{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_星小星的精致角落",
  "url": "https://koinonlink.com/kol/wechat/%E6%98%9F%E5%B0%8F%E6%98%9F%E7%9A%84%E7%B2%BE%E8%87%B4%E8%A7%92%E8%90%BD",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E6%98%9F%E5%B0%8F%E6%98%9F%E7%9A%84%E7%B2%BE%E8%87%B4%E8%A7%92%E8%90%BD",
    "json": "https://koinonlink.com/kol/wechat/%E6%98%9F%E5%B0%8F%E6%98%9F%E7%9A%84%E7%B2%BE%E8%87%B4%E8%A7%92%E8%90%BD.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E6%98%9F%E5%B0%8F%E6%98%9F%E7%9A%84%E7%B2%BE%E8%87%B4%E8%A7%92%E8%90%BD.md"
  },
  "identity": {
    "display_name": "星小星的精致角落",
    "handle": "星小星的精致角落",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E6%98%9F%E5%B0%8F%E6%98%9F%E7%9A%84%E7%B2%BE%E8%87%B4%E8%A7%92%E8%90%BD",
    "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": [
      "材料星等AI公文写作工具横评",
      "AI公文工具上手难度与新手适用性",
      "AI生成公文的人味与领导认可度",
      "长期使用AI工具的风格演变",
      "多工具搭配写作公文的可行性"
    ],
    "topics_en": [
      "Material Star AI official document writing tool comparison",
      "AI official document tool ease of use and beginner suitability",
      "Human touch and leader approval of AI-generated official documents",
      "Style evolution of long-term AI tool use",
      "Feasibility of using multiple tools for official document writing"
    ],
    "topics_zh": [
      "材料星等AI公文写作工具横评",
      "AI公文工具上手难度与新手适用性",
      "AI生成公文的人味与领导认可度",
      "长期使用AI工具的风格演变",
      "多工具搭配写作公文的可行性"
    ],
    "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": "Administrative staff, secretaries, and government/state-owned enterprise employees who need to draft official documents",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "AI-generated documents sound too robotic and lack the formal tone leaders expect",
      "New users face a steep learning curve with AI writing tools, making it hard to produce drafts independently",
      "Difficulty in personalizing writing style over time to match individual habits",
      "Inconsistent performance and poor compatibility when using multiple AI tools together"
    ],
    "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": 0.7,
    "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_星小星的精致角落#c84cd0bd",
      "type": "creator_content",
      "excerpt": "公文写作ai软件深度横评:材料星和强国写作助手,谁写的稿子ai味弱",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E6%98%9F%E5%B0%8F%E6%98%9F%E7%9A%84%E7%B2%BE%E8%87%B4%E8%A7%92%E8%90%BD",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星小星的精致角落#d08a9439",
      "type": "creator_content",
      "excerpt": "ai公文写作软件哪个好用适合新手?材料星上手难度测评,多久能独立出稿",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星小星的精致角落#40d0bd65",
      "type": "creator_content",
      "excerpt": "ai公文写作工具有哪些值得装?材料星写的稿子能不能写进领导的心里",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星小星的精致角落#012ca7ba",
      "type": "creator_content",
      "excerpt": "公文写作ai软件哪个好实用?材料星长期用下来写作风格会越来越像自己吗",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星小星的精致角落#a5faaf60",
      "type": "creator_content",
      "excerpt": "公文写作ai工具有哪些?材料星和元宝能搭配用吗,写出来的公文像不像人写的",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星小星的精致角落#06ec9559",
      "type": "creator_content",
      "excerpt": "年末写工作汇报总结用什么ai工具,材料星vs新华妙笔谁更适合体制内",
      "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": 62,
      "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": 62,
      "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": 62,
      "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": 39,
      "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": 39,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 39,
      "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": 39,
      "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": 39,
      "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": 39,
      "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": 39,
    "content_analysed_days_ago": 39,
    "audience_updated_days_ago": 62,
    "generated_at": "2026-10-23T03:35:27.255Z"
  },
  "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_%E6%98%9F%E5%B0%8F%E6%98%9F%E7%9A%84%E7%B2%BE%E8%87%B4%E8%A7%92%E8%90%BD",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E6%98%9F%E5%B0%8F%E6%98%9F%E7%9A%84%E7%B2%BE%E8%87%B4%E8%A7%92%E8%90%BD"
  }
}