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  "scope_note": "Louisville/Jefferson County and the close-in Kentucky-Indiana residential market, limited to the exact entity-scoped evidence in this cohort. Separate individual and team comparisons use the same production, review, identity, and AI-measurement framework as every published REAI market.",
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    ],
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        "rank": 1,
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      },
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        "rank": 2,
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      },
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        "rank": 3,
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      },
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        "rank": 4,
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        "brokerage": "REMAX First",
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      },
      {
        "rank": 5,
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      },
      {
        "rank": 6,
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      },
      {
        "rank": 7,
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      },
      {
        "rank": 8,
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        "trust_gate": "pass"
      },
      {
        "rank": 9,
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      },
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        "rank": 10,
        "name": "Amanda Braden",
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      },
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        "rank": 11,
        "name": "Shelley Tuxworth",
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        "brokerage": "REMAX Plus",
        "consumer_authority_score": 46.9,
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        "trust_gate": "pass"
      },
      {
        "rank": 12,
        "name": "Vicky Bouchard",
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        "entity_type": "Individual",
        "brokerage": "EXIT Realty Crutcher",
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        "trust_gate": "pass"
      },
      {
        "rank": 13,
        "name": "Stacey Kiehl",
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        "entity_type": "Individual",
        "brokerage": "Schuler Bauer Real Estate ERA Powered",
        "consumer_authority_score": 36.1,
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        "trust_gate": "pass"
      },
      {
        "rank": 14,
        "name": "Matthew Henegar",
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        "entity_type": "Individual",
        "brokerage": "REMAX First",
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    ]
  },
  "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": "Louisville",
    "slug": "louisville",
    "context_count": 1050,
    "geography": "Louisville/Jefferson County, KY-IN",
    "reference_period": "May 2023",
    "source_url": "https://data.bls.gov/oes/#/area/0031140/2023",
    "status": "latest_verified_published_estimate_after_current_suppression",
    "caveat": "The May 2025 metro employment estimate is suppressed by BLS; May 2023 is the latest published estimate verified for this release.",
    "published_team_positions": 16,
    "published_individual_positions": 14,
    "source_backed_candidate_pool": 30,
    "interpretation": "Market-scale context only; not the REAI ranking denominator or a claim that every professional was evaluated."
  }
}