperties.com/",
      "profile_url": "",
      "directory_profile_url": "directory/pridemore-properties/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/pridemore-properties-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/mike-hege-realtor-huntersville-charlotte-nc-pridemore-properties-at-compass-165240272002956",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "206330000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/mike-hege-realtor-huntersville-charlotte-nc-pridemore-properties-at-compass-165240272002956",
          "review_count": 54,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Aubrey Grier",
      "directory_slug": "aubrey-grier",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 69.7,
      "market_authority_score": 69.7,
      "consumer_authority_score": 69.7,
      "authority_band": "Established public proof",
      "ai_visibility_score": 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": 52890000.0,
      "sales_transactions_public": 36,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://aubreygrier.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/aubrey-grier/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/aubrey-grier-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/aubrey-grier-19551",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "52890000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/aubrey-grier-19551",
          "review_count": 45,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Finigan Group",
      "directory_slug": "the-finigan-group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 68.0,
      "market_authority_score": 68.0,
      "consumer_authority_score": 68.0,
      "authority_band": "Established public proof",
      "ai_visibility_score": 44.8,
      "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": 55910000.0,
      "sales_transactions_public": 101,
      "review_count_public": 236,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thefinigangroup.com",
      "profile_url": "",
      "directory_profile_url": "directory/the-finigan-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-finigan-group-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/josh-finigan-the-finigan-group-exp-realty-170333621058025",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "55910000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/josh-finigan-the-finigan-group-exp-realty-170333621058025",
          "review_count": 236,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Andy Bovender Team",
      "directory_slug": "andy-bovender-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 67.6,
      "market_authority_score": 67.6,
      "consumer_authority_score": 67.6,
      "authority_band": "Established public proof",
      "ai_visibility_score": 44.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 6,
      "ai_citation_rate": 0.5,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 280490000.0,
      "sales_transactions_public": 382,
      "review_count_public": 40,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://bovenderteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/andy-bovender-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/andy-bovender-team-north-carolina-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/andy-bovender-40151/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "280490000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "FastExpert",
          "url": "https://www.fastexpert.com/agents/andy-bovender-40151/",
          "review_count": 40,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Michelle Powers",
      "directory_slug": "michelle-powers",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 66.2,
      "market_authority_score": 66.2,
      "consumer_authority_score": 66.2,
      "authority_band": "Established public proof",
      "ai_visibility_score": 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": 16420000.000000002,
      "sales_transactions_public": 31,
      "review_count_public": 84,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/michelle-powers",
      "profile_url": "",
      "directory_profile_url": "directory/michelle-powers/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/michelle-powers-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/michelle-powers/reviews",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16420000.000000002",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "redfin.com",
          "url": "https://www.redfin.com/real-estate-agents/michelle-powers/reviews",
          "review_count": 84,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Laura Werb",
      "directory_slug": "laura-werb",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 62.1,
      "market_authority_score": 62.1,
      "consumer_authority_score": 62.1,
      "authority_band": "Established public proof",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 24960000.0,
      "sales_transactions_public": 40,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.loverealestatenc.com/",
      "profile_url": "",
      "directory_profile_url": "directory/laura-werb/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/laura-werb-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/laura-werb-192208",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "24960000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/laura-werb-192208",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Roger Berrey",
      "directory_slug": "roger-berrey",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.9,
      "market_authority_score": 61.9,
      "consumer_authority_score": 61.9,
      "authority_band": "Established public proof",
      "ai_visibility_score": 25.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 47420000.0,
      "sales_transactions_public": 26,
      "review_count_public": 27,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://rogerberrey.com/",
      "profile_url": "",
      "directory_profile_url": "directory/roger-berrey/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/roger-berrey-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/roger-berrey-34265/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "47420000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "FastExpert",
          "url": "https://www.fastexpert.com/agents/roger-berrey-34265/",
          "review_count": 27,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Vantage Realty Professionals",
      "directory_slug": "vantage-realty-professionals",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.2,
      "market_authority_score": 61.2,
      "consumer_authority_score": 61.2,
      "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": 43330000.0,
      "sales_transactions_public": 67,
      "review_count_public": 102,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.vantagerealtypros.com",
      "profile_url": "",
      "directory_profile_url": "directory/vantage-realty-professionals/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/vantage-realty-professionals-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/vantage-realty-professionals-at-keller-williams-southpark-164846286313971",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "43330000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/vantage-realty-professionals-at-keller-williams-southpark-164846286313971",
          "review_count": 102,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Wilson & Company",
      "directory_slug": "wilson-company",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 60.8,
      "market_authority_score": 60.8,
      "consumer_authority_score": 60.8,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 24840000.0,
      "sales_transactions_public": 63,
      "review_count_public": 103,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.wilsoncrg.com",
      "profile_url": "",
      "directory_profile_url": "directory/wilson-company/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/wilson-company-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/wilson-co-realty-group-169832862030230",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "24840000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/wilson-co-realty-group-169832862030230",
          "review_count": 103,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Trulane Group powered by PLACE",
      "directory_slug": "the-trulane-group-powered-by-place",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 60.4,
      "market_authority_score": 60.4,
      "consumer_authority_score": 60.4,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 35850000.0,
      "sales_transactions_public": 62,
      "review_count_public": 108,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thetrulanegroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-trulane-group-powered-by-place/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-trulane-group-powered-by-place-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/the-trulane-group-brokered-by-exp-realty-164904473509796",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "35850000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-trulane-group-brokered-by-exp-realty-164904473509796",
          "review_count": 108,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Megan Despard",
      "directory_slug": "megan-despard",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 57.8,
      "market_authority_score": 57.8,
      "consumer_authority_score": 57.8,
      "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": 16370000.000000002,
      "sales_transactions_public": 26,
      "review_count_public": 65,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://megandespard.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/megan-despard/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/megan-despard-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/megan-despard-152712",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16370000.000000002",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/megan-despard-152712",
          "review_count": 65,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Boykin Property Group",
      "directory_slug": "boykin-property-group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 57.0,
      "market_authority_score": 57.0,
      "consumer_authority_score": 57.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 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": 42440000.0,
      "sales_transactions_public": 58,
      "review_count_public": 77,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://boykinpropertygroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/boykin-property-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/boykin-property-group-south-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/boykin-property-group-at-exp-realty-165247847783821",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "42440000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/boykin-property-group-at-exp-realty-165247847783821",
          "review_count": 77,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Sherry George",
      "directory_slug": "sherry-george",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 56.1,
      "market_authority_score": 56.1,
      "consumer_authority_score": 56.1,
      "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": 23360000.0,
      "sales_transactions_public": 20,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://sherrygeorge.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/sherry-george/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/sherry-george-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/sherry-george-19506",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "23360000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/sherry-george-19506",
          "review_count": 46,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Marzia Mazzotti",
      "directory_slug": "marzia-mazzotti",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 56.0,
      "market_authority_score": 56.0,
      "consumer_authority_score": 56.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.9,
      "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": 16500000.0,
      "sales_transactions_public": 13,
      "review_count_public": 92,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lakenormanmarzia.com/about",
      "profile_url": "",
      "directory_profile_url": "directory/marzia-mazzotti/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/marzia-mazzotti-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/marzia-mazzotti-253201",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16500000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/marzia-mazzotti-253201",
          "review_count": 92,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Meghan Lluberas",
      "directory_slug": "meghan-lluberas",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 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": 25310000.0,
      "sales_transactions_public": 12,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://meghanlluberas.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/meghan-lluberas/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/meghan-lluberas-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/meghan-lluberas-19510",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25310000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/meghan-lluberas-19510",
          "review_count": 29,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Sarah Curme",
      "directory_slug": "sarah-curme",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 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": 25910000.0,
      "sales_transactions_public": 13,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://sarahcurme.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/sarah-curme/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/sarah-curme-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/sarah-curme-19563",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25910000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/sarah-curme-19563",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Scarlett Property Group",
      "directory_slug": "scarlett-property-group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 54.4,
      "market_authority_score": 54.4,
      "consumer_authority_score": 54.4,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.9,
      "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": 33690000.0,
      "sales_transactions_public": 62,
      "review_count_public": 92,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://scarlettpropertygroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/scarlett-property-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/scarlett-property-group-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/scarlett-property-group-at-exp-realty-164842689526448",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "33690000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/scarlett-property-group-at-exp-realty-164842689526448",
          "review_count": 92,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Bonnie Stroup Tcherkezian",
      "directory_slug": "bonnie-stroup-tcherkezian",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 54.2,
      "market_authority_score": 54.2,
      "consumer_authority_score": 54.2,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 16100000.000000002,
      "sales_transactions_public": 23,
      "review_count_public": 61,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://bonniestrouptcherkezian.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/bonnie-stroup-tcherkezian/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/bonnie-stroup-tcherkezian-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/bonnie-stroup-tcherkezian-134177",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16100000.000000002",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/bonnie-stroup-tcherkezian-134177",
          "review_count": 61,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Belcher Group",
      "directory_slug": "the-belcher-group",
      "entity_type": "Team",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 54.2,
      "market_authority_score": 54.2,
      "consumer_authority_score": 54.2,
      "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": 33940000.0,
      "sales_transactions_public": 63,
      "review_count_public": 75,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.allcarolinahomes.com/about",
      "profile_url": "",
      "directory_profile_url": "directory/the-belcher-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-belcher-group-north-carolina-remax-executive/",
      "review_source_url": "https://reviews.birdeye.com/brian-belcher-the-belcher-group-re-max-executive-164842429185025",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "33940000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/brian-belcher-the-belcher-group-re-max-executive-164842429185025",
          "review_count": 75,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Michelle Rhyne",
      "directory_slug": "michelle-rhyne",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 51.7,
      "market_authority_score": 51.7,
      "consumer_authority_score": 51.7,
      "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": 17820000.0,
      "sales_transactions_public": 19,
      "review_count_public": 52,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://app.sir.com/sirmichellerhyne",
      "profile_url": "",
      "directory_profile_url": "directory/michelle-rhyne/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/michelle-rhyne-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/michelle-rhyne-253251",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "17820000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/michelle-rhyne-253251",
          "review_count": 52,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Carol Davis",
      "directory_slug": "carol-davis",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "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": 25.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 19090000.0,
      "sales_transactions_public": 11,
      "review_count_public": 33,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://caroldavis.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/carol-davis/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/carol-davis-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/carol-davis-101730",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "19090000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/carol-davis-101730",
          "review_count": 33,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Lake Wylie Man",
      "directory_slug": "the-lake-wylie-man",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 48.1,
      "market_authority_score": 48.1,
      "consumer_authority_score": 48.1,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 40.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 2,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 25320000.0,
      "sales_transactions_public": 26,
      "review_count_public": 59,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://thelakewylieman.com/home",
      "profile_url": "",
      "directory_profile_url": "directory/the-lake-wylie-man/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-lake-wylie-man-south-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-lake-wylie-man-keller-williams-realty-165157367999751",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25320000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-lake-wylie-man-keller-williams-realty-165157367999751",
          "review_count": 59,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Pegg Properties",
      "directory_slug": "pegg-properties",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 41.6,
      "market_authority_score": 41.6,
      "consumer_authority_score": 41.6,
      "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": 19080000.0,
      "sales_transactions_public": 41,
      "review_count_public": 43,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.peggproperties.com/",
