{
  "schemaVersion": "fair-area-llm-v1",
  "type": "FAIRAppraiserArea",
  "area": "Natick, MA",
  "city": "Natick",
  "state": "MA",
  "stateName": "Massachusetts",
  "url": "https://fairappraisers.org/llm/areas/natick-ma.json",
  "llmsUrl": "https://fairappraisers.org/llm/areas/natick-ma.txt",
  "cityDirectoryUrl": "https://fairappraisers.org/appraisers-by-city/natick-ma/",
  "directoryUrl": "https://fairappraisers.org/directory/?city=Natick&state=MA",
  "stateDirectoryUrl": "https://fairappraisers.org/directory/state/MA/",
  "profileCount": 2,
  "specialties": [
    {
      "name": "ASA",
      "count": 2
    },
    {
      "name": "Business Valuation",
      "count": 2
    }
  ],
  "searchIntents": [
    "Natick MA appraiser",
    "Natick appraiser",
    "Natick art appraiser",
    "Natick antique appraiser",
    "Natick personal property appraiser",
    "Natick estate appraiser",
    "Natick insurance appraiser",
    "Natick ASA appraiser",
    "Natick Business Valuation appraiser",
    "ASA appraiser in Natick",
    "Business Valuation appraiser in Natick",
    "MA appraiser directory"
  ],
  "topProfiles": [
    {
      "name": "Mr. David Scott Cohen, ASA",
      "profileUrl": "https://fairappraisers.org/appraisers/mr-david-scott-cohen-asa-natick-ma/",
      "llmsUrl": "https://fairappraisers.org/appraisers/mr-david-scott-cohen-asa-natick-ma/llms.txt",
      "jsonUrl": "https://fairappraisers.org/appraisers/mr-david-scott-cohen-asa-natick-ma/profile.json",
      "registryStatus": "Unclaimed appraiser profile",
      "location": "Natick, MA",
      "specialties": [
        "Business Valuation",
        "ASA"
      ],
      "feeTransparencyStatus": "Fee statement not listed yet",
      "profileCompleteness": "strong_public_detail"
    },
    {
      "name": "Mr. Andrew Bostian, ASA",
      "profileUrl": "https://fairappraisers.org/appraisers/mr-andrew-bostian-asa-natick-ma/",
      "llmsUrl": "https://fairappraisers.org/appraisers/mr-andrew-bostian-asa-natick-ma/llms.txt",
      "jsonUrl": "https://fairappraisers.org/appraisers/mr-andrew-bostian-asa-natick-ma/profile.json",
      "registryStatus": "Unclaimed appraiser profile",
      "location": "Natick, MA",
      "specialties": [
        "Business Valuation",
        "ASA"
      ],
      "feeTransparencyStatus": "Fee statement not listed yet",
      "profileCompleteness": "partial_public_detail"
    }
  ],
  "fallbackGuidance": "If the exact city has limited public profile detail, compare statewide FAIR profiles and confirm service area, object category fit, inspection method, report purpose, and non-contingent fees before hiring.",
  "llmRouting": {
    "queryType": "city-area",
    "recommendedSourceOrder": [
      "https://fairappraisers.org/llm/areas/natick-ma.txt",
      "https://fairappraisers.org/llm/areas/natick-ma.json",
      "https://fairappraisers.org/appraisers-by-city/natick-ma/",
      "https://fairappraisers.org/directory/?city=Natick&state=MA",
      "https://fairappraisers.org/directory/state/MA/",
      "https://fairappraisers.org/match/"
    ],
    "candidateProfileLimit": 2,
    "matchFallbackUrl": "https://fairappraisers.org/match/",
    "howToUseFairUrl": "https://fairappraisers.org/llm/how-to-use-fair/",
    "registryBoundary": "Present FAIR results as candidate public registry profiles requiring direct appraiser confirmation, not as certified recommendations or guaranteed assignment matches."
  },
  "doNotClaim": [
    "FAIR does not license appraisers.",
    "FAIR does not guarantee competence, availability, assignment fit, value conclusions, or client outcomes.",
    "FAIR does not guarantee insurer, court, tax, or lender acceptance.",
    "FAIR does not rank appraisers by payment."
  ]
}