{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_phairot_engineering",
  "url": "https://koinonlink.com/kol/tiktok/phairot_engineering",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/phairot_engineering",
    "json": "https://koinonlink.com/kol/tiktok/phairot_engineering.json",
    "markdown": "https://koinonlink.com/kol/tiktok/phairot_engineering.md"
  },
  "identity": {
    "display_name": "Kwang & Few Shop",
    "handle": "phairot_engineering",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@phairot_engineering",
    "website": "https://www.facebook.com/profile.php?id=100010022385533&mibextid=V3Yony",
    "country": "TH",
    "country_name": "Thailand",
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": 12785,
    "following": 86,
    "posts_total": 21,
    "posts_observed": 2,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "not_collected",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "status_note": "Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.",
    "unit_note": "engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here."
  },
  "content": {
    "bio": "ช่างหนึ่ง รับเหมาก่อสร้าง รีโนเวทบ้าน \nTel 092-9609522",
    "topics": [
      "Home construction in Ratchaburi",
      "House renovation and remodeling",
      "Building a dream home",
      "Local construction contractor services",
      "Home extension and addition"
    ],
    "topics_en": [
      "Home construction in Ratchaburi",
      "House renovation and remodeling",
      "Building a dream home",
      "Local construction contractor services",
      "Home extension and addition"
    ],
    "topics_zh": [
      "叻丕府房屋建造",
      "房屋翻新装修",
      "打造梦想家园",
      "本地建筑承包商服务",
      "房屋扩建与加建"
    ],
    "category": "lifestyle",
    "category_label": "Lifestyle",
    "subcategory": "home_living",
    "subcategory_label": "Home & living",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Homeowners in Ratchaburi, Thailand, looking to build or renovate their dream homes, mainly first-time homeowners and small property owners",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Uncertainty about choosing a reliable contractor in their local area",
      "Difficulty finding transparent pricing and clear project timelines for home construction",
      "Fear of being overcharged or scammed by unqualified builders",
      "Lack of trust in online contractors without verified reviews or portfolios"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.1,
    "promotion_intent": 0.1,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 45,
    "authenticity_basis": "profile_shape_only",
    "authenticity_method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 45,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "C",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_and_engagement",
      "formula": "fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "tiktok_phairot_engineering#59f21a3b",
      "type": "creator_content",
      "excerpt": "#รับเหมาสร้างบ้าน #สร้างบ้านสวย #พื้นที่ใกล้เคียง #สนใจติดต่อสอบถามได้เลย #รับเหมาก่อสร้างราชบุรี #บ้านในฝัน #บ้านในฝันฉันจะทําให้มันเป็นจริง #ธรรมดาที่แสนพิเศษ #ธรรมชาติอยู่รอบตัวเรา🌿",
      "source_url": "https://www.tiktok.com/@phairot_engineering",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_phairot_engineering#fe63fc08",
      "type": "creator_content",
      "excerpt": "original sound - phairot_engineering",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_phairot_engineering#9924fb79",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: รับเหมาสร้างบ้าน",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_phairot_engineering#39216fba",
      "type": "creator_content",
      "excerpt": "Check out Kwang & Few Shop’s video! #TikTok >",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_phairot_engineering#bc5b858b",
      "type": "creator_content",
      "excerpt": "Funny Song",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_phairot_engineering#05c1879f",
      "type": "creator_content",
      "excerpt": "#รับเหมาก่อสร้างราชบุรี_บิ้วอิน_ต่อเติม_BYช่างหนึ่ง สนใจติดต่อได้เลย 092-960 9522 ( ช่างหนึ่ง ) ID:0929609522 ( ช่างหนึ่ง )",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_phairot_engineering#58103228",
      "type": "creator_content",
      "excerpt": "Countless",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_phairot_engineering#88f8c11b",
      "type": "creator_content",
      "excerpt": "#goodbye2025",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 44,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 0,
      "method": "Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 44,
      "method": "llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 44,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 44,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-04T06:23:33.297Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/tiktok",
    "category_entity": "https://koinonlink.com/product-category/lifestyle"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_phairot_engineering",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_phairot_engineering"
  }
}