      "profile_url": "",
      "directory_profile_url": "directory/pegg-properties/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/pegg-properties-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/pegg-properties-164904431810019",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "19080000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/pegg-properties-164904431810019",
          "review_count": 43,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "David Upchurch Real Estate",
      "directory_slug": "david-upchurch-real-estate",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 41.2,
      "market_authority_score": 41.2,
      "consumer_authority_score": 41.2,
      "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": 19040000.0,
      "sales_transactions_public": 36,
      "review_count_public": 58,
      "average_rating_public": 4.6,
      "source_count": 3,
      "official_url": "https://davidupchurch.com/",
      "profile_url": "",
      "directory_profile_url": "directory/david-upchurch-real-estate/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/david-upchurch-real-estate-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/david-upchurch-real-estate-165026910680545",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "19040000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/david-upchurch-real-estate-165026910680545",
          "review_count": 58,
          "average_rating": 4.6
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "House of Krasnoff",
      "directory_slug": "house-of-krasnoff",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 40.9,
      "market_authority_score": 40.9,
      "consumer_authority_score": 40.9,
      "authority_band": "Production proof captured",
      "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": 17090000.0,
      "sales_transactions_public": 35,
      "review_count_public": 51,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.viewyorkcountyhomes.com/",
      "profile_url": "",
      "directory_profile_url": "directory/house-of-krasnoff/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/house-of-krasnoff-south-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/house-of-krasnoff-by-keller-williams-connected-169768523753661",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "17090000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/house-of-krasnoff-by-keller-williams-connected-169768523753661",
          "review_count": 51,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Boston Reid & Co",
      "directory_slug": "boston-reid-co",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 37.5,
      "market_authority_score": 37.5,
      "consumer_authority_score": 37.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 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": 19590000.0,
      "sales_transactions_public": 33,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://bostonreid.co/",
      "profile_url": "",
      "directory_profile_url": "directory/boston-reid-co/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/boston-reid-co-north-carolina-compass/",
      "review_source_url": "https://www.experience.com/reviews/boston-15102090",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "19590000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/boston-15102090",
          "review_count": 29,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Reside Realty",
      "directory_slug": "reside-realty",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 31.5,
      "market_authority_score": 31.5,
      "consumer_authority_score": 31.5,
      "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": 14760000.0,
      "sales_transactions_public": 29,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://residerealty.com/",
      "profile_url": "",
      "directory_profile_url": "directory/reside-realty/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/reside-realty-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/reside-realty-llc-156931523170612",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "14760000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/reside-realty-llc-156931523170612",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    }
  ],
  "qualified_directory": [
    {
      "market": "Charlotte",
      "name": "Nancy Braun",
      "directory_slug": "nancy-braun",
      "entity_type": "Individual",
      "brokerage": "Showcase Realty, LLC",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 95.6,
      "market_authority_score": 95.6,
      "consumer_authority_score": 95.6,
      "authority_band": "Market dominant",
      "ai_visibility_score": 40.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 43290000.0,
      "sales_transactions_public": 151,
      "review_count_public": 343,
      "average_rating_public": 4.72,
      "source_count": 3,
      "official_url": "https://showcaserealty.net/",
      "profile_url": "",
      "directory_profile_url": "directory/nancy-braun/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/nancy-braun-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/nancy-6103893",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "43290000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/nancy-6103893",
          "review_count": 343,
          "average_rating": 4.72
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Redbud Group",
      "directory_slug": "redbud-group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 94.9,
      "market_authority_score": 94.9,
      "consumer_authority_score": 94.9,
      "authority_band": "Market dominant",
      "ai_visibility_score": 45.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 0.5,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 358980000.0,
      "sales_transactions_public": 790,
      "review_count_public": 854,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://redbudgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/redbud-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/redbud-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/redbud-group-164806230726242",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "358980000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/redbud-group-164806230726242",
          "review_count": 854,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Premier Team",
      "directory_slug": "the-premier-team",
      "entity_type": "Team",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 93.7,
      "market_authority_score": 93.7,
      "consumer_authority_score": 93.7,
      "authority_band": "Market dominant",
      "ai_visibility_score": 46.9,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 4,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 377050000.0,
      "sales_transactions_public": 721,
      "review_count_public": 730,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://thepremierteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-premier-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-premier-team-north-carolina-remax-executive/",
      "review_source_url": "https://reviews.birdeye.com/the-premier-team-of-re-max-executive-164904596726666",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "377050000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-premier-team-of-re-max-executive-164904596726666",
          "review_count": 730,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Bala Sure",
      "directory_slug": "bala-sure",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 89.8,
      "market_authority_score": 89.8,
      "consumer_authority_score": 89.8,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 40.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 2,
      "ai_citation_rate": 0.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 45700000.0,
      "sales_transactions_public": 95,
      "review_count_public": 143,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://balasure.realtor/",
      "profile_url": "",
      "directory_profile_url": "directory/bala-sure/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/bala-sure-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/bala-sure-234410",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "45700000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/bala-sure-234410",
          "review_count": 143,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Lilliah Moseley",
      "directory_slug": "lilliah-moseley",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 87.9,
      "market_authority_score": 87.9,
      "consumer_authority_score": 87.9,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 27.9,
      "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": 23980000.0,
      "sales_transactions_public": 44,
      "review_count_public": 254,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/lilliah-moseley",
      "profile_url": "",
      "directory_profile_url": "directory/lilliah-moseley/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/lilliah-moseley-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/lilliah-moseley/reviews",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "23980000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "redfin.com",
          "url": "https://www.redfin.com/real-estate-agents/lilliah-moseley/reviews",
          "review_count": 254,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Stone Realty Group",
      "directory_slug": "stone-realty-group",
      "entity_type": "Team",
      "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 87.7,
      "market_authority_score": 87.7,
      "consumer_authority_score": 87.7,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 65.5,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 14,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 189140000.0,
      "sales_transactions_public": 326,
      "review_count_public": 811,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://mattstoneteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/stone-realty-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/stone-realty-group-north-carolina-conrad-klein-real-estate-inc-dba-stone-realty-group/",
      "review_source_url": "https://reviews.birdeye.com/charlotte-real-estate-matt-stone-team-165158095042971",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "189140000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/charlotte-real-estate-matt-stone-team-165158095042971",
          "review_count": 811,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Jay White Group",
      "directory_slug": "jay-white-group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 86.6,
      "market_authority_score": 86.6,
      "consumer_authority_score": 86.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 29.9,
      "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": 108170000.0,
      "sales_transactions_public": 224,
      "review_count_public": 912,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thejaywhiteteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/jay-white-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/jay-white-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/jay-white-group-powered-by-place-keller-williams-realty-169221695025160",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "108170000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/jay-white-group-powered-by-place-keller-williams-realty-169221695025160",
          "review_count": 912,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Stacey Sauls Group",
      "directory_slug": "the-stacey-sauls-group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 84.6,
      "market_authority_score": 84.6,
      "consumer_authority_score": 84.6,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 45.8,
      "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": 102060000.0,
      "sales_transactions_public": 181,
      "review_count_public": 952,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://thestaceysaulsgroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-stacey-sauls-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-stacey-sauls-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-stacey-sauls-group-at-keller-williams-169772752092869",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "102060000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-stacey-sauls-group-at-keller-williams-169772752092869",
          "review_count": 952,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Brian Rogers",
      "directory_slug": "brian-rogers",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 82.1,
      "market_authority_score": 82.1,
      "consumer_authority_score": 82.1,
      "authority_band": "Elite 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": 16629999.999999998,
      "sales_transactions_public": 37,
      "review_count_public": 166,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/brian-rogers",
      "profile_url": "",
      "directory_profile_url": "directory/brian-rogers/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/brian-rogers-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/brian-rogers/reviews",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16629999.999999998",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "redfin.com",
          "url": "https://www.redfin.com/real-estate-agents/brian-rogers/reviews",
          "review_count": 166,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "High Performance Real Estate Advisors",
      "directory_slug": "high-performance-real-estate-advisors",
      "entity_type": "Team",
      "brokerage": "Keller Williams Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 81.0,
      "market_authority_score": 81.0,
      "consumer_authority_score": 81.0,
      "authority_band": "Elite public proof",
      "ai_visibility_score": 43.6,
      "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": 64550000.0,
      "sales_transactions_public": 150,
      "review_count_public": 1285,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://highperformancerealestate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/high-performance-real-estate-advisors/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/high-performance-real-estate-advisors-north-carolina-keller-williams-realty/",
      "review_source_url": "https://reviews.birdeye.com/high-performance-real-estate-advisors-164904510401745",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "64550000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/high-performance-real-estate-advisors-164904510401745",
          "review_count": 1285,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Jill Moyer",
      "directory_slug": "jill-moyer",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 79.2,
      "market_authority_score": 79.2,
      "consumer_authority_score": 79.2,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 28.3,
      "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": 18690000.0,
      "sales_transactions_public": 32,
      "review_count_public": 352,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/jill-moyer",
      "profile_url": "",
      "directory_profile_url": "directory/jill-moyer/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/jill-moyer-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/jill-moyer/reviews",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "18690000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "redfin.com",
          "url": "https://www.redfin.com/real-estate-agents/jill-moyer/reviews",
          "review_count": 352,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Sarver Group",
      "directory_slug": "the-sarver-group",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 78.8,
      "market_authority_score": 78.8,
      "consumer_authority_score": 78.8,
      "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": 125760000.0,
      "sales_transactions_public": 174,
      "review_count_public": 307,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://thesarvergroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-sarver-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-sarver-group-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-sarver-group-164834934019594",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "125760000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-sarver-group-164834934019594",
          "review_count": 307,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "McAlpine Team",
      "directory_slug": "mcalpine-team",
      "entity_type": "Team",
      "brokerage": "REMAX Results",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 78.5,
      "market_authority_score": 78.5,
      "consumer_authority_score": 78.5,
      "authority_band": "Strong public proof",
      "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": 73040000.0,
      "sales_transactions_public": 192,
      "review_count_public": 299,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.mcalpineteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/mcalpine-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/mcalpine-team-north-carolina-remax-results/",
      "review_source_url": "https://reviews.birdeye.com/mcalpine-team-re-max-executive-lake-norman-real-estate-165236544573863",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "73040000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/mcalpine-team-re-max-executive-lake-norman-real-estate-165236544573863",
          "review_count": 299,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "EmpowerHome Team Charlotte",
      "directory_slug": "empowerhome-team-charlotte",
      "entity_type": "Team",
      "brokerage": "EmpowerHome Team",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 78.3,
      "market_authority_score": 78.3,
      "consumer_authority_score": 78.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 42.6,
      "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": 88050000.0,
      "sales_transactions_public": 186,
      "review_count_public": 543,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://empowerhometeamcharlottenc.com/",
      "profile_url": "",
      "directory_profile_url": "directory/empowerhome-team-charlotte/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/empowerhome-team-charlotte-north-carolina-empowerhome-team/",
      "review_source_url": "https://reviews.birdeye.com/kristen-bernard-empowerhome-team-charlotte-166894239794618",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "88050000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/kristen-bernard-empowerhome-team-charlotte-166894239794618",
          "review_count": 543,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Clockwork Realty Group",
      "directory_slug": "clockwork-realty-group",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 77.8,
      "market_authority_score": 77.8,
      "consumer_authority_score": 77.8,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 142930000.0,
      "sales_transactions_public": 227,
      "review_count_public": 155,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://clockworkcarolinas.com/",
      "profile_url": "",
      "directory_profile_url": "directory/clockwork-realty-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/clockwork-realty-group-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/jobey-thomas-clockwork-realty-group-at-compass-169867824518668",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "142930000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/jobey-thomas-clockwork-realty-group-at-compass-169867824518668",
          "review_count": 155,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Liz Young",
      "directory_slug": "liz-young",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 77.5,
      "market_authority_score": 77.5,
      "consumer_authority_score": 77.5,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 29.0,
      "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": 16100000.000000002,
      "sales_transactions_public": 30,
      "review_count_public": 477,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lizyoung.remax.com/",
      "profile_url": "",
