{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_test_marketing_lab",
  "url": "https://koinonlink.com/kol/tiktok/test_marketing_lab",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/test_marketing_lab",
    "json": "https://koinonlink.com/kol/tiktok/test_marketing_lab.json",
    "markdown": "https://koinonlink.com/kol/tiktok/test_marketing_lab.md"
  },
  "identity": {
    "display_name": "かずき｜バイブマーケター",
    "handle": "test_marketing_lab",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@test_marketing_lab",
    "website": null,
    "country": "JP",
    "country_name": "Japan",
    "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": 4654,
    "following": 31,
    "posts_total": null,
    "posts_observed": 46,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "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": "",
    "topics": [
      "ChatGPT/Claude/Gemini practical usage and comparisons",
      "AI prompting and workflow tips for business",
      "Data privacy and security risks with AI",
      "AI for content creation and marketing tasks",
      "Avoiding common AI mistakes and failures"
    ],
    "topics_en": [
      "ChatGPT/Claude/Gemini practical usage and comparisons",
      "AI prompting and workflow tips for business",
      "Data privacy and security risks with AI",
      "AI for content creation and marketing tasks",
      "Avoiding common AI mistakes and failures"
    ],
    "topics_zh": [
      "ChatGPT/Claude/Gemini 的实际用法与比较",
      "AI 提示词与工作流程技巧（商业用途）",
      "AI 的数据隐私与安全风险",
      "AI 用于内容创作与营销任务",
      "避免常见的 AI 错误与失败"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Japanese business professionals and marketers actively using or testing AI tools like ChatGPT, Claude, and Gemini for daily work",
    "roles": [
      "general_ai"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "AI giving wrong or hallucinated answers that waste time",
      "Struggling to choose or stick with the right AI tool without wasting money",
      "Risk of leaking company or client data when pasting into AI",
      "AI making work busier instead of easier when used poorly"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.6,
    "promotion_intent": 0.7,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 40,
    "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": 40,
    "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_test_marketing_lab#b44e78dd",
      "type": "creator_content",
      "excerpt": "@米つぶに返信  ChatGPTとGeminiの違い。結論から言うと、「どっちが上」ではなく「用途で使い分ける」が正解です。 #ai活用 #chatgpt #gemini",
      "source_url": "https://www.tiktok.com/@test_marketing_lab",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_test_marketing_lab#bb25f7f9",
      "type": "creator_content",
      "excerpt": "original sound - test_marketing_lab",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_test_marketing_lab#e6837227",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: ai活用",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_test_marketing_lab#9d8e18cd",
      "type": "creator_content",
      "excerpt": "Check out かずき｜バイブマーケター’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_test_marketing_lab#429ec273",
      "type": "creator_content",
      "excerpt": "ChatGPT内で@Canvaを呼び出すと、作った画像を右上の「Canvaで開く」から編集できました。実はCanvaをChatGPT内で使う連携自体は去年からあります。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_test_marketing_lab#33517354",
      "type": "creator_content",
      "excerpt": "AIを禁止してる会社ほど、実は情報が漏れてます。会社で禁止すると、社員は個人スマホの無料AIに会社の文章を貼るからです。国内調査では生成AI利用者の5人に1人が無許可ツールを使用。禁止は利用をゼロにせず「見えない利用」に変えるだけ。シャドーAIの正体と、禁止の代わりに僕の会社でやっているルールを解説しました。あなたの会社はAI使えますか？禁止ですか？コメントで教えてください。 #ai活用",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_test_marketing_lab#0041623a",
      "type": "creator_content",
      "excerpt": "あなたのお店、ググられなくなるかもしれません。国内調査（1,009人・2026年8月発表）で、検索回数が減った人は34.2%。AIは候補を並べずに答えを出すので、これからは「AIが名前を出す店」と「答えに存在しない店」に割れます。今日、自分のお店の名前をChatGPTに聞いてみてください。出てきたか、出てこなかったか。結果はコメントで教えてください。 #ai活用",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_test_marketing_lab#9ee0bc39",
      "type": "creator_content",
      "excerpt": "LINEにAIが入ってくるのが正式に決まりました。LINEヤフー公式発表の新機能「Agent i in chat」は年内提供予定。トークの要約も、飲み会レシートの割り勘計算も、トークの中で完結し",
      "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": 22,
      "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": 22,
      "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": 22,
      "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": 3,
      "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": 3,
      "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": 3,
      "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": 3,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 22,
    "generated_at": "2026-09-03T18:22:57.280Z"
  },
  "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/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_test_marketing_lab",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_test_marketing_lab"
  }
}