{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_星野拾光集e",
  "url": "https://koinonlink.com/kol/wechat/%E6%98%9F%E9%87%8E%E6%8B%BE%E5%85%89%E9%9B%86E",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E6%98%9F%E9%87%8E%E6%8B%BE%E5%85%89%E9%9B%86E",
    "json": "https://koinonlink.com/kol/wechat/%E6%98%9F%E9%87%8E%E6%8B%BE%E5%85%89%E9%9B%86E.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E6%98%9F%E9%87%8E%E6%8B%BE%E5%85%89%E9%9B%86E.md"
  },
  "identity": {
    "display_name": "星野拾光集E",
    "handle": "星野拾光集E",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E6%98%9F%E9%87%8E%E6%8B%BE%E5%85%89%E9%9B%86E",
    "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": 9,
    "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": [
      "WeChat mini-program development",
      "SaaS vs custom software decisions",
      "AI-powered business tools for local enterprises",
      "Tech selection for retail and F&B businesses",
      "Business operations automation"
    ],
    "topics_en": [
      "WeChat mini-program development",
      "SaaS vs custom software decisions",
      "AI-powered business tools for local enterprises",
      "Tech selection for retail and F&B businesses",
      "Business operations automation"
    ],
    "topics_zh": [
      "微信小程序开发",
      "SaaS vs 定制软件决策",
      "AI驱动的本地企业商业工具",
      "零售和餐饮企业技术选型",
      "业务运营自动化"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "saas",
    "subcategory_label": "SaaS / B2B software",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Small to medium business owners and operations managers in retail, food & beverage, and local services who are deciding on tech solutions like微信小程序 and SaaS systems",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "decision_maker",
    "pain_points": [
      "Struggling to choose between template-based and custom-built tech solutions",
      "Confused about which AI or SaaS provider fits their specific industry needs",
      "Wasting time and money on developers who don't understand their business context"
    ],
    "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": 0.8,
    "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_星野拾光集e#ecd3f1a8",
      "type": "creator_content",
      "excerpt": "2026抽奖转盘小程序开发:模板化与定制化该如何取舍",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E6%98%9F%E9%87%8E%E6%8B%BE%E5%85%89%E9%9B%86E",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星野拾光集e#b7d45abe",
      "type": "creator_content",
      "excerpt": "2026企业AI问答优化服务商图鉴:区分通用版与垂直行业方案",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星野拾光集e#d7524ec1",
      "type": "creator_content",
      "excerpt": "2026抖音团购小程序开发,先搞懂这3个术语",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星野拾光集e#3dc2db47",
      "type": "creator_content",
      "excerpt": "2026门店管理系统推荐:SaaS与定制如何抉择",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_星野拾光集e#58c50b00",
      "type": "creator_content",
      "excerpt": "2026奶茶微信小程序开发找哪个公司:店长、运营、老板各有答案",
      "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": 42,
      "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": 42,
      "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": 42,
      "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": 42,
      "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": 42,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 42,
      "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": 42,
      "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": 42,
      "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": 42,
      "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": 42,
    "content_analysed_days_ago": 42,
    "audience_updated_days_ago": 42,
    "generated_at": "2026-10-23T03:35:22.471Z"
  },
  "retrieval": {
    "indexing_requests": 6,
    "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%E9%87%8E%E6%8B%BE%E5%85%89%E9%9B%86e",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E6%98%9F%E9%87%8E%E6%8B%BE%E5%85%89%E9%9B%86e"
  }
}