      "directory_profile_url": "directory/liz-young/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/liz-young-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/liz-young-227591",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16100000.000000002",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/liz-young-227591",
          "review_count": 477,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Lori Ivester Jackson",
      "directory_slug": "lori-ivester-jackson",
      "entity_type": "Individual",
      "brokerage": "Ivester Jackson | Christie's International Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 76.9,
      "market_authority_score": 76.9,
      "consumer_authority_score": 76.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 92270000.0,
      "sales_transactions_public": 29,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lorijackson.ivesterjackson.com/",
      "profile_url": "",
      "directory_profile_url": "directory/lori-ivester-jackson/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/lori-ivester-jackson-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/lori-ivester-jackson-193455",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "92270000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/lori-ivester-jackson-193455",
          "review_count": 46,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Tiffany White",
      "directory_slug": "tiffany-white",
      "entity_type": "Individual",
      "brokerage": "Corcoran HM Properties",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 76.9,
      "market_authority_score": 76.9,
      "consumer_authority_score": 76.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 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": 42930000.0,
      "sales_transactions_public": 48,
      "review_count_public": 54,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://hmproperties.com/agent-details.cfm?AgentID=726",
      "profile_url": "",
      "directory_profile_url": "directory/tiffany-white/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/tiffany-white-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/tiffany-3486485",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "42930000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/tiffany-3486485",
          "review_count": 54,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Ben Bowen",
      "directory_slug": "ben-bowen",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 76.1,
      "market_authority_score": 76.1,
      "consumer_authority_score": 76.1,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 39.6,
      "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": 66110000.0,
      "sales_transactions_public": 29,
      "review_count_public": 48,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://app.sir.com/sirbenbowen",
      "profile_url": "",
      "directory_profile_url": "directory/ben-bowen/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/ben-bowen-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/ben-bowen-321648",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "66110000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/ben-bowen-321648",
          "review_count": 48,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Bobby Sisk",
      "directory_slug": "bobby-sisk",
      "entity_type": "Individual",
      "brokerage": "Nestlewood Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 75.3,
      "market_authority_score": 75.3,
      "consumer_authority_score": 75.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 84400000.0,
      "sales_transactions_public": 113,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://bobbysisk.com",
      "profile_url": "",
      "directory_profile_url": "directory/bobby-sisk/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/bobby-sisk-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/bobby-6094872",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "84400000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/bobby-6094872",
          "review_count": 46,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Melissa Zimmerman",
      "directory_slug": "melissa-zimmerman",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 75.3,
      "market_authority_score": 75.3,
      "consumer_authority_score": 75.3,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 27.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 21250000.0,
      "sales_transactions_public": 35,
      "review_count_public": 121,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://melissazimmermanrealtor.com/",
      "profile_url": "",
      "directory_profile_url": "directory/melissa-zimmerman/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/melissa-zimmerman-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/melissa-zimmerman-78461/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "21250000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "FastExpert",
          "url": "https://www.fastexpert.com/agents/melissa-zimmerman-78461/",
          "review_count": 121,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Amy Baker",
      "directory_slug": "amy-baker",
      "entity_type": "Individual",
      "brokerage": "Howard Hanna Allen Tate Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 74.1,
      "market_authority_score": 74.1,
      "consumer_authority_score": 74.1,
      "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": 18410000.0,
      "sales_transactions_public": 35,
      "review_count_public": 114,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://amybaker.allentate.com/",
      "profile_url": "",
      "directory_profile_url": "directory/amy-baker/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/amy-baker-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/amy-baker-16556/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "18410000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "FastExpert",
          "url": "https://www.fastexpert.com/agents/amy-baker-16556/",
          "review_count": 114,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Madalyn Hull",
      "directory_slug": "madalyn-hull",
      "entity_type": "Individual",
      "brokerage": "Corcoran HM Properties",
      "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": 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": 31060000.0,
      "sales_transactions_public": 35,
      "review_count_public": 73,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.corcoran.com/real-estate-agents/detail/agent/madalyn-hull/9665",
      "profile_url": "",
      "directory_profile_url": "directory/madalyn-hull/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/madalyn-hull-north-carolina/",
      "review_source_url": "https://www.experience.com/reviews/madalyn-3501457",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "31060000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/madalyn-3501457",
          "review_count": 73,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Pridemore Properties",
      "directory_slug": "pridemore-properties",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 70.9,
      "market_authority_score": 70.9,
      "consumer_authority_score": 70.9,
      "authority_band": "Strong public proof",
      "ai_visibility_score": 38.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 1,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 206330000.0,
      "sales_transactions_public": 276,
      "review_count_public": 54,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://pridemoreproperties.com/",
      "profile_url": "",
      "directory_profile_url": "directory/pridemore-properties/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/pridemore-properties-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/mike-hege-realtor-huntersville-charlotte-nc-pridemore-properties-at-compass-165240272002956",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "206330000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/mike-hege-realtor-huntersville-charlotte-nc-pridemore-properties-at-compass-165240272002956",
          "review_count": 54,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Aubrey Grier",
      "directory_slug": "aubrey-grier",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 69.7,
      "market_authority_score": 69.7,
      "consumer_authority_score": 69.7,
      "authority_band": "Established public proof",
      "ai_visibility_score": 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": 52890000.0,
      "sales_transactions_public": 36,
      "review_count_public": 45,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://aubreygrier.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/aubrey-grier/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/aubrey-grier-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/aubrey-grier-19551",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "52890000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/aubrey-grier-19551",
          "review_count": 45,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Finigan Group",
      "directory_slug": "the-finigan-group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 68.0,
      "market_authority_score": 68.0,
      "consumer_authority_score": 68.0,
      "authority_band": "Established public proof",
      "ai_visibility_score": 44.8,
      "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": 55910000.0,
      "sales_transactions_public": 101,
      "review_count_public": 236,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thefinigangroup.com",
      "profile_url": "",
      "directory_profile_url": "directory/the-finigan-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-finigan-group-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/josh-finigan-the-finigan-group-exp-realty-170333621058025",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "55910000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/josh-finigan-the-finigan-group-exp-realty-170333621058025",
          "review_count": 236,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Andy Bovender Team",
      "directory_slug": "andy-bovender-team",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 67.6,
      "market_authority_score": 67.6,
      "consumer_authority_score": 67.6,
      "authority_band": "Established public proof",
      "ai_visibility_score": 44.8,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 6,
      "ai_citation_rate": 0.5,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 280490000.0,
      "sales_transactions_public": 382,
      "review_count_public": 40,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://bovenderteam.com/",
      "profile_url": "",
      "directory_profile_url": "directory/andy-bovender-team/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/andy-bovender-team-north-carolina-compass/",
      "review_source_url": "https://www.fastexpert.com/agents/andy-bovender-40151/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "280490000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "FastExpert",
          "url": "https://www.fastexpert.com/agents/andy-bovender-40151/",
          "review_count": 40,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Michelle Powers",
      "directory_slug": "michelle-powers",
      "entity_type": "Individual",
      "brokerage": "Redfin",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 66.2,
      "market_authority_score": 66.2,
      "consumer_authority_score": 66.2,
      "authority_band": "Established public proof",
      "ai_visibility_score": 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": 16420000.000000002,
      "sales_transactions_public": 31,
      "review_count_public": 84,
      "average_rating_public": 4.8,
      "source_count": 3,
      "official_url": "https://www.redfin.com/real-estate-agents/michelle-powers",
      "profile_url": "",
      "directory_profile_url": "directory/michelle-powers/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/michelle-powers-north-carolina/",
      "review_source_url": "https://www.redfin.com/real-estate-agents/michelle-powers/reviews",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16420000.000000002",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "redfin.com",
          "url": "https://www.redfin.com/real-estate-agents/michelle-powers/reviews",
          "review_count": 84,
          "average_rating": 4.8
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Laura Werb",
      "directory_slug": "laura-werb",
      "entity_type": "Individual",
      "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 62.1,
      "market_authority_score": 62.1,
      "consumer_authority_score": 62.1,
      "authority_band": "Established public proof",
      "ai_visibility_score": 25.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 24960000.0,
      "sales_transactions_public": 40,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.loverealestatenc.com/",
      "profile_url": "",
      "directory_profile_url": "directory/laura-werb/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/laura-werb-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/laura-werb-192208",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "24960000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/laura-werb-192208",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Roger Berrey",
      "directory_slug": "roger-berrey",
      "entity_type": "Individual",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.9,
      "market_authority_score": 61.9,
      "consumer_authority_score": 61.9,
      "authority_band": "Established public proof",
      "ai_visibility_score": 25.3,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 47420000.0,
      "sales_transactions_public": 26,
      "review_count_public": 27,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://rogerberrey.com/",
      "profile_url": "",
      "directory_profile_url": "directory/roger-berrey/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/roger-berrey-north-carolina/",
      "review_source_url": "https://www.fastexpert.com/agents/roger-berrey-34265/",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "47420000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "FastExpert",
          "url": "https://www.fastexpert.com/agents/roger-berrey-34265/",
          "review_count": 27,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Vantage Realty Professionals",
      "directory_slug": "vantage-realty-professionals",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 61.2,
      "market_authority_score": 61.2,
      "consumer_authority_score": 61.2,
      "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": 43330000.0,
      "sales_transactions_public": 67,
      "review_count_public": 102,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.vantagerealtypros.com",
      "profile_url": "",
      "directory_profile_url": "directory/vantage-realty-professionals/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/vantage-realty-professionals-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/vantage-realty-professionals-at-keller-williams-southpark-164846286313971",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "43330000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/vantage-realty-professionals-at-keller-williams-southpark-164846286313971",
          "review_count": 102,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Wilson & Company",
      "directory_slug": "wilson-company",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 60.8,
      "market_authority_score": 60.8,
      "consumer_authority_score": 60.8,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 24840000.0,
      "sales_transactions_public": 63,
      "review_count_public": 103,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.wilsoncrg.com",
      "profile_url": "",
      "directory_profile_url": "directory/wilson-company/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/wilson-company-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/wilson-co-realty-group-169832862030230",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "24840000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/wilson-co-realty-group-169832862030230",
          "review_count": 103,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Trulane Group powered by PLACE",
      "directory_slug": "the-trulane-group-powered-by-place",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 60.4,
      "market_authority_score": 60.4,
      "consumer_authority_score": 60.4,
      "authority_band": "Established public proof",
      "ai_visibility_score": 27.1,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 35850000.0,
      "sales_transactions_public": 62,
      "review_count_public": 108,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.thetrulanegroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/the-trulane-group-powered-by-place/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-trulane-group-powered-by-place-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/the-trulane-group-brokered-by-exp-realty-164904473509796",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "35850000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-trulane-group-brokered-by-exp-realty-164904473509796",
          "review_count": 108,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Megan Despard",
      "directory_slug": "megan-despard",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 57.8,
      "market_authority_score": 57.8,
      "consumer_authority_score": 57.8,
      "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": 16370000.000000002,
      "sales_transactions_public": 26,
      "review_count_public": 65,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://megandespard.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/megan-despard/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/megan-despard-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/megan-despard-152712",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16370000.000000002",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/megan-despard-152712",
          "review_count": 65,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Boykin Property Group",
      "directory_slug": "boykin-property-group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 57.0,
      "market_authority_score": 57.0,
      "consumer_authority_score": 57.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 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": 42440000.0,
      "sales_transactions_public": 58,
      "review_count_public": 77,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://boykinpropertygroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/boykin-property-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/boykin-property-group-south-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/boykin-property-group-at-exp-realty-165247847783821",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "42440000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/boykin-property-group-at-exp-realty-165247847783821",
          "review_count": 77,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Sherry George",
      "directory_slug": "sherry-george",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 56.1,
      "market_authority_score": 56.1,
      "consumer_authority_score": 56.1,
      "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": 23360000.0,
      "sales_transactions_public": 20,
      "review_count_public": 46,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://sherrygeorge.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/sherry-george/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/sherry-george-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/sherry-george-19506",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "23360000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/sherry-george-19506",
          "review_count": 46,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Marzia Mazzotti",
      "directory_slug": "marzia-mazzotti",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 56.0,
      "market_authority_score": 56.0,
      "consumer_authority_score": 56.0,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.9,
      "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": 16500000.0,
      "sales_transactions_public": 13,
