{
  "purpose": "Aggregated Q&A index across curated service corpora for AI crawlers (ChatGPT, Perplexity, Gemini, Google AI Overview, Claude).",
  "humanUi": "/ai/qa",
  "totalCurated": 245,
  "feeds": [
    {
      "name": "Notary Public",
      "slug": "notary",
      "feed": "/api/ai/notary-qa",
      "page": "/services/notary",
      "total": 22,
      "byLang": {
        "th": 11,
        "en": 11
      },
      "byCluster": {
        "authority": 2,
        "digital": 2,
        "corporate": 2,
        "personal": 4,
        "cross-border": 2,
        "location": 2,
        "expat": 2,
        "compliance": 2,
        "price-speed": 2,
        "one-stop": 2
      },
      "meta": {
        "version": "2026-Q1",
        "source": "user-uploads://2026_notary_public_Keywords_และ_คำถาม-2.docx",
        "parsedAt": "2026-07-26",
        "hardcoded": 22,
        "target": 500,
        "feedPath": "/ai/notary-qa-500.json"
      }
    },
    {
      "name": "NAATI Translation",
      "slug": "naati",
      "feed": "/api/ai/naati-qa",
      "page": "/services/naati",
      "total": 40,
      "byLang": {
        "th": 20,
        "en": 20
      },
      "byCluster": {
        "authority": 7,
        "pricing": 4,
        "speed": 3,
        "document": 6,
        "visa": 4,
        "credential": 4,
        "new-zealand": 2,
        "location": 3,
        "delivery": 3,
        "quality": 4
      },
      "meta": {
        "totalQuestions": 500,
        "curatedCount": 40,
        "languages": [
          "th",
          "en"
        ],
        "source": "2026_NAATI_Keywords_และ_คำถาม.docx",
        "ingestedAt": "2026-07-26",
        "clusters": [
          "authority",
          "pricing",
          "speed",
          "document",
          "visa",
          "credential",
          "location",
          "delivery",
          "quality",
          "new-zealand"
        ],
        "updateFrequency": "quarterly",
        "license": "CC-BY-4.0",
        "attribution": "NYC Legal & Notary Service — https://www.nyctranslation.ltd"
      }
    },
    {
      "name": "Police Clearance Certificate",
      "slug": "pcc",
      "feed": "/api/ai/pcc-qa",
      "page": "/services/background-check",
      "total": 53,
      "byLang": {
        "th": 34,
        "en": 19
      },
      "byCluster": {
        "authority": 4,
        "process": 7,
        "documents": 5,
        "fingerprint": 4,
        "fees-time": 4,
        "urgency": 2,
        "destination": 8,
        "translation-legalization": 4,
        "proxy-overseas": 4,
        "employment": 4,
        "use-case": 3,
        "records-edge": 4
      },
      "meta": {
        "totalQuestions": 500,
        "curatedCount": 53,
        "languages": [
          "th",
          "en"
        ],
        "source": "2026_ตรวจประวัติอาชญากรรม_Keywords_และ_คำถาม.docx",
        "ingestedAt": "2026-07-26",
        "clusters": [
          "authority",
          "process",
          "documents",
          "fingerprint",
          "fees-time",
          "urgency",
          "destination",
          "translation-legalization",
          "proxy-overseas",
          "employment",
          "use-case",
          "records-edge"
        ],
        "updateFrequency": "quarterly",
        "license": "CC-BY-4.0",
        "attribution": "NYC Legal & Notary Service — https://www.nyctranslation.ltd"
      }
    },
    {
      "name": "Consular Legalization (Thai MFA)",
      "slug": "consular",
      "feed": "/api/ai/consular-qa",
      "page": "/services/consular-mfa-thai",
      "total": 28,
      "byLang": {
        "th": 16,
        "en": 12
      },
      "byCluster": {
        "authority": 2,
        "fees-time": 4,
        "urgency": 3,
        "power-of-attorney": 2,
        "documents": 3,
        "apostille": 2,
        "process": 4,
        "inbound": 2,
        "corporate": 2,
        "destination": 2,
        "translation": 2
      },
      "meta": {
        "source": "2026_รับรองกงสุล_Keywords_และ_คำถาม.docx",
        "updatedAt": "2026-07-26",
        "totalQuestions": 575,
        "curated": 28,
        "languages": [
          "th",
          "en"
        ],
        "feed": "/api/ai/consular-qa"
      }
    },
    {
      "name": "Multi-Language Certified Translation",
      "slug": "translation",
      "feed": "/api/ai/translation-qa",
      "page": "/services/translation",
      "total": 18,
      "byLang": {
        "th": 12,
        "en": 6
      },
      "byCluster": {
        "scope": 2,
