{
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  "slug": "san-antonio",
  "region": "Texas",
  "scope_note": "San Antonio, New Braunfels, Boerne, Schertz, Cibolo, Bulverde, Helotes, and Alamo Heights. Separate individual and team comparisons use the same production, review, identity, and AI-measurement framework as every published REAI market.",
  "updated": "June 23, 2026",
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        "sales_volume_public": 8800000.0,
        "sales_transactions_public": 29,
        "review_count_public": 40,
        "average_rating_public": 4.9,
        "profile_url": "directory/erika-chapa/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 19,
        "name": "Jamin Scott",
        "market": "San Antonio",
        "entity_type": "Individual",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 67.1,
        "authority_band": "Established public proof",
        "ai_visibility_score": 25.6,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 15000000.0,
        "sales_transactions_public": 39,
        "review_count_public": 34,
        "average_rating_public": 5.0,
        "profile_url": "directory/jamin-scott/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 20,
        "name": "Shana Kounse",
        "market": "San Antonio",
        "entity_type": "Individual",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 67.9,
        "authority_band": "Established public proof",
        "ai_visibility_score": 25.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 17660000.0,
        "sales_transactions_public": 40,
        "review_count_public": 31,
        "average_rating_public": 5.0,
        "profile_url": "directory/shana-kounse/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 21,
        "name": "Kito Smith",
        "market": "San Antonio",
        "entity_type": "Individual",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 60.3,
        "authority_band": "Established public proof",
        "ai_visibility_score": 25.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 10640000.0,
        "sales_transactions_public": 32,
        "review_count_public": 34,
        "average_rating_public": 4.9,
        "profile_url": "directory/kito-smith/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 22,
        "name": "JoHelen Clark",
        "market": "San Antonio",
        "entity_type": "Individual",
        "brokerage": "Coldwell Banker D'Ann Harper, Realtors",
        "consumer_authority_score": 53.3,
        "authority_band": "Source-backed candidate",
        "ai_visibility_score": 25.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 11520000.0,
        "sales_transactions_public": 30,
        "review_count_public": 30,
        "average_rating_public": 5.0,
        "profile_url": "directory/johelen-clark/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 23,
        "name": "Jahda Longoria",
        "market": "San Antonio",
        "entity_type": "Individual",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 37.3,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.5,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 6940000.0,
        "sales_transactions_public": 15,
        "review_count_public": 30,
        "average_rating_public": 5.0,
        "profile_url": "directory/jahda-longoria/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 24,
        "name": "Eric Mulero",
        "market": "San Antonio",
        "entity_type": "Individual",
        "brokerage": "Redfin",
        "consumer_authority_score": 44.6,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.3,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 9250000.0,
        "sales_transactions_public": 26,
        "review_count_public": 27,
        "average_rating_public": 4.9,
        "profile_url": "directory/eric-mulero/index.html",
        "recommendation_tier": "ranked_shortlist",
        "trust_gate": "pass"
      },
      {
        "rank": 25,
        "name": "Sally Cresswell",
        "market": "San Antonio",
        "entity_type": "Individual",
        "brokerage": "Keller Williams",
        "consumer_authority_score": 29.8,
        "authority_band": "Production proof captured",
        "ai_visibility_score": 25.2,
        "ai_visibility_evidence": "32 checks / 0 mentions",
        "sales_volume_public": 6240000.0,
        "sales_transactions_public": 10,
        "review_count_public": 25,
        "average_rating_public": 5.0,
        "profile_url": "directory/sally-cresswell/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": "San Antonio",
    "slug": "san-antonio",
    "context_count": 2330,
    "geography": "San Antonio-New Braunfels, TX",
    "reference_period": "May 2025",
    "source_url": "https://data.bls.gov/oes/#/area/0041700/2025",
    "status": "current_published_estimate",
    "published_team_positions": 12,
    "published_individual_positions": 25,
    "source_backed_candidate_pool": 37,
    "interpretation": "Market-scale context only; not the REAI ranking denominator or a claim that every professional was evaluated."
  }
}