      "review_count_public": 92,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://lakenormanmarzia.com/about",
      "profile_url": "",
      "directory_profile_url": "directory/marzia-mazzotti/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/marzia-mazzotti-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/marzia-mazzotti-253201",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16500000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/marzia-mazzotti-253201",
          "review_count": 92,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Meghan Lluberas",
      "directory_slug": "meghan-lluberas",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 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": 25310000.0,
      "sales_transactions_public": 12,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://meghanlluberas.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/meghan-lluberas/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/meghan-lluberas-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/meghan-lluberas-19510",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25310000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/meghan-lluberas-19510",
          "review_count": 29,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Sarah Curme",
      "directory_slug": "sarah-curme",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "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": 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": 25910000.0,
      "sales_transactions_public": 13,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://sarahcurme.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/sarah-curme/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/sarah-curme-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/sarah-curme-19563",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25910000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/sarah-curme-19563",
          "review_count": 28,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Scarlett Property Group",
      "directory_slug": "scarlett-property-group",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 54.4,
      "market_authority_score": 54.4,
      "consumer_authority_score": 54.4,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.9,
      "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": 33690000.0,
      "sales_transactions_public": 62,
      "review_count_public": 92,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://scarlettpropertygroup.com/",
      "profile_url": "",
      "directory_profile_url": "directory/scarlett-property-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/scarlett-property-group-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/scarlett-property-group-at-exp-realty-164842689526448",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "33690000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/scarlett-property-group-at-exp-realty-164842689526448",
          "review_count": 92,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Bonnie Stroup Tcherkezian",
      "directory_slug": "bonnie-stroup-tcherkezian",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 54.2,
      "market_authority_score": 54.2,
      "consumer_authority_score": 54.2,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 26.4,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 16100000.000000002,
      "sales_transactions_public": 23,
      "review_count_public": 61,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://bonniestrouptcherkezian.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/bonnie-stroup-tcherkezian/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/bonnie-stroup-tcherkezian-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/bonnie-stroup-tcherkezian-134177",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "16100000.000000002",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/bonnie-stroup-tcherkezian-134177",
          "review_count": 61,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Belcher Group",
      "directory_slug": "the-belcher-group",
      "entity_type": "Team",
      "brokerage": "REMAX Executive",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 54.2,
      "market_authority_score": 54.2,
      "consumer_authority_score": 54.2,
      "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": 33940000.0,
      "sales_transactions_public": 63,
      "review_count_public": 75,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.allcarolinahomes.com/about",
      "profile_url": "",
      "directory_profile_url": "directory/the-belcher-group/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-belcher-group-north-carolina-remax-executive/",
      "review_source_url": "https://reviews.birdeye.com/brian-belcher-the-belcher-group-re-max-executive-164842429185025",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "33940000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/brian-belcher-the-belcher-group-re-max-executive-164842429185025",
          "review_count": 75,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Michelle Rhyne",
      "directory_slug": "michelle-rhyne",
      "entity_type": "Individual",
      "brokerage": "Premier Sotheby's International Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 51.7,
      "market_authority_score": 51.7,
      "consumer_authority_score": 51.7,
      "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": 17820000.0,
      "sales_transactions_public": 19,
      "review_count_public": 52,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://app.sir.com/sirmichellerhyne",
      "profile_url": "",
      "directory_profile_url": "directory/michelle-rhyne/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/michelle-rhyne-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/michelle-rhyne-253251",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "17820000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/michelle-rhyne-253251",
          "review_count": 52,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Carol Davis",
      "directory_slug": "carol-davis",
      "entity_type": "Individual",
      "brokerage": "Dickens Mitchener Residential Real Estate",
      "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": 25.6,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 0,
      "ai_citation_rate": null,
      "entity_clarity_rate": null,
      "sales_volume_public": 19090000.0,
      "sales_transactions_public": 11,
      "review_count_public": 33,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://caroldavis.dickensmitchener.com",
      "profile_url": "",
      "directory_profile_url": "directory/carol-davis/index.html",
      "production_source_url": "https://www.realtrends.com/agent-profile/carol-davis-north-carolina/",
      "review_source_url": "https://directory.testimonialtree.com/profiles/carol-davis-101730",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "19090000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "directory.testimonialtree.com",
          "url": "https://directory.testimonialtree.com/profiles/carol-davis-101730",
          "review_count": 33,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "The Lake Wylie Man",
      "directory_slug": "the-lake-wylie-man",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 48.1,
      "market_authority_score": 48.1,
      "consumer_authority_score": 48.1,
      "authority_band": "Source-backed candidate",
      "ai_visibility_score": 40.2,
      "ai_visibility_evidence": "Measured",
      "ai_answer_test_count": 32,
      "ai_answer_mention_count": 2,
      "ai_citation_rate": 1.0,
      "entity_clarity_rate": 1.0,
      "sales_volume_public": 25320000.0,
      "sales_transactions_public": 26,
      "review_count_public": 59,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://thelakewylieman.com/home",
      "profile_url": "",
      "directory_profile_url": "directory/the-lake-wylie-man/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/the-lake-wylie-man-south-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/the-lake-wylie-man-keller-williams-realty-165157367999751",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "25320000.0",
      "v2_direct_capture_status": "observed",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/the-lake-wylie-man-keller-williams-realty-165157367999751",
          "review_count": 59,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Pegg Properties",
      "directory_slug": "pegg-properties",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 41.6,
      "market_authority_score": 41.6,
      "consumer_authority_score": 41.6,
      "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": 19080000.0,
      "sales_transactions_public": 41,
      "review_count_public": 43,
      "average_rating_public": 4.9,
      "source_count": 3,
      "official_url": "https://www.peggproperties.com/",
      "profile_url": "",
      "directory_profile_url": "directory/pegg-properties/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/pegg-properties-north-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/pegg-properties-164904431810019",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "19080000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/pegg-properties-164904431810019",
          "review_count": 43,
          "average_rating": 4.9
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "David Upchurch Real Estate",
      "directory_slug": "david-upchurch-real-estate",
      "entity_type": "Team",
      "brokerage": "eXp Realty",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 41.2,
      "market_authority_score": 41.2,
      "consumer_authority_score": 41.2,
      "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": 19040000.0,
      "sales_transactions_public": 36,
      "review_count_public": 58,
      "average_rating_public": 4.6,
      "source_count": 3,
      "official_url": "https://davidupchurch.com/",
      "profile_url": "",
      "directory_profile_url": "directory/david-upchurch-real-estate/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/david-upchurch-real-estate-north-carolina-exp-realty/",
      "review_source_url": "https://reviews.birdeye.com/david-upchurch-real-estate-165026910680545",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "19040000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/david-upchurch-real-estate-165026910680545",
          "review_count": 58,
          "average_rating": 4.6
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "House of Krasnoff",
      "directory_slug": "house-of-krasnoff",
      "entity_type": "Team",
      "brokerage": "Keller Williams",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 40.9,
      "market_authority_score": 40.9,
      "consumer_authority_score": 40.9,
      "authority_band": "Production proof captured",
      "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": 17090000.0,
      "sales_transactions_public": 35,
      "review_count_public": 51,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://www.viewyorkcountyhomes.com/",
      "profile_url": "",
      "directory_profile_url": "directory/house-of-krasnoff/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/house-of-krasnoff-south-carolina-keller-williams/",
      "review_source_url": "https://reviews.birdeye.com/house-of-krasnoff-by-keller-williams-connected-169768523753661",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "17090000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/house-of-krasnoff-by-keller-williams-connected-169768523753661",
          "review_count": 51,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Boston Reid & Co",
      "directory_slug": "boston-reid-co",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 37.5,
      "market_authority_score": 37.5,
      "consumer_authority_score": 37.5,
      "authority_band": "Production proof captured",
      "ai_visibility_score": 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": 19590000.0,
      "sales_transactions_public": 33,
      "review_count_public": 29,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://bostonreid.co/",
      "profile_url": "",
      "directory_profile_url": "directory/boston-reid-co/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/boston-reid-co-north-carolina-compass/",
      "review_source_url": "https://www.experience.com/reviews/boston-15102090",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "19590000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Experience.com",
          "url": "https://www.experience.com/reviews/boston-15102090",
          "review_count": 29,
          "average_rating": 5.0
        }
      ]
    },
    {
      "market": "Charlotte",
      "name": "Reside Realty",
      "directory_slug": "reside-realty",
      "entity_type": "Team",
      "brokerage": "Compass",
      "brokerage_freshness_source_url": "",
      "brokerage_freshness_note": "",
      "directory_status": "ai_scored",
      "display_status": "Source-backed directory",
      "score": 31.5,
      "market_authority_score": 31.5,
      "consumer_authority_score": 31.5,
      "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": 14760000.0,
      "sales_transactions_public": 29,
      "review_count_public": 28,
      "average_rating_public": 5.0,
      "source_count": 3,
      "official_url": "https://residerealty.com/",
      "profile_url": "",
      "directory_profile_url": "directory/reside-realty/index.html",
      "production_source_url": "https://www.realtrends.com/team-profile/reside-realty-north-carolina-compass/",
      "review_source_url": "https://reviews.birdeye.com/reside-realty-llc-156931523170612",
      "public_display_tier": "directory",
      "v3_trust_gate": "pass",
      "production_metric_type": "sales_volume",
      "production_metric_value": "14760000.0",
      "v2_direct_capture_status": "measured_absent",
      "v2_ai_coverage": "direct_measured",
      "ai_capture_run": "web-grounded-panel-primary4-2026-08-08",
      "review_sources": [
        {
          "label": "Birdeye",
          "url": "https://reviews.birdeye.com/reside-realty-llc-156931523170612",
          "review_count": 28,
          "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": "Nancy Braun",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Showcase Realty, LLC",
          "consumer_authority_score": 95.6,
          "authority_band": "Market dominant",
          "ai_visibility_score": 40.2,
          "sales_volume_public": 43290000.0,
          "sales_transactions_public": 151,
          "review_count_public": 343,
          "average_rating_public": 4.72,
          "profile_url": "directory/nancy-braun/index.html"
        },
        {
          "rank": 2,
          "name": "Redbud Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 94.9,
          "authority_band": "Market dominant",
          "ai_visibility_score": 45.9,
          "sales_volume_public": 358980000.0,
          "sales_transactions_public": 790,
          "review_count_public": 854,
          "average_rating_public": 4.9,
          "profile_url": "directory/redbud-group/index.html"
        },
        {
          "rank": 3,
          "name": "The Premier Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 93.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 46.9,
          "sales_volume_public": 377050000.0,
          "sales_transactions_public": 721,
          "review_count_public": 730,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-premier-team/index.html"
        },
        {
          "rank": 4,
          "name": "Bala Sure",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 89.8,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 40.1,
          "sales_volume_public": 45700000.0,
          "sales_transactions_public": 95,
          "review_count_public": 143,
          "average_rating_public": 5.0,
          "profile_url": "directory/bala-sure/index.html"
        },
        {
          "rank": 5,
          "name": "Lilliah Moseley",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 87.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.9,
          "sales_volume_public": 23980000.0,
          "sales_transactions_public": 44,
          "review_count_public": 254,
          "average_rating_public": 4.8,
          "profile_url": "directory/lilliah-moseley/index.html"
        },
        {
          "rank": 6,
          "name": "Stone Realty Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
          "consumer_authority_score": 87.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 65.5,
          "sales_volume_public": 189140000.0,
          "sales_transactions_public": 326,
          "review_count_public": 811,
          "average_rating_public": 4.9,
          "profile_url": "directory/stone-realty-group/index.html"
        },
        {
          "rank": 7,
          "name": "Jay White Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 86.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.9,
          "sales_volume_public": 108170000.0,
          "sales_transactions_public": 224,
          "review_count_public": 912,
          "average_rating_public": 5.0,
          "profile_url": "directory/jay-white-group/index.html"
        },
        {
          "rank": 8,
          "name": "The Stacey Sauls Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 45.8,
          "sales_volume_public": 102060000.0,
          "sales_transactions_public": 181,
          "review_count_public": 952,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-stacey-sauls-group/index.html"
        },
        {
          "rank": 9,
          "name": "Brian Rogers",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 82.1,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 16629999.999999998,
          "sales_transactions_public": 37,
          "review_count_public": 166,
          "average_rating_public": 4.8,
          "profile_url": "directory/brian-rogers/index.html"
        },
        {
          "rank": 10,
          "name": "High Performance Real Estate Advisors",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams Realty",
          "consumer_authority_score": 81.0,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 43.6,
          "sales_volume_public": 64550000.0,
          "sales_transactions_public": 150,
          "review_count_public": 1285,
          "average_rating_public": 5.0,
          "profile_url": "directory/high-performance-real-estate-advisors/index.html"
        },
        {
          "rank": 11,
          "name": "Jill Moyer",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 79.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 18690000.0,
          "sales_transactions_public": 32,
          "review_count_public": 352,
          "average_rating_public": 4.8,
          "profile_url": "directory/jill-moyer/index.html"
        },
        {
          "rank": 12,
          "name": "The Sarver Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 78.8,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 125760000.0,
          "sales_transactions_public": 174,
          "review_count_public": 307,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-sarver-group/index.html"
        },
        {
          "rank": 13,
          "name": "McAlpine Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Results",
          "consumer_authority_score": 78.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 73040000.0,
          "sales_transactions_public": 192,
          "review_count_public": 299,
          "average_rating_public": 5.0,
          "profile_url": "directory/mcalpine-team/index.html"
        },
        {
          "rank": 14,
          "name": "EmpowerHome Team Charlotte",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "EmpowerHome Team",
          "consumer_authority_score": 78.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.6,
          "sales_volume_public": 88050000.0,
          "sales_transactions_public": 186,
          "review_count_public": 543,
          "average_rating_public": 4.9,
          "profile_url": "directory/empowerhome-team-charlotte/index.html"
        },
        {
          "rank": 15,
          "name": "Clockwork Realty Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 77.8,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 39.6,
