{
  "@context": "https://koinonlink.com/schema/creator/v1.2",
  "@type": "Creator",
  "schema_version": "1.2",
  "id": "koinon:creator:tiktok_denledsieusang9999",
  "url": "https://koinonlink.com/kol/tiktok/denledsieusang9999",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/denledsieusang9999",
    "json": "https://koinonlink.com/kol/tiktok/denledsieusang9999.json",
    "markdown": "https://koinonlink.com/kol/tiktok/denledsieusang9999.md"
  },
  "identity": {
    "display_name": "ĐÈN LED SIÊU SÁNG 9999",
    "handle": "denledsieusang9999",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@denledsieusang9999",
    "website": null,
    "country": "VN",
    "country_name": "Vietnam",
    "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": 156558,
    "following": 6,
    "posts_total": 687,
    "posts_observed": 4,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "engagement": {
    "status": "not_collected",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": 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": null,
    "topics": [
      "Đèn LED K9 Pro cho ô tô xe tải",
      "Livestream tư vấn và bán hàng TikTok Shop",
      "Hướng dẫn lắp đặt theo từng mẫu xe",
      "Kiểm tra độ sáng thực tế và tương thích zin",
      "Bảo hành và đăng kiểm"
    ],
    "category": "ecommerce",
    "category_label": "E-commerce / DTC",
    "subcategory": "dtc_brand",
    "subcategory_label": "DTC / own-store brands",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Chủ xe ô tô và xe tải Việt Nam muốn nâng cấp đèn LED siêu sáng, chủ yếu là người lái xe đêm hoặc xe zin đèn tối",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Đèn zin quá tối, lái xe đêm thiếu an toàn",
      "Khó tìm đèn LED chân zin tương thích với từng dòng xe cụ thể",
      "Lo lắng lắp đèn sau không qua đăng kiểm",
      "Muốn sản phẩm có bảo hành dài và lắp đặt dễ dàng"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.2,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 66,
    "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": 66,
    "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_denledsieusang9999#c96371b1",
      "type": "creator_content",
      "excerpt": "NÂNG CẤP ÁNH SÁNG CHO XE QKR 210 SIÊU SÁNG BẢO HÀNH 2 NĂM,LẮP CHUẨN ZIN BAO ĐĂNG KIỂM ĐẦY ĐỦ NHÉ ANH EM ƠI! #xuhuongtiktok #denledotosieusang9999 #qkr210 #k9pro #tiktokshop",
      "source_url": "https://www.tiktok.com/@denledsieusang9999",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_denledsieusang9999#09e69a14",
      "type": "creator_content",
      "excerpt": "original sound - denledsieusang9999",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_denledsieusang9999#f751ea56",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: xuhuongtiktok",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_denledsieusang9999#686f6f97",
      "type": "creator_content",
      "excerpt": "Check out ĐÈN LED SIÊU SÁNG 9999’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_denledsieusang9999#923a8518",
      "type": "creator_content",
      "excerpt": "HƯỚNG DẪN LẮP ĐÈN LED SIÊU SÁNG K9 PRO CHÂN H4 TRÊN XE CONTAINER BAO ZIN BAO SÁNG BẢO HÀNH 5 NĂM Ạ! #denledsieusang9999 #xuhuong #tiktoklive #livehighlights #denledsieusangk9pro #denledoto #k9pro #tiktokshop",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_denledsieusang9999#07ff2d15",
      "type": "creator_content",
      "excerpt": "ANH EM LÊN LIVE TỐI NAY SHOP TƯ VẤN ĐÈN CHO ANH EM MÌNH NHA! #denledsieusang9999 #denledoto #tiktoklive #k9pro #tiktokshop",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_denledsieusang9999#a6d66c88",
      "type": "creator_content",
      "excerpt": "MỜI ANH EM VÀO LIVE SÁNG NAY NHÉ!#denledsieusang9999",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_denledsieusang9999#77765f94",
      "type": "creator_content",
      "excerpt": "original sound - taothaosuyngamcuocdoi",
      "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": 21,
      "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": 21,
      "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": 21,
      "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": 21,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-02T14:57:07.378Z"
  },
  "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/ecommerce"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_denledsieusang9999",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_denledsieusang9999"
  }
}