{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_兔子比狐狸狡猾了",
  "url": "https://koinonlink.com/kol/wechat/%E5%85%94%E5%AD%90%E6%AF%94%E7%8B%90%E7%8B%B8%E7%8B%A1%E7%8C%BE%E4%BA%86",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E5%85%94%E5%AD%90%E6%AF%94%E7%8B%90%E7%8B%B8%E7%8B%A1%E7%8C%BE%E4%BA%86",
    "json": "https://koinonlink.com/kol/wechat/%E5%85%94%E5%AD%90%E6%AF%94%E7%8B%90%E7%8B%B8%E7%8B%A1%E7%8C%BE%E4%BA%86.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E5%85%94%E5%AD%90%E6%AF%94%E7%8B%90%E7%8B%B8%E7%8B%A1%E7%8C%BE%E4%BA%86.md"
  },
  "identity": {
    "display_name": "兔子比狐狸狡猾了",
    "handle": "兔子比狐狸狡猾了",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E5%85%94%E5%AD%90%E6%AF%94%E7%8B%90%E7%8B%B8%E7%8B%A1%E7%8C%BE%E4%BA%86",
    "website": null,
    "country": null,
    "country_name": null,
    "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": null,
    "following": null,
    "posts_total": null,
    "posts_observed": 5,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_measurable_on_platform",
    "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": "This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.",
    "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": [
      "AI product manager certification selection",
      "Core competencies for AI product managers",
      "AI PM interview preparation",
      "Balancing certifications vs. practical experience"
    ],
    "topics_en": [
      "Choosing AI PM certifications",
      "Core skills for AI PMs",
      "Preparing for AI PM interviews",
      "Balancing certifications and experience"
    ],
    "topics_zh": [
      "AI产品经理认证选择",
      "AI产品经理核心能力",
      "AI PM面试准备",
      "认证与实践经验的平衡"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Aspiring or early-career AI product managers seeking guidance on certifications, skill development, and interview preparation",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to choose the right AI product manager certification among many options",
      "Uncertain about which skills (like evaluating product performance) are truly valuable for AI PM roles",
      "Frustrated by interview expectations that go beyond basic AI tool knowledge like ChatGPT",
      "Confused about the relative importance of certifications, projects, and real-world experience"
    ],
    "posts_analysed": 6,
    "confidence": 0.4,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 60,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": null,
    "credibility_note": "Not computed for this profile: the follower-based heuristic had no inputs on this platform.",
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "A",
      "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_only",
      "formula": "fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "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": "wechat_兔子比狐狸狡猾了#49aef49d",
      "type": "creator_content",
      "excerpt": "AI产品经理证书怎么选?别先看发证机构,先看有没有这5类能力",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E5%85%94%E5%AD%90%E6%AF%94%E7%8B%90%E7%8B%B8%E7%8B%A1%E7%8C%BE%E4%BA%86",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_兔子比狐狸狡猾了#7e53f169",
      "type": "creator_content",
      "excerpt": "AI产品经理证书怎么选?别先看发证机构,先",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_兔子比狐狸狡猾了#8fca764b",
      "type": "creator_content",
      "excerpt": "AI产品经理真正需要的不是更多Prompt,而是“评测产品效果”的能力",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_兔子比狐狸狡猾了#77667e23",
      "type": "creator_content",
      "excerpt": "AI产品经理真正需要的不是更多Prompt,而是",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_兔子比狐狸狡猾了#069045ed",
      "type": "creator_content",
      "excerpt": "产品经理考AI产品经理认证有用吗?证书、项目和经验哪个更重要",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_兔子比狐狸狡猾了#aa3cc74b",
      "type": "creator_content",
      "excerpt": "AI产品经理面试,企业真正想听的不是“我会ChatGPT”",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_兔子比狐狸狡猾了#522cbbc1",
      "type": "creator_content",
      "excerpt": "企业做AI产品,到底应该自研、买现成产品,",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_兔子比狐狸狡猾了#51724650",
      "type": "creator_content",
      "excerpt": "传统产品经理转AI产品经理,要补的不是“AI工具”,而是这5类能力",
      "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": 0.4,
      "freshness_days": 13,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 13,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 13,
      "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": 9,
      "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": 9,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 9,
      "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": 9,
      "method": "Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement.",
      "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": 9,
      "method": "llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 9,
      "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": 9,
    "content_analysed_days_ago": 9,
    "audience_updated_days_ago": 13,
    "generated_at": "2026-09-23T03:22:40.163Z"
  },
  "retrieval": {
    "indexing_requests": 3,
    "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/wechat",
    "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=wechat_%E5%85%94%E5%AD%90%E6%AF%94%E7%8B%90%E7%8B%B8%E7%8B%A1%E7%8C%BE%E4%BA%86",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E5%85%94%E5%AD%90%E6%AF%94%E7%8B%90%E7%8B%B8%E7%8B%A1%E7%8C%BE%E4%BA%86"
  }
}