          "sales_volume_public": 142930000.0,
          "sales_transactions_public": 227,
          "review_count_public": 155,
          "average_rating_public": 5.0,
          "profile_url": "directory/clockwork-realty-group/index.html"
        },
        {
          "rank": 16,
          "name": "Liz Young",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 77.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 29.0,
          "sales_volume_public": 16100000.000000002,
          "sales_transactions_public": 30,
          "review_count_public": 477,
          "average_rating_public": 5.0,
          "profile_url": "directory/liz-young/index.html"
        },
        {
          "rank": 17,
          "name": "Lori Ivester Jackson",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Ivester Jackson | Christie's International Real Estate",
          "consumer_authority_score": 76.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.4,
          "sales_volume_public": 92270000.0,
          "sales_transactions_public": 29,
          "review_count_public": 46,
          "average_rating_public": 5.0,
          "profile_url": "directory/lori-ivester-jackson/index.html"
        },
        {
          "rank": 18,
          "name": "Tiffany White",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Corcoran HM Properties",
          "consumer_authority_score": 76.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.2,
          "sales_volume_public": 42930000.0,
          "sales_transactions_public": 48,
          "review_count_public": 54,
          "average_rating_public": 5.0,
          "profile_url": "directory/tiffany-white/index.html"
        },
        {
          "rank": 19,
          "name": "Ben Bowen",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Premier Sotheby's International Realty",
          "consumer_authority_score": 76.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 39.6,
          "sales_volume_public": 66110000.0,
          "sales_transactions_public": 29,
          "review_count_public": 48,
          "average_rating_public": 5.0,
          "profile_url": "directory/ben-bowen/index.html"
        },
        {
          "rank": 20,
          "name": "Bobby Sisk",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Nestlewood Realty",
          "consumer_authority_score": 75.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.4,
          "sales_volume_public": 84400000.0,
          "sales_transactions_public": 113,
          "review_count_public": 46,
          "average_rating_public": 5.0,
          "profile_url": "directory/bobby-sisk/index.html"
        },
        {
          "rank": 21,
          "name": "Melissa Zimmerman",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
          "consumer_authority_score": 75.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.3,
          "sales_volume_public": 21250000.0,
          "sales_transactions_public": 35,
          "review_count_public": 121,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-zimmerman/index.html"
        },
        {
          "rank": 22,
          "name": "Amy Baker",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Howard Hanna Allen Tate Real Estate",
          "consumer_authority_score": 74.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 18410000.0,
          "sales_transactions_public": 35,
          "review_count_public": 114,
          "average_rating_public": 5.0,
          "profile_url": "directory/amy-baker/index.html"
        },
        {
          "rank": 23,
          "name": "Madalyn Hull",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Corcoran HM Properties",
          "consumer_authority_score": 73.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.6,
          "sales_volume_public": 31060000.0,
          "sales_transactions_public": 35,
          "review_count_public": 73,
          "average_rating_public": 5.0,
          "profile_url": "directory/madalyn-hull/index.html"
        },
        {
          "rank": 24,
          "name": "Pridemore Properties",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 70.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.3,
          "sales_volume_public": 206330000.0,
          "sales_transactions_public": 276,
          "review_count_public": 54,
          "average_rating_public": 5.0,
          "profile_url": "directory/pridemore-properties/index.html"
        },
        {
          "rank": 25,
          "name": "Aubrey Grier",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Dickens Mitchener Residential Real Estate",
          "consumer_authority_score": 69.7,
          "authority_band": "Established public proof",
          "ai_visibility_score": 26.0,
          "sales_volume_public": 52890000.0,
          "sales_transactions_public": 36,
          "review_count_public": 45,
          "average_rating_public": 5.0,
          "profile_url": "directory/aubrey-grier/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 Premier Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 93.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 46.9,
          "sales_volume_public": 377050000.0,
          "sales_transactions_public": 721,
          "review_count_public": 730,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-premier-team/index.html"
        },
        {
          "rank": 2,
          "name": "Redbud Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 94.9,
          "authority_band": "Market dominant",
          "ai_visibility_score": 45.9,
          "sales_volume_public": 358980000.0,
          "sales_transactions_public": 790,
          "review_count_public": 854,
          "average_rating_public": 4.9,
          "profile_url": "directory/redbud-group/index.html"
        },
        {
          "rank": 3,
          "name": "Andy Bovender Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 67.6,
          "authority_band": "Established public proof",
          "ai_visibility_score": 44.8,
          "sales_volume_public": 280490000.0,
          "sales_transactions_public": 382,
          "review_count_public": 40,
          "average_rating_public": 4.9,
          "profile_url": "directory/andy-bovender-team/index.html"
        },
        {
          "rank": 4,
          "name": "Pridemore Properties",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 70.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.3,
          "sales_volume_public": 206330000.0,
          "sales_transactions_public": 276,
          "review_count_public": 54,
          "average_rating_public": 5.0,
          "profile_url": "directory/pridemore-properties/index.html"
        },
        {
          "rank": 5,
          "name": "Stone Realty Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
          "consumer_authority_score": 87.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 65.5,
          "sales_volume_public": 189140000.0,
          "sales_transactions_public": 326,
          "review_count_public": 811,
          "average_rating_public": 4.9,
          "profile_url": "directory/stone-realty-group/index.html"
        },
        {
          "rank": 6,
          "name": "Clockwork Realty Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 77.8,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 39.6,
          "sales_volume_public": 142930000.0,
          "sales_transactions_public": 227,
          "review_count_public": 155,
          "average_rating_public": 5.0,
          "profile_url": "directory/clockwork-realty-group/index.html"
        },
        {
          "rank": 7,
          "name": "The Sarver Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 78.8,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 125760000.0,
          "sales_transactions_public": 174,
          "review_count_public": 307,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-sarver-group/index.html"
        },
        {
          "rank": 8,
          "name": "Jay White Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 86.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.9,
          "sales_volume_public": 108170000.0,
          "sales_transactions_public": 224,
          "review_count_public": 912,
          "average_rating_public": 5.0,
          "profile_url": "directory/jay-white-group/index.html"
        },
        {
          "rank": 9,
          "name": "The Stacey Sauls Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 45.8,
          "sales_volume_public": 102060000.0,
          "sales_transactions_public": 181,
          "review_count_public": 952,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-stacey-sauls-group/index.html"
        },
        {
          "rank": 10,
          "name": "Lori Ivester Jackson",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Ivester Jackson | Christie's International Real Estate",
          "consumer_authority_score": 76.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.4,
          "sales_volume_public": 92270000.0,
          "sales_transactions_public": 29,
          "review_count_public": 46,
          "average_rating_public": 5.0,
          "profile_url": "directory/lori-ivester-jackson/index.html"
        },
        {
          "rank": 11,
          "name": "EmpowerHome Team Charlotte",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "EmpowerHome Team",
          "consumer_authority_score": 78.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.6,
          "sales_volume_public": 88050000.0,
          "sales_transactions_public": 186,
          "review_count_public": 543,
          "average_rating_public": 4.9,
          "profile_url": "directory/empowerhome-team-charlotte/index.html"
        },
        {
          "rank": 12,
          "name": "Bobby Sisk",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Nestlewood Realty",
          "consumer_authority_score": 75.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.4,
          "sales_volume_public": 84400000.0,
          "sales_transactions_public": 113,
          "review_count_public": 46,
          "average_rating_public": 5.0,
          "profile_url": "directory/bobby-sisk/index.html"
        },
        {
          "rank": 13,
          "name": "McAlpine Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Results",
          "consumer_authority_score": 78.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 73040000.0,
          "sales_transactions_public": 192,
          "review_count_public": 299,
          "average_rating_public": 5.0,
          "profile_url": "directory/mcalpine-team/index.html"
        },
        {
          "rank": 14,
          "name": "Ben Bowen",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Premier Sotheby's International Realty",
          "consumer_authority_score": 76.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 39.6,
          "sales_volume_public": 66110000.0,
          "sales_transactions_public": 29,
          "review_count_public": 48,
          "average_rating_public": 5.0,
          "profile_url": "directory/ben-bowen/index.html"
        },
        {
          "rank": 15,
          "name": "High Performance Real Estate Advisors",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams Realty",
          "consumer_authority_score": 81.0,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 43.6,
          "sales_volume_public": 64550000.0,
          "sales_transactions_public": 150,
          "review_count_public": 1285,
          "average_rating_public": 5.0,
          "profile_url": "directory/high-performance-real-estate-advisors/index.html"
        },
        {
          "rank": 16,
          "name": "The Finigan Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 68.0,
          "authority_band": "Established public proof",
          "ai_visibility_score": 44.8,
          "sales_volume_public": 55910000.0,
          "sales_transactions_public": 101,
          "review_count_public": 236,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-finigan-group/index.html"
        },
        {
          "rank": 17,
          "name": "Aubrey Grier",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Dickens Mitchener Residential Real Estate",
          "consumer_authority_score": 69.7,
          "authority_band": "Established public proof",
          "ai_visibility_score": 26.0,
          "sales_volume_public": 52890000.0,
          "sales_transactions_public": 36,
          "review_count_public": 45,
          "average_rating_public": 5.0,
          "profile_url": "directory/aubrey-grier/index.html"
        },
        {
          "rank": 18,
          "name": "Roger Berrey",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 61.9,
          "authority_band": "Established public proof",
          "ai_visibility_score": 25.3,
          "sales_volume_public": 47420000.0,
          "sales_transactions_public": 26,
          "review_count_public": 27,
          "average_rating_public": 5.0,
          "profile_url": "directory/roger-berrey/index.html"
        },
        {
          "rank": 19,
          "name": "Bala Sure",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 89.8,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 40.1,
          "sales_volume_public": 45700000.0,
          "sales_transactions_public": 95,
          "review_count_public": 143,
          "average_rating_public": 5.0,
          "profile_url": "directory/bala-sure/index.html"
        },
        {
          "rank": 20,
          "name": "Vantage Realty Professionals",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 61.2,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.0,
          "sales_volume_public": 43330000.0,
          "sales_transactions_public": 67,
          "review_count_public": 102,
          "average_rating_public": 5.0,
          "profile_url": "directory/vantage-realty-professionals/index.html"
        },
        {
          "rank": 21,
          "name": "Nancy Braun",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Showcase Realty, LLC",
          "consumer_authority_score": 95.6,
          "authority_band": "Market dominant",
          "ai_visibility_score": 40.2,
          "sales_volume_public": 43290000.0,
          "sales_transactions_public": 151,
          "review_count_public": 343,
          "average_rating_public": 4.72,
          "profile_url": "directory/nancy-braun/index.html"
        },
        {
          "rank": 22,
          "name": "Tiffany White",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Corcoran HM Properties",
          "consumer_authority_score": 76.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 26.2,
          "sales_volume_public": 42930000.0,
          "sales_transactions_public": 48,
          "review_count_public": 54,
          "average_rating_public": 5.0,
          "profile_url": "directory/tiffany-white/index.html"
        },
        {
          "rank": 23,
          "name": "Boykin Property Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 57.0,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 26.6,
          "sales_volume_public": 42440000.0,
          "sales_transactions_public": 58,
          "review_count_public": 77,
          "average_rating_public": 4.9,
          "profile_url": "directory/boykin-property-group/index.html"
        },
        {
          "rank": 24,
          "name": "The Trulane Group powered by PLACE",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 60.4,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.1,
          "sales_volume_public": 35850000.0,
          "sales_transactions_public": 62,
          "review_count_public": 108,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-trulane-group-powered-by-place/index.html"
        },
        {
          "rank": 25,
          "name": "The Belcher Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 54.2,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 26.5,
          "sales_volume_public": 33940000.0,
          "sales_transactions_public": 63,
          "review_count_public": 75,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-belcher-group/index.html"
        }
      ]
    },
    "reviews": {
      "label": "Most Reviewed",
      "sort_label": "Public review count",
      "consumer_question": "Who has the broadest public service and reputation footprint?",
      "rows": [
        {
          "rank": 1,
          "name": "High Performance Real Estate Advisors",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams Realty",
          "consumer_authority_score": 81.0,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 43.6,
          "sales_volume_public": 64550000.0,
          "sales_transactions_public": 150,
          "review_count_public": 1285,
          "average_rating_public": 5.0,
          "profile_url": "directory/high-performance-real-estate-advisors/index.html"
        },
        {
          "rank": 2,
          "name": "The Stacey Sauls Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 45.8,
          "sales_volume_public": 102060000.0,
          "sales_transactions_public": 181,
          "review_count_public": 952,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-stacey-sauls-group/index.html"
        },
        {
          "rank": 3,
          "name": "Jay White Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 86.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.9,
          "sales_volume_public": 108170000.0,
          "sales_transactions_public": 224,
          "review_count_public": 912,
          "average_rating_public": 5.0,
          "profile_url": "directory/jay-white-group/index.html"
        },
        {
          "rank": 4,
          "name": "Redbud Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 94.9,
          "authority_band": "Market dominant",
          "ai_visibility_score": 45.9,
          "sales_volume_public": 358980000.0,
          "sales_transactions_public": 790,
          "review_count_public": 854,
          "average_rating_public": 4.9,
          "profile_url": "directory/redbud-group/index.html"
        },
        {
          "rank": 5,
          "name": "Stone Realty Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
          "consumer_authority_score": 87.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 65.5,
          "sales_volume_public": 189140000.0,
          "sales_transactions_public": 326,
          "review_count_public": 811,
          "average_rating_public": 4.9,
          "profile_url": "directory/stone-realty-group/index.html"
        },
        {
          "rank": 6,
          "name": "The Premier Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 93.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 46.9,
          "sales_volume_public": 377050000.0,
          "sales_transactions_public": 721,
          "review_count_public": 730,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-premier-team/index.html"
        },
        {
          "rank": 7,
          "name": "EmpowerHome Team Charlotte",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "EmpowerHome Team",
          "consumer_authority_score": 78.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.6,
          "sales_volume_public": 88050000.0,
          "sales_transactions_public": 186,
          "review_count_public": 543,
          "average_rating_public": 4.9,
          "profile_url": "directory/empowerhome-team-charlotte/index.html"
        },
        {
          "rank": 8,
          "name": "Liz Young",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 77.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 29.0,
          "sales_volume_public": 16100000.000000002,
          "sales_transactions_public": 30,
          "review_count_public": 477,
          "average_rating_public": 5.0,
          "profile_url": "directory/liz-young/index.html"
        },
        {
          "rank": 9,
          "name": "Jill Moyer",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 79.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 18690000.0,
          "sales_transactions_public": 32,
          "review_count_public": 352,
          "average_rating_public": 4.8,
          "profile_url": "directory/jill-moyer/index.html"
        },
        {
          "rank": 10,
          "name": "Nancy Braun",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Showcase Realty, LLC",
