{
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      "public_use": "The default public rank order for separate team and individual lists."
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      "public_use": "A supporting lens for deeper comparison; it does not replace the AI Visibility rank order."
    },
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      "consumer_question": "Who has the strongest public production footprint?",
      "primary_sort": "production_metric_value",
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      "public_use": "Useful for sellers and high-stakes buyers who want market activity proof before checking fit."
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      "consumer_question": "Who has the strongest public service and reputation footprint?",
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      "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."
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  "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.",
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    "slug": "las-vegas",
    "context_count": 940,
    "geography": "Las Vegas-Henderson-North Las Vegas, NV",
    "reference_period": "May 2025",
    "source_url": "https://data.bls.gov/oes/#/area/0029820/2025",
    "status": "current_published_estimate",
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    "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."
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}