{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_书哥紫微乱侃",
  "url": "https://koinonlink.com/kol/wechat/%E4%B9%A6%E5%93%A5%E7%B4%AB%E5%BE%AE%E4%B9%B1%E4%BE%83",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E4%B9%A6%E5%93%A5%E7%B4%AB%E5%BE%AE%E4%B9%B1%E4%BE%83",
    "json": "https://koinonlink.com/kol/wechat/%E4%B9%A6%E5%93%A5%E7%B4%AB%E5%BE%AE%E4%B9%B1%E4%BE%83.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E4%B9%A6%E5%93%A5%E7%B4%AB%E5%BE%AE%E4%B9%B1%E4%BE%83.md"
  },
  "identity": {
    "display_name": "书哥紫微乱侃",
    "handle": "书哥紫微乱侃",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B9%A6%E5%93%A5%E7%B4%AB%E5%BE%AE%E4%B9%B1%E4%BE%83",
    "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": 8,
    "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": [
      "Enterprise AI implementation strategy",
      "AI project budgeting and cost estimation",
      "Avoiding AI pitfalls in business",
      "Building sustainable AI capabilities in organizations",
      "AI adoption for startups and non-technical founders"
    ],
    "topics_en": [
      "Enterprise AI implementation strategy",
      "AI project budgeting and cost estimation",
      "Avoiding AI pitfalls in business",
      "Building sustainable AI capabilities in organizations",
      "AI adoption for startups and non-technical founders"
    ],
    "topics_zh": [
      "企业AI落地策略",
      "AI项目预算与成本估算",
      "规避业务中的AI陷阱",
      "构建组织可持续AI能力",
      "AI在初创公司和非技术创始人中的应用"
    ],
    "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": "Business leaders and decision-makers in enterprises exploring AI adoption, especially those evaluating costs, risks, and long-term strategy for AI implementation",
    "roles": [
      "general_ai"
    ],
    "seniority": "decision_maker",
    "pain_points": [
      "Struggling to estimate realistic budget and ROI for enterprise AI projects",
      "Fearing that AI initiatives will become stuck in low-value, repetitive tasks like outsourcing",
      "Worrying about lack of internal expertise to sustain AI projects beyond pilot phases",
      "Feeling pressure to act fast on AI but unsure how to avoid costly mistakes"
    ],
    "posts_analysed": 5,
    "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": 0.8,
    "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_书哥紫微乱侃#986549fc",
      "type": "creator_content",
      "excerpt": "企业AI落地:你真的知道要多少钱吗?",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%B9%A6%E5%93%A5%E7%B4%AB%E5%BE%AE%E4%B9%B1%E4%BE%83",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_书哥紫微乱侃#dbd988ae",
      "type": "creator_content",
      "excerpt": "想靠AI创业,先别急着裸辞",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_书哥紫微乱侃#3ae5045e",
      "type": "creator_content",
      "excerpt": "AI 提效慢,不是 AI 不够强",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_书哥紫微乱侃#a4a2c4b0",
      "type": "creator_content",
      "excerpt": "做企业AI落地,要先攒够10年经验?",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_书哥紫微乱侃#28894a5a",
      "type": "creator_content",
      "excerpt": "做企业AI,最怕的不是没客户,而是越做越像外包",
      "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": 12,
      "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": 12,
      "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": 12,
      "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": 12,
      "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": 12,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 11,
      "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": 12,
      "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": 11,
      "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": 11,
      "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": 11,
    "content_analysed_days_ago": 12,
    "audience_updated_days_ago": 12,
    "generated_at": "2026-09-23T03:08:15.276Z"
  },
  "retrieval": {
    "indexing_requests": 5,
    "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_%E4%B9%A6%E5%93%A5%E7%B4%AB%E5%BE%AE%E4%B9%B1%E4%BE%83",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E4%B9%A6%E5%93%A5%E7%B4%AB%E5%BE%AE%E4%B9%B1%E4%BE%83"
  }
}