          "consumer_authority_score": 95.6,
          "authority_band": "Market dominant",
          "ai_visibility_score": 40.2,
          "sales_volume_public": 43290000.0,
          "sales_transactions_public": 151,
          "review_count_public": 343,
          "average_rating_public": 4.72,
          "profile_url": "directory/nancy-braun/index.html"
        },
        {
          "rank": 11,
          "name": "The Sarver Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 78.8,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 125760000.0,
          "sales_transactions_public": 174,
          "review_count_public": 307,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-sarver-group/index.html"
        },
        {
          "rank": 12,
          "name": "McAlpine Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Results",
          "consumer_authority_score": 78.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 73040000.0,
          "sales_transactions_public": 192,
          "review_count_public": 299,
          "average_rating_public": 5.0,
          "profile_url": "directory/mcalpine-team/index.html"
        },
        {
          "rank": 13,
          "name": "Lilliah Moseley",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 87.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.9,
          "sales_volume_public": 23980000.0,
          "sales_transactions_public": 44,
          "review_count_public": 254,
          "average_rating_public": 4.8,
          "profile_url": "directory/lilliah-moseley/index.html"
        },
        {
          "rank": 14,
          "name": "The Finigan Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 68.0,
          "authority_band": "Established public proof",
          "ai_visibility_score": 44.8,
          "sales_volume_public": 55910000.0,
          "sales_transactions_public": 101,
          "review_count_public": 236,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-finigan-group/index.html"
        },
        {
          "rank": 15,
          "name": "Brian Rogers",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 82.1,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 16629999.999999998,
          "sales_transactions_public": 37,
          "review_count_public": 166,
          "average_rating_public": 4.8,
          "profile_url": "directory/brian-rogers/index.html"
        },
        {
          "rank": 16,
          "name": "Clockwork Realty Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 77.8,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 39.6,
          "sales_volume_public": 142930000.0,
          "sales_transactions_public": 227,
          "review_count_public": 155,
          "average_rating_public": 5.0,
          "profile_url": "directory/clockwork-realty-group/index.html"
        },
        {
          "rank": 17,
          "name": "Bala Sure",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 89.8,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 40.1,
          "sales_volume_public": 45700000.0,
          "sales_transactions_public": 95,
          "review_count_public": 143,
          "average_rating_public": 5.0,
          "profile_url": "directory/bala-sure/index.html"
        },
        {
          "rank": 18,
          "name": "Melissa Zimmerman",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
          "consumer_authority_score": 75.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.3,
          "sales_volume_public": 21250000.0,
          "sales_transactions_public": 35,
          "review_count_public": 121,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-zimmerman/index.html"
        },
        {
          "rank": 19,
          "name": "Amy Baker",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Howard Hanna Allen Tate Real Estate",
          "consumer_authority_score": 74.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 18410000.0,
          "sales_transactions_public": 35,
          "review_count_public": 114,
          "average_rating_public": 5.0,
          "profile_url": "directory/amy-baker/index.html"
        },
        {
          "rank": 20,
          "name": "The Trulane Group powered by PLACE",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 60.4,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.1,
          "sales_volume_public": 35850000.0,
          "sales_transactions_public": 62,
          "review_count_public": 108,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-trulane-group-powered-by-place/index.html"
        },
        {
          "rank": 21,
          "name": "Wilson & Company",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 60.8,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.1,
          "sales_volume_public": 24840000.0,
          "sales_transactions_public": 63,
          "review_count_public": 103,
          "average_rating_public": 5.0,
          "profile_url": "directory/wilson-company/index.html"
        },
        {
          "rank": 22,
          "name": "Vantage Realty Professionals",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 61.2,
          "authority_band": "Established public proof",
          "ai_visibility_score": 27.0,
          "sales_volume_public": 43330000.0,
          "sales_transactions_public": 67,
          "review_count_public": 102,
          "average_rating_public": 5.0,
          "profile_url": "directory/vantage-realty-professionals/index.html"
        },
        {
          "rank": 23,
          "name": "Marzia Mazzotti",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Premier Sotheby's International Realty",
          "consumer_authority_score": 56.0,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 26.9,
          "sales_volume_public": 16500000.0,
          "sales_transactions_public": 13,
          "review_count_public": 92,
          "average_rating_public": 5.0,
          "profile_url": "directory/marzia-mazzotti/index.html"
        },
        {
          "rank": 24,
          "name": "Scarlett Property Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 54.4,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 26.9,
          "sales_volume_public": 33690000.0,
          "sales_transactions_public": 62,
          "review_count_public": 92,
          "average_rating_public": 5.0,
          "profile_url": "directory/scarlett-property-group/index.html"
        },
        {
          "rank": 25,
          "name": "Michelle Powers",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 66.2,
          "authority_band": "Established public proof",
          "ai_visibility_score": 26.6,
          "sales_volume_public": 16420000.000000002,
          "sales_transactions_public": 31,
          "review_count_public": 84,
          "average_rating_public": 4.8,
          "profile_url": "directory/michelle-powers/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": "Stone Realty Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
          "consumer_authority_score": 87.7,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 65.5,
          "sales_volume_public": 189140000.0,
          "sales_transactions_public": 326,
          "review_count_public": 811,
          "average_rating_public": 4.9,
          "profile_url": "directory/stone-realty-group/index.html"
        },
        {
          "rank": 2,
          "name": "The Premier Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 93.7,
          "authority_band": "Market dominant",
          "ai_visibility_score": 46.9,
          "sales_volume_public": 377050000.0,
          "sales_transactions_public": 721,
          "review_count_public": 730,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-premier-team/index.html"
        },
        {
          "rank": 3,
          "name": "Redbud Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 94.9,
          "authority_band": "Market dominant",
          "ai_visibility_score": 45.9,
          "sales_volume_public": 358980000.0,
          "sales_transactions_public": 790,
          "review_count_public": 854,
          "average_rating_public": 4.9,
          "profile_url": "directory/redbud-group/index.html"
        },
        {
          "rank": 4,
          "name": "The Stacey Sauls Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 84.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 45.8,
          "sales_volume_public": 102060000.0,
          "sales_transactions_public": 181,
          "review_count_public": 952,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-stacey-sauls-group/index.html"
        },
        {
          "rank": 5,
          "name": "The Finigan Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "eXp Realty",
          "consumer_authority_score": 68.0,
          "authority_band": "Established public proof",
          "ai_visibility_score": 44.8,
          "sales_volume_public": 55910000.0,
          "sales_transactions_public": 101,
          "review_count_public": 236,
          "average_rating_public": 5.0,
          "profile_url": "directory/the-finigan-group/index.html"
        },
        {
          "rank": 6,
          "name": "Andy Bovender Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 67.6,
          "authority_band": "Established public proof",
          "ai_visibility_score": 44.8,
          "sales_volume_public": 280490000.0,
          "sales_transactions_public": 382,
          "review_count_public": 40,
          "average_rating_public": 4.9,
          "profile_url": "directory/andy-bovender-team/index.html"
        },
        {
          "rank": 7,
          "name": "High Performance Real Estate Advisors",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams Realty",
          "consumer_authority_score": 81.0,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 43.6,
          "sales_volume_public": 64550000.0,
          "sales_transactions_public": 150,
          "review_count_public": 1285,
          "average_rating_public": 5.0,
          "profile_url": "directory/high-performance-real-estate-advisors/index.html"
        },
        {
          "rank": 8,
          "name": "EmpowerHome Team Charlotte",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "EmpowerHome Team",
          "consumer_authority_score": 78.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 42.6,
          "sales_volume_public": 88050000.0,
          "sales_transactions_public": 186,
          "review_count_public": 543,
          "average_rating_public": 4.9,
          "profile_url": "directory/empowerhome-team-charlotte/index.html"
        },
        {
          "rank": 9,
          "name": "Nancy Braun",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Showcase Realty, LLC",
          "consumer_authority_score": 95.6,
          "authority_band": "Market dominant",
          "ai_visibility_score": 40.2,
          "sales_volume_public": 43290000.0,
          "sales_transactions_public": 151,
          "review_count_public": 343,
          "average_rating_public": 4.72,
          "profile_url": "directory/nancy-braun/index.html"
        },
        {
          "rank": 10,
          "name": "The Lake Wylie Man",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 48.1,
          "authority_band": "Source-backed candidate",
          "ai_visibility_score": 40.2,
          "sales_volume_public": 25320000.0,
          "sales_transactions_public": 26,
          "review_count_public": 59,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-lake-wylie-man/index.html"
        },
        {
          "rank": 11,
          "name": "Bala Sure",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 89.8,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 40.1,
          "sales_volume_public": 45700000.0,
          "sales_transactions_public": 95,
          "review_count_public": 143,
          "average_rating_public": 5.0,
          "profile_url": "directory/bala-sure/index.html"
        },
        {
          "rank": 12,
          "name": "Clockwork Realty Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 77.8,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 39.6,
          "sales_volume_public": 142930000.0,
          "sales_transactions_public": 227,
          "review_count_public": 155,
          "average_rating_public": 5.0,
          "profile_url": "directory/clockwork-realty-group/index.html"
        },
        {
          "rank": 13,
          "name": "Ben Bowen",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Premier Sotheby's International Realty",
          "consumer_authority_score": 76.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 39.6,
          "sales_volume_public": 66110000.0,
          "sales_transactions_public": 29,
          "review_count_public": 48,
          "average_rating_public": 5.0,
          "profile_url": "directory/ben-bowen/index.html"
        },
        {
          "rank": 14,
          "name": "Lori Ivester Jackson",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Ivester Jackson | Christie's International Real Estate",
          "consumer_authority_score": 76.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.4,
          "sales_volume_public": 92270000.0,
          "sales_transactions_public": 29,
          "review_count_public": 46,
          "average_rating_public": 5.0,
          "profile_url": "directory/lori-ivester-jackson/index.html"
        },
        {
          "rank": 15,
          "name": "Bobby Sisk",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Nestlewood Realty",
          "consumer_authority_score": 75.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.4,
          "sales_volume_public": 84400000.0,
          "sales_transactions_public": 113,
          "review_count_public": 46,
          "average_rating_public": 5.0,
          "profile_url": "directory/bobby-sisk/index.html"
        },
        {
          "rank": 16,
          "name": "Pridemore Properties",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Compass",
          "consumer_authority_score": 70.9,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 38.3,
          "sales_volume_public": 206330000.0,
          "sales_transactions_public": 276,
          "review_count_public": 54,
          "average_rating_public": 5.0,
          "profile_url": "directory/pridemore-properties/index.html"
        },
        {
          "rank": 17,
          "name": "Jay White Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 86.6,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 29.9,
          "sales_volume_public": 108170000.0,
          "sales_transactions_public": 224,
          "review_count_public": 912,
          "average_rating_public": 5.0,
          "profile_url": "directory/jay-white-group/index.html"
        },
        {
          "rank": 18,
          "name": "Liz Young",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "REMAX Executive",
          "consumer_authority_score": 77.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 29.0,
          "sales_volume_public": 16100000.000000002,
          "sales_transactions_public": 30,
          "review_count_public": 477,
          "average_rating_public": 5.0,
          "profile_url": "directory/liz-young/index.html"
        },
        {
          "rank": 19,
          "name": "McAlpine Team",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "REMAX Results",
          "consumer_authority_score": 78.5,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.4,
          "sales_volume_public": 73040000.0,
          "sales_transactions_public": 192,
          "review_count_public": 299,
          "average_rating_public": 5.0,
          "profile_url": "directory/mcalpine-team/index.html"
        },
        {
          "rank": 20,
          "name": "Jill Moyer",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 79.2,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 18690000.0,
          "sales_transactions_public": 32,
          "review_count_public": 352,
          "average_rating_public": 4.8,
          "profile_url": "directory/jill-moyer/index.html"
        },
        {
          "rank": 21,
          "name": "The Sarver Group",
          "market": "Charlotte",
          "entity_type": "Team",
          "brokerage": "Keller Williams",
          "consumer_authority_score": 78.8,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 28.3,
          "sales_volume_public": 125760000.0,
          "sales_transactions_public": 174,
          "review_count_public": 307,
          "average_rating_public": 4.9,
          "profile_url": "directory/the-sarver-group/index.html"
        },
        {
          "rank": 22,
          "name": "Lilliah Moseley",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 87.9,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.9,
          "sales_volume_public": 23980000.0,
          "sales_transactions_public": 44,
          "review_count_public": 254,
          "average_rating_public": 4.8,
          "profile_url": "directory/lilliah-moseley/index.html"
        },
        {
          "rank": 23,
          "name": "Brian Rogers",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Redfin",
          "consumer_authority_score": 82.1,
          "authority_band": "Elite public proof",
          "ai_visibility_score": 27.4,
          "sales_volume_public": 16629999.999999998,
          "sales_transactions_public": 37,
          "review_count_public": 166,
          "average_rating_public": 4.8,
          "profile_url": "directory/brian-rogers/index.html"
        },
        {
          "rank": 24,
          "name": "Melissa Zimmerman",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
          "consumer_authority_score": 75.3,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.3,
          "sales_volume_public": 21250000.0,
          "sales_transactions_public": 35,
          "review_count_public": 121,
          "average_rating_public": 5.0,
          "profile_url": "directory/melissa-zimmerman/index.html"
        },
        {
          "rank": 25,
          "name": "Amy Baker",
          "market": "Charlotte",
          "entity_type": "Individual",
          "brokerage": "Howard Hanna Allen Tate Real Estate",
          "consumer_authority_score": 74.1,
          "authority_band": "Strong public proof",
          "ai_visibility_score": 27.2,
          "sales_volume_public": 18410000.0,
          "sales_transactions_public": 35,
          "review_count_public": 114,
          "average_rating_public": 5.0,
          "profile_url": "directory/amy-baker/index.html"
        }
      ]
    }
  },
  "category_rankings": {
    "teams": [
      {
        "rank": 1,
        "name": "Stone Realty Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
        "consumer_authority_score": 87.7,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 65.5,
        "ai_visibility_evidence": "32 checks / 14 mentions",
        "sales_volume_public": 189140000.0,
        "sales_transactions_public": 326,
        "review_count_public": 811,
        "average_rating_public": 4.9,
        "profile_url": "directory/stone-realty-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "The Premier Team",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 93.7,
        "authority_band": "Market dominant",
        "ai_visibility_score": 46.9,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 377050000.0,
        "sales_transactions_public": 721,
        "review_count_public": 730,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-premier-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Redbud Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 94.9,
        "authority_band": "Market dominant",
        "ai_visibility_score": 45.9,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 358980000.0,
        "sales_transactions_public": 790,
        "review_count_public": 854,
        "average_rating_public": 4.9,
        "profile_url": "directory/redbud-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "The Stacey Sauls Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 84.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 45.8,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 102060000.0,
        "sales_transactions_public": 181,
