{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_安吉归源科技",
  "url": "https://koinonlink.com/kol/wechat/%E5%AE%89%E5%90%89%E5%BD%92%E6%BA%90%E7%A7%91%E6%8A%80",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E5%AE%89%E5%90%89%E5%BD%92%E6%BA%90%E7%A7%91%E6%8A%80",
    "json": "https://koinonlink.com/kol/wechat/%E5%AE%89%E5%90%89%E5%BD%92%E6%BA%90%E7%A7%91%E6%8A%80.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E5%AE%89%E5%90%89%E5%BD%92%E6%BA%90%E7%A7%91%E6%8A%80.md"
  },
  "identity": {
    "display_name": "安吉归源科技",
    "handle": "安吉归源科技",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E5%AE%89%E5%90%89%E5%BD%92%E6%BA%90%E7%A7%91%E6%8A%80",
    "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 for product visual creation",
      "AI-powered customer service knowledge bases",
      "AI for e-commerce content automation",
      "AI in small business operations",
      "Visual storytelling for product differentiation",
      "AI tools for non-designers"
    ],
    "topics_en": [
      "AI for product visual creation",
      "AI-powered customer service knowledge bases",
      "AI for e-commerce content automation",
      "AI in small business operations",
      "Visual storytelling for product differentiation",
      "AI tools for non-designers"
    ],
    "topics_zh": [
      "AI用于产品视觉创作",
      "AI驱动的客服知识库",
      "AI赋能电商内容自动化",
      "AI助力小微企业运营",
      "视觉化叙事实现产品差异化",
      "AI工具赋能非设计师"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Small business owners and solopreneurs in e-commerce, especially those running online stores with limited resources",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to create compelling product visuals and comparisons without design skills",
      "Having AI customer service bots give inaccurate or irrelevant responses",
      "Finding it hard to communicate product value clearly to customers",
      "Lacking time and tools to automate repetitive content creation tasks"
    ],
    "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_安吉归源科技#d2026801",
      "type": "creator_content",
      "excerpt": "AI 在日常办公的 6 个用法:把重复的活儿交出去,人只做判断",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E5%AE%89%E5%90%89%E5%BD%92%E6%BA%90%E7%A7%91%E6%8A%80",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_安吉归源科技#ab80f113",
      "type": "creator_content",
      "excerpt": "6 条规则写好客服知识库:让 AI 机器人别再答非所问",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_安吉归源科技#938a1eef",
      "type": "creator_content",
      "excerpt": "6 步用 AI 做一张产品卖点信息图:小店主一页纸讲清凭啥买我",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_安吉归源科技#78288140",
      "type": "creator_content",
      "excerpt": "6步用AI做产品对比图:小店主把货和别家摆一起,优势自己会说话",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_安吉归源科技#d18fb6d7",
      "type": "creator_content",
      "excerpt": "6 步用 AI 做一张产品对比图:你的款凭啥比普通款贵,一图讲清",
      "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": 39,
      "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": 39,
      "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": 39,
      "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": 39,
    "generated_at": "2026-10-23T03:08:54.611Z"
  },
  "retrieval": {
    "indexing_requests": 4,
    "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%AE%89%E5%90%89%E5%BD%92%E6%BA%90%E7%A7%91%E6%8A%80",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E5%AE%89%E5%90%89%E5%BD%92%E6%BA%90%E7%A7%91%E6%8A%80"
  }
}