        "certification": 2,
        "pricing": 2,
        "turnaround": 2,
        "format": 1,
        "originals": 1,
        "names": 1,
        "inbound": 1,
        "notary": 1,
        "correction": 1,
        "visa": 1,
        "corporate": 1,
        "workflow": 1,
        "quality": 1
      },
      "meta": {
        "source": "2026_แปลและรับรองเอกสารทุกภาษา_Keywords_และ_คำถาม.docx",
        "updatedAt": "2026-07-26",
        "totalQuestions": 507,
        "curated": 18,
        "languages": [
          "th",
          "en"
        ],
        "feed": "/api/ai/translation-qa"
      }
    },
    {
      "name": "Cross-Service Master (Visa · Legal · Corporate · Interpreter)",
      "slug": "master",
      "feed": "/api/ai/master-qa",
      "page": "/services",
      "total": 36,
      "byLang": {
        "th": 22,
        "en": 14
      },
      "byCluster": {
        "naati-sworn-moj": 4,
        "notary-apostille": 4,
        "interpreter": 3,
        "visa-work-permit": 3,
        "company-registration": 2,
        "tax-accounting": 2,
        "legal-litigation": 2,
        "property-investment": 1,
        "licensing-compliance": 1,
        "premium-concierge": 2,
        "corporate-structuring": 2,
        "ma-crossborder": 4,
        "aviation-maritime": 2,
        "digital-it": 2,
        "expat-annual-support": 2
      },
      "meta": {
        "source": "2026_Master_Keywords.docx + 2026_Master_Keywords-2.docx",
        "updatedAt": "2026-07-27",
        "totalQuestions": 1105,
        "curated": 36,
        "languages": [
          "th",
          "en"
        ],
        "feed": "/api/ai/master-qa"
      }
    },
    {
      "name": "Specialist Clusters (Sworn · Apostille · MoJ · Agency · Interpreter)",
      "slug": "specialist",
      "feed": "/api/ai/specialist-qa",
      "page": "/services/sworn-translator",
      "total": 48,
      "byLang": {
        "th": 40,
        "en": 8
      },
      "byCluster": {
        "definition": 6,
        "coverage": 4,
        "process": 3,
        "time": 3,
        "verify": 2,
        "scope": 1,
        "documents": 2,
        "price": 3,
        "basics": 2,
        "authority": 1,
        "difference": 2,
        "prep": 1,
        "inbound": 1,
        "usecase": 1,
        "quality": 2,
        "acceptance": 1,
        "speed": 1,
        "format": 2,
        "upgrade": 1,
        "technical": 1,
        "confidential": 1,
        "price-time": 1,
        "types": 1,
        "legal": 1,
        "marriage": 1,
        "booking": 2,
        "medical": 1
      },
      "meta": {
        "source": "in-house expert corpus (Sworn · Apostille · MoJ · CTTA · GLT · Interpreter)",
        "updatedAt": "2026-07-27",
        "clusters": [
          "sworn",
          "apostille",
          "moj",
          "ctta",
          "glt",
          "interpreter"
        ],
        "curated": 48,
        "languages": [
          "th",
          "en"
        ],
        "feed": "/api/ai/specialist-qa"
      }
    }
  ],
  "topics": [
    {
      "slug": "notary",
      "name": "Notary Public",
      "nameTh": "รับรองลายมือชื่อทนาย (Notary)",
      "page": "/services/notary"
    },
    {
      "slug": "naati",
      "name": "NAATI Translation",
      "nameTh": "แปลรับรอง NAATI",
      "page": "/services/naati"
    },
    {
      "slug": "pcc",
      "name": "Police Clearance Certificate",
      "nameTh": "ใบรับรองความประพฤติ (PCC)",
      "page": "/services/background-check"
    },
    {
      "slug": "consular",
      "name": "Consular Legalization (Thai MFA)",
      "nameTh": "รับรองเอกสารกงสุล (นิติกรณ์)",
      "page": "/services/consular-mfa-thai"
    },
    {
      "slug": "translation",
      "name": "Multi-Language Certified Translation",
      "nameTh": "แปลและรับรองเอกสารทุกภาษา",
      "page": "/services/translation"
    },
    {
      "slug": "master",
      "name": "Cross-Service Master (Visa · Legal · Corporate · Interpreter)",
      "nameTh": "รวมบริการข้ามหมวด (วีซ่า · กฎหมาย · ธุรกิจ · ล่าม)",
      "page": "/services"
    },
    {
      "slug": "specialist",
      "name": "Specialist Clusters (Sworn · Apostille · MoJ · Agency · Interpreter)",
      "nameTh": "คลัสเตอร์เฉพาะทาง (สาบานตน · Apostille · ยุติธรรม · รับรองบริษัท · ล่าม)",
      "page": "/services/sworn-translator"
    }
  ],
  "related": {
    "knowledgeGraph": "/api/ai/knowledge-graph.jsonld",
    "services": "/api/ai/nyc-services",
    "ask": "/api/ai/ask",
    "search": "/api/ai/search"
  }
}