        "review_count_public": 952,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-stacey-sauls-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "The Finigan Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 68.0,
        "authority_band": "Established public proof",
        "ai_visibility_score": 44.8,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 55910000.0,
        "sales_transactions_public": 101,
        "review_count_public": 236,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-finigan-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "Andy Bovender Team",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 67.6,
        "authority_band": "Established public proof",
        "ai_visibility_score": 44.8,
        "ai_visibility_evidence": "32 checks / 6 mentions",
        "sales_volume_public": 280490000.0,
        "sales_transactions_public": 382,
        "review_count_public": 40,
        "average_rating_public": 4.9,
        "profile_url": "directory/andy-bovender-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "High Performance Real Estate Advisors",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams Realty",
        "consumer_authority_score": 81.0,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 43.6,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 64550000.0,
        "sales_transactions_public": 150,
        "review_count_public": 1285,
        "average_rating_public": 5.0,
        "profile_url": "directory/high-performance-real-estate-advisors/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "EmpowerHome Team Charlotte",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "EmpowerHome Team",
        "consumer_authority_score": 78.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 42.6,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 88050000.0,
        "sales_transactions_public": 186,
        "review_count_public": 543,
        "average_rating_public": 4.9,
        "profile_url": "directory/empowerhome-team-charlotte/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "The Lake Wylie Man",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 48.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 40.2,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 25320000.0,
        "sales_transactions_public": 26,
        "review_count_public": 59,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-lake-wylie-man/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Clockwork Realty Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 77.8,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 39.6,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 142930000.0,
        "sales_transactions_public": 227,
        "review_count_public": 155,
        "average_rating_public": 5.0,
        "profile_url": "directory/clockwork-realty-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Pridemore Properties",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 70.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 38.3,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 206330000.0,
        "sales_transactions_public": 276,
        "review_count_public": 54,
        "average_rating_public": 5.0,
        "profile_url": "directory/pridemore-properties/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Jay White Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 86.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 29.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 108170000.0,
        "sales_transactions_public": 224,
        "review_count_public": 912,
        "average_rating_public": 5.0,
        "profile_url": "directory/jay-white-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "McAlpine Team",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "REMAX Results",
        "consumer_authority_score": 78.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 73040000.0,
        "sales_transactions_public": 192,
        "review_count_public": 299,
        "average_rating_public": 5.0,
        "profile_url": "directory/mcalpine-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "The Sarver Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 78.8,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 125760000.0,
        "sales_transactions_public": 174,
        "review_count_public": 307,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-sarver-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Wilson & Company",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 60.8,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 24840000.0,
        "sales_transactions_public": 63,
        "review_count_public": 103,
        "average_rating_public": 5.0,
        "profile_url": "directory/wilson-company/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "The Trulane Group powered by PLACE",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 60.4,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 35850000.0,
        "sales_transactions_public": 62,
        "review_count_public": 108,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-trulane-group-powered-by-place/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Vantage Realty Professionals",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 61.2,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 43330000.0,
        "sales_transactions_public": 67,
        "review_count_public": 102,
        "average_rating_public": 5.0,
        "profile_url": "directory/vantage-realty-professionals/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Scarlett Property Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 54.4,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 33690000.0,
        "sales_transactions_public": 62,
        "review_count_public": 92,
        "average_rating_public": 5.0,
        "profile_url": "directory/scarlett-property-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Boykin Property Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 57.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 42440000.0,
        "sales_transactions_public": 58,
        "review_count_public": 77,
        "average_rating_public": 4.9,
        "profile_url": "directory/boykin-property-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "The Belcher Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 54.2,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 33940000.0,
        "sales_transactions_public": 63,
        "review_count_public": 75,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-belcher-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "House of Krasnoff",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 40.9,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 17090000.0,
        "sales_transactions_public": 35,
        "review_count_public": 51,
        "average_rating_public": 5.0,
        "profile_url": "directory/house-of-krasnoff/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "David Upchurch Real Estate",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 41.2,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19040000.0,
        "sales_transactions_public": 36,
        "review_count_public": 58,
        "average_rating_public": 4.6,
        "profile_url": "directory/david-upchurch-real-estate/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Pegg Properties",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 41.6,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19080000.0,
        "sales_transactions_public": 41,
        "review_count_public": 43,
        "average_rating_public": 4.9,
        "profile_url": "directory/pegg-properties/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Boston Reid & Co",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 37.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19590000.0,
        "sales_transactions_public": 33,
        "review_count_public": 29,
        "average_rating_public": 5.0,
        "profile_url": "directory/boston-reid-co/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Reside Realty",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 31.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 14760000.0,
        "sales_transactions_public": 29,
        "review_count_public": 28,
        "average_rating_public": 5.0,
        "profile_url": "directory/reside-realty/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      }
    ],
    "individuals": [
      {
        "rank": 1,
        "name": "Nancy Braun",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Showcase Realty, LLC",
        "consumer_authority_score": 95.6,
        "authority_band": "Market dominant",
        "ai_visibility_score": 40.2,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 43290000.0,
        "sales_transactions_public": 151,
        "review_count_public": 343,
        "average_rating_public": 4.72,
        "profile_url": "directory/nancy-braun/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "Bala Sure",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 89.8,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 40.1,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 45700000.0,
        "sales_transactions_public": 95,
        "review_count_public": 143,
        "average_rating_public": 5.0,
        "profile_url": "directory/bala-sure/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Ben Bowen",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Premier Sotheby's International Realty",
        "consumer_authority_score": 76.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 39.6,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 66110000.0,
        "sales_transactions_public": 29,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/ben-bowen/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Lori Ivester Jackson",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Ivester Jackson | Christie's International Real Estate",
        "consumer_authority_score": 76.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 38.4,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 92270000.0,
        "sales_transactions_public": 29,
        "review_count_public": 46,
        "average_rating_public": 5.0,
        "profile_url": "directory/lori-ivester-jackson/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Bobby Sisk",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Nestlewood Realty",
        "consumer_authority_score": 75.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 38.4,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 84400000.0,
        "sales_transactions_public": 113,
        "review_count_public": 46,
        "average_rating_public": 5.0,
        "profile_url": "directory/bobby-sisk/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "Liz Young",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 77.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 29.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16100000.000000002,
        "sales_transactions_public": 30,
        "review_count_public": 477,
        "average_rating_public": 5.0,
        "profile_url": "directory/liz-young/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Jill Moyer",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 79.2,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 18690000.0,
        "sales_transactions_public": 32,
        "review_count_public": 352,
        "average_rating_public": 4.8,
        "profile_url": "directory/jill-moyer/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "Lilliah Moseley",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 87.9,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23980000.0,
        "sales_transactions_public": 44,
        "review_count_public": 254,
        "average_rating_public": 4.8,
        "profile_url": "directory/lilliah-moseley/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Brian Rogers",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 82.1,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16629999.999999998,
        "sales_transactions_public": 37,
        "review_count_public": 166,
        "average_rating_public": 4.8,
        "profile_url": "directory/brian-rogers/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Melissa Zimmerman",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
        "consumer_authority_score": 75.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 21250000.0,
        "sales_transactions_public": 35,
        "review_count_public": 121,
        "average_rating_public": 5.0,
        "profile_url": "directory/melissa-zimmerman/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Amy Baker",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Howard Hanna Allen Tate Real Estate",
        "consumer_authority_score": 74.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 18410000.0,
        "sales_transactions_public": 35,
        "review_count_public": 114,
        "average_rating_public": 5.0,
        "profile_url": "directory/amy-baker/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Marzia Mazzotti",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Premier Sotheby's International Realty",
        "consumer_authority_score": 56.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16500000.0,
        "sales_transactions_public": 13,
        "review_count_public": 92,
        "average_rating_public": 5.0,
        "profile_url": "directory/marzia-mazzotti/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Madalyn Hull",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Corcoran HM Properties",
        "consumer_authority_score": 73.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 31060000.0,
        "sales_transactions_public": 35,
        "review_count_public": 73,
        "average_rating_public": 5.0,
        "profile_url": "directory/madalyn-hull/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Michelle Powers",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 66.2,
        "authority_band": "Established public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16420000.000000002,
        "sales_transactions_public": 31,
        "review_count_public": 84,
        "average_rating_public": 4.8,
        "profile_url": "directory/michelle-powers/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Megan Despard",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 57.8,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16370000.000000002,
        "sales_transactions_public": 26,
        "review_count_public": 65,
        "average_rating_public": 5.0,
        "profile_url": "directory/megan-despard/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Bonnie Stroup Tcherkezian",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 54.2,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16100000.000000002,
        "sales_transactions_public": 23,
        "review_count_public": 61,
        "average_rating_public": 5.0,
        "profile_url": "directory/bonnie-stroup-tcherkezian/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Tiffany White",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Corcoran HM Properties",
        "consumer_authority_score": 76.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 42930000.0,
        "sales_transactions_public": 48,
        "review_count_public": 54,
        "average_rating_public": 5.0,
        "profile_url": "directory/tiffany-white/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Michelle Rhyne",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Premier Sotheby's International Realty",
        "consumer_authority_score": 51.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 17820000.0,
        "sales_transactions_public": 19,
        "review_count_public": 52,
        "average_rating_public": 5.0,
        "profile_url": "directory/michelle-rhyne/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Aubrey Grier",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 69.7,
        "authority_band": "Established public proof",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 52890000.0,
        "sales_transactions_public": 36,
        "review_count_public": 45,
        "average_rating_public": 5.0,
        "profile_url": "directory/aubrey-grier/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Sherry George",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 56.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23360000.0,
        "sales_transactions_public": 20,
        "review_count_public": 46,
        "average_rating_public": 5.0,
        "profile_url": "directory/sherry-george/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Carol Davis",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 49.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19090000.0,
        "sales_transactions_public": 11,
        "review_count_public": 33,
        "average_rating_public": 5.0,
        "profile_url": "directory/carol-davis/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Laura Werb",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
        "consumer_authority_score": 62.1,
        "authority_band": "Established public proof",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 24960000.0,
        "sales_transactions_public": 40,
        "review_count_public": 28,
        "average_rating_public": 5.0,
        "profile_url": "directory/laura-werb/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Meghan Lluberas",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 55.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25310000.0,
        "sales_transactions_public": 12,
        "review_count_public": 29,
        "average_rating_public": 5.0,
        "profile_url": "directory/meghan-lluberas/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Sarah Curme",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 55.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25910000.0,
        "sales_transactions_public": 13,
        "review_count_public": 28,
        "average_rating_public": 5.0,
        "profile_url": "directory/sarah-curme/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Roger Berrey",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 61.9,
        "authority_band": "Established public proof",
        "ai_visibility_score": 25.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 47420000.0,
        "sales_transactions_public": 26,
        "review_count_public": 27,
        "average_rating_public": 5.0,
        "profile_url": "directory/roger-berrey/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      }
    ]
  },
  "ranked_category_shortlists": {
    "teams": [
      {
        "rank": 1,
        "name": "Stone Realty Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Conrad Klein Real Estate, Inc /DBA/ Stone Realty Group",
        "consumer_authority_score": 87.7,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 65.5,
        "ai_visibility_evidence": "32 checks / 14 mentions",
        "sales_volume_public": 189140000.0,
        "sales_transactions_public": 326,
        "review_count_public": 811,
        "average_rating_public": 4.9,
        "profile_url": "directory/stone-realty-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "The Premier Team",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 93.7,
        "authority_band": "Market dominant",
        "ai_visibility_score": 46.9,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 377050000.0,
        "sales_transactions_public": 721,
        "review_count_public": 730,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-premier-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Redbud Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 94.9,
        "authority_band": "Market dominant",
        "ai_visibility_score": 45.9,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 358980000.0,
        "sales_transactions_public": 790,
        "review_count_public": 854,
        "average_rating_public": 4.9,
        "profile_url": "directory/redbud-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "The Stacey Sauls Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 84.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 45.8,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 102060000.0,
        "sales_transactions_public": 181,
