{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:wechat_文宇云科技",
  "url": "https://koinonlink.com/kol/wechat/%E6%96%87%E5%AE%87%E4%BA%91%E7%A7%91%E6%8A%80",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E6%96%87%E5%AE%87%E4%BA%91%E7%A7%91%E6%8A%80",
    "json": "https://koinonlink.com/kol/wechat/%E6%96%87%E5%AE%87%E4%BA%91%E7%A7%91%E6%8A%80.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E6%96%87%E5%AE%87%E4%BA%91%E7%A7%91%E6%8A%80.md"
  },
  "identity": {
    "display_name": "文宇云科技",
    "handle": "文宇云科技",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E6%96%87%E5%AE%87%E4%BA%91%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": 7,
    "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 transformation",
      "AI intelligent agent deployment",
      "Regulatory and policy-driven AI adoption",
      "AI governance and control",
      "State-owned enterprise digitalization"
    ],
    "topics_en": [
      "Enterprise AI transformation",
      "AI intelligent agent deployment",
      "Regulatory and policy-driven AI adoption",
      "AI governance and control",
      "State-owned enterprise digitalization"
    ],
    "topics_zh": [
      "企业AI转型",
      "AI智能体部署",
      "政策驱动的AI采纳",
      "AI治理与管控",
      "国企数字化"
    ],
    "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": "Enterprise decision-makers and AI strategy leaders in Chinese state-owned enterprises and mid-sized firms, focusing on AI transformation and intelligent agent deployment",
    "roles": [
      "general_ai"
    ],
    "seniority": "decision_maker",
    "pain_points": [
      "Struggling to operationalize AI strategies at scale within large or regulated organizations",
      "Facing challenges in ensuring control and stability of AI agents as they become more autonomous",
      "Lacking clear frameworks for AI adoption aligned with national policy goals like the '14th Five-Year Plan' and '15th Fiv"
    ],
    "posts_analysed": 5,
    "confidence": 0.4
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.85,
    "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_文宇云科技#46fcb43a",
      "type": "creator_content",
      "excerpt": "老师傅的脑子值多少钱?AI智能体正在掀起一场＂经验数字化＂战争",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E6%96%87%E5%AE%87%E4%BA%91%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_文宇云科技#2f94698a",
      "type": "creator_content",
      "excerpt": "AI办公智能体赛道进入体系化竞争:企业如何抓住智能化转型窗口期",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_文宇云科技#120f9d1f",
      "type": "creator_content",
      "excerpt": "从央企“双百”到支付宝“阿宝”:AI智能体正在跨越“规模化落地”的临界点",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_文宇云科技#29df0a6e",
      "type": "creator_content",
      "excerpt": "当模型开始＂自己脱逃＂:企业AI智能体的考题,从＂够不够聪明＂变成了＂可不可控＂",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_文宇云科技#666d5b48",
      "type": "creator_content",
      "excerpt": "＂十五五＂中小企业AI赋能规划落地:AI应用服务商进入＂上量周期＂",
      "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": 0,
      "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": 0,
      "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": 0,
      "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": 0,
      "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": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 0,
      "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": 0,
      "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": 0,
      "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": 0,
      "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": 0,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-06T01:33:27.231Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "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%96%87%E5%AE%87%E4%BA%91%E7%A7%91%E6%8A%80",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E6%96%87%E5%AE%87%E4%BA%91%E7%A7%91%E6%8A%80"
  }
}