        "review_count_public": 952,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-stacey-sauls-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "The Finigan Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 68.0,
        "authority_band": "Established public proof",
        "ai_visibility_score": 44.8,
        "ai_visibility_evidence": "32 checks / 4 mentions",
        "sales_volume_public": 55910000.0,
        "sales_transactions_public": 101,
        "review_count_public": 236,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-finigan-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "Andy Bovender Team",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 67.6,
        "authority_band": "Established public proof",
        "ai_visibility_score": 44.8,
        "ai_visibility_evidence": "32 checks / 6 mentions",
        "sales_volume_public": 280490000.0,
        "sales_transactions_public": 382,
        "review_count_public": 40,
        "average_rating_public": 4.9,
        "profile_url": "directory/andy-bovender-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "High Performance Real Estate Advisors",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams Realty",
        "consumer_authority_score": 81.0,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 43.6,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 64550000.0,
        "sales_transactions_public": 150,
        "review_count_public": 1285,
        "average_rating_public": 5.0,
        "profile_url": "directory/high-performance-real-estate-advisors/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "EmpowerHome Team Charlotte",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "EmpowerHome Team",
        "consumer_authority_score": 78.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 42.6,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 88050000.0,
        "sales_transactions_public": 186,
        "review_count_public": 543,
        "average_rating_public": 4.9,
        "profile_url": "directory/empowerhome-team-charlotte/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "The Lake Wylie Man",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 48.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 40.2,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 25320000.0,
        "sales_transactions_public": 26,
        "review_count_public": 59,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-lake-wylie-man/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Clockwork Realty Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 77.8,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 39.6,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 142930000.0,
        "sales_transactions_public": 227,
        "review_count_public": 155,
        "average_rating_public": 5.0,
        "profile_url": "directory/clockwork-realty-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Pridemore Properties",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 70.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 38.3,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 206330000.0,
        "sales_transactions_public": 276,
        "review_count_public": 54,
        "average_rating_public": 5.0,
        "profile_url": "directory/pridemore-properties/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Jay White Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 86.6,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 29.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 108170000.0,
        "sales_transactions_public": 224,
        "review_count_public": 912,
        "average_rating_public": 5.0,
        "profile_url": "directory/jay-white-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "McAlpine Team",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "REMAX Results",
        "consumer_authority_score": 78.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 73040000.0,
        "sales_transactions_public": 192,
        "review_count_public": 299,
        "average_rating_public": 5.0,
        "profile_url": "directory/mcalpine-team/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "The Sarver Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 78.8,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 125760000.0,
        "sales_transactions_public": 174,
        "review_count_public": 307,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-sarver-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Wilson & Company",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 60.8,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 24840000.0,
        "sales_transactions_public": 63,
        "review_count_public": 103,
        "average_rating_public": 5.0,
        "profile_url": "directory/wilson-company/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "The Trulane Group powered by PLACE",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 60.4,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.1,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 35850000.0,
        "sales_transactions_public": 62,
        "review_count_public": 108,
        "average_rating_public": 5.0,
        "profile_url": "directory/the-trulane-group-powered-by-place/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Vantage Realty Professionals",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 61.2,
        "authority_band": "Established public proof",
        "ai_visibility_score": 27.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 43330000.0,
        "sales_transactions_public": 67,
        "review_count_public": 102,
        "average_rating_public": 5.0,
        "profile_url": "directory/vantage-realty-professionals/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Scarlett Property Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 54.4,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 33690000.0,
        "sales_transactions_public": 62,
        "review_count_public": 92,
        "average_rating_public": 5.0,
        "profile_url": "directory/scarlett-property-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Boykin Property Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 57.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 42440000.0,
        "sales_transactions_public": 58,
        "review_count_public": 77,
        "average_rating_public": 4.9,
        "profile_url": "directory/boykin-property-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "The Belcher Group",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 54.2,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 33940000.0,
        "sales_transactions_public": 63,
        "review_count_public": 75,
        "average_rating_public": 4.9,
        "profile_url": "directory/the-belcher-group/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "House of Krasnoff",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 40.9,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 17090000.0,
        "sales_transactions_public": 35,
        "review_count_public": 51,
        "average_rating_public": 5.0,
        "profile_url": "directory/house-of-krasnoff/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "David Upchurch Real Estate",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "eXp Realty",
        "consumer_authority_score": 41.2,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19040000.0,
        "sales_transactions_public": 36,
        "review_count_public": 58,
        "average_rating_public": 4.6,
        "profile_url": "directory/david-upchurch-real-estate/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Pegg Properties",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 41.6,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.8,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19080000.0,
        "sales_transactions_public": 41,
        "review_count_public": 43,
        "average_rating_public": 4.9,
        "profile_url": "directory/pegg-properties/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Boston Reid & Co",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 37.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19590000.0,
        "sales_transactions_public": 33,
        "review_count_public": 29,
        "average_rating_public": 5.0,
        "profile_url": "directory/boston-reid-co/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Reside Realty",
        "market": "Charlotte",
        "entity_type": "Team",
        "brokerage": "Compass",
        "consumer_authority_score": 31.5,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 14760000.0,
        "sales_transactions_public": 29,
        "review_count_public": 28,
        "average_rating_public": 5.0,
        "profile_url": "directory/reside-realty/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      }
    ],
    "individuals": [
      {
        "rank": 1,
        "name": "Nancy Braun",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Showcase Realty, LLC",
        "consumer_authority_score": 95.6,
        "authority_band": "Market dominant",
        "ai_visibility_score": 40.2,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 43290000.0,
        "sales_transactions_public": 151,
        "review_count_public": 343,
        "average_rating_public": 4.72,
        "profile_url": "directory/nancy-braun/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 2,
        "name": "Bala Sure",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 89.8,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 40.1,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 45700000.0,
        "sales_transactions_public": 95,
        "review_count_public": 143,
        "average_rating_public": 5.0,
        "profile_url": "directory/bala-sure/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 3,
        "name": "Ben Bowen",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Premier Sotheby's International Realty",
        "consumer_authority_score": 76.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 39.6,
        "ai_visibility_evidence": "32 checks / 2 mentions",
        "sales_volume_public": 66110000.0,
        "sales_transactions_public": 29,
        "review_count_public": 48,
        "average_rating_public": 5.0,
        "profile_url": "directory/ben-bowen/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 4,
        "name": "Lori Ivester Jackson",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Ivester Jackson | Christie's International Real Estate",
        "consumer_authority_score": 76.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 38.4,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 92270000.0,
        "sales_transactions_public": 29,
        "review_count_public": 46,
        "average_rating_public": 5.0,
        "profile_url": "directory/lori-ivester-jackson/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 5,
        "name": "Bobby Sisk",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Nestlewood Realty",
        "consumer_authority_score": 75.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 38.4,
        "ai_visibility_evidence": "32 checks / 1 mentions",
        "sales_volume_public": 84400000.0,
        "sales_transactions_public": 113,
        "review_count_public": 46,
        "average_rating_public": 5.0,
        "profile_url": "directory/bobby-sisk/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 6,
        "name": "Liz Young",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 77.5,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 29.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16100000.000000002,
        "sales_transactions_public": 30,
        "review_count_public": 477,
        "average_rating_public": 5.0,
        "profile_url": "directory/liz-young/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 7,
        "name": "Jill Moyer",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 79.2,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 28.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 18690000.0,
        "sales_transactions_public": 32,
        "review_count_public": 352,
        "average_rating_public": 4.8,
        "profile_url": "directory/jill-moyer/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 8,
        "name": "Lilliah Moseley",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 87.9,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23980000.0,
        "sales_transactions_public": 44,
        "review_count_public": 254,
        "average_rating_public": 4.8,
        "profile_url": "directory/lilliah-moseley/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 9,
        "name": "Brian Rogers",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 82.1,
        "authority_band": "Elite public proof",
        "ai_visibility_score": 27.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16629999.999999998,
        "sales_transactions_public": 37,
        "review_count_public": 166,
        "average_rating_public": 4.8,
        "profile_url": "directory/brian-rogers/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 10,
        "name": "Melissa Zimmerman",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
        "consumer_authority_score": 75.3,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 21250000.0,
        "sales_transactions_public": 35,
        "review_count_public": 121,
        "average_rating_public": 5.0,
        "profile_url": "directory/melissa-zimmerman/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 11,
        "name": "Amy Baker",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Howard Hanna Allen Tate Real Estate",
        "consumer_authority_score": 74.1,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 27.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 18410000.0,
        "sales_transactions_public": 35,
        "review_count_public": 114,
        "average_rating_public": 5.0,
        "profile_url": "directory/amy-baker/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Marzia Mazzotti",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Premier Sotheby's International Realty",
        "consumer_authority_score": 56.0,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.9,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16500000.0,
        "sales_transactions_public": 13,
        "review_count_public": 92,
        "average_rating_public": 5.0,
        "profile_url": "directory/marzia-mazzotti/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Madalyn Hull",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Corcoran HM Properties",
        "consumer_authority_score": 73.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 31060000.0,
        "sales_transactions_public": 35,
        "review_count_public": 73,
        "average_rating_public": 5.0,
        "profile_url": "directory/madalyn-hull/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Michelle Powers",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 66.2,
        "authority_band": "Established public proof",
        "ai_visibility_score": 26.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16420000.000000002,
        "sales_transactions_public": 31,
        "review_count_public": 84,
        "average_rating_public": 4.8,
        "profile_url": "directory/michelle-powers/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 15,
        "name": "Megan Despard",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 57.8,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16370000.000000002,
        "sales_transactions_public": 26,
        "review_count_public": 65,
        "average_rating_public": 5.0,
        "profile_url": "directory/megan-despard/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 16,
        "name": "Bonnie Stroup Tcherkezian",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 54.2,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 16100000.000000002,
        "sales_transactions_public": 23,
        "review_count_public": 61,
        "average_rating_public": 5.0,
        "profile_url": "directory/bonnie-stroup-tcherkezian/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 17,
        "name": "Tiffany White",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Corcoran HM Properties",
        "consumer_authority_score": 76.9,
        "authority_band": "Strong public proof",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 42930000.0,
        "sales_transactions_public": 48,
        "review_count_public": 54,
        "average_rating_public": 5.0,
        "profile_url": "directory/tiffany-white/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 18,
        "name": "Michelle Rhyne",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Premier Sotheby's International Realty",
        "consumer_authority_score": 51.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 17820000.0,
        "sales_transactions_public": 19,
        "review_count_public": 52,
        "average_rating_public": 5.0,
        "profile_url": "directory/michelle-rhyne/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Aubrey Grier",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 69.7,
        "authority_band": "Established public proof",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 52890000.0,
        "sales_transactions_public": 36,
        "review_count_public": 45,
        "average_rating_public": 5.0,
        "profile_url": "directory/aubrey-grier/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Sherry George",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 56.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 26.0,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 23360000.0,
        "sales_transactions_public": 20,
        "review_count_public": 46,
        "average_rating_public": 5.0,
        "profile_url": "directory/sherry-george/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Carol Davis",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 49.1,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 19090000.0,
        "sales_transactions_public": 11,
        "review_count_public": 33,
        "average_rating_public": 5.0,
        "profile_url": "directory/carol-davis/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "Laura Werb",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Berkshire Hathaway HomeServices Carolinas Realty",
        "consumer_authority_score": 62.1,
        "authority_band": "Established public proof",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 24960000.0,
        "sales_transactions_public": 40,
        "review_count_public": 28,
        "average_rating_public": 5.0,
        "profile_url": "directory/laura-werb/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Meghan Lluberas",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 55.9,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25310000.0,
        "sales_transactions_public": 12,
        "review_count_public": 29,
        "average_rating_public": 5.0,
        "profile_url": "directory/meghan-lluberas/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Sarah Curme",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "Dickens Mitchener Residential Real Estate",
        "consumer_authority_score": 55.7,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.4,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 25910000.0,
        "sales_transactions_public": 13,
        "review_count_public": 28,
        "average_rating_public": 5.0,
        "profile_url": "directory/sarah-curme/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Roger Berrey",
        "market": "Charlotte",
        "entity_type": "Individual",
        "brokerage": "REMAX Executive",
        "consumer_authority_score": 61.9,
        "authority_band": "Established public proof",
        "ai_visibility_score": 25.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 47420000.0,
        "sales_transactions_public": 26,
        "review_count_public": 27,
        "average_rating_public": 5.0,
        "profile_url": "directory/roger-berrey/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": "Charlotte",
    "slug": "charlotte",
    "context_count": 3190,
    "geography": "Charlotte-Concord-Gastonia, NC-SC",
    "reference_period": "May 2025",
    "source_url": "https://data.bls.gov/oes/#/area/0016740/2025",
    "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."
  }
}