{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_什么时候出发都不晚",
  "url": "https://koinonlink.com/kol/wechat/%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%87%BA%E5%8F%91%E9%83%BD%E4%B8%8D%E6%99%9A",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%87%BA%E5%8F%91%E9%83%BD%E4%B8%8D%E6%99%9A",
    "json": "https://koinonlink.com/kol/wechat/%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%87%BA%E5%8F%91%E9%83%BD%E4%B8%8D%E6%99%9A.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%87%BA%E5%8F%91%E9%83%BD%E4%B8%8D%E6%99%9A.md"
  },
  "identity": {
    "display_name": "什么时候出发都不晚",
    "handle": "什么时候出发都不晚",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%87%BA%E5%8F%91%E9%83%BD%E4%B8%8D%E6%99%9A",
    "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": [
      "AI in marketing operations",
      "Enterprise AI adoption and scaling",
      "AI governance and risk management",
      "HR technology and AI integration",
      "AI maturity assessment and benchmarking"
    ],
    "topics_en": [
      "AI in marketing operations",
      "Enterprise AI adoption and scaling",
      "AI governance and risk management",
      "HR technology and AI integration",
      "AI maturity assessment and benchmarking"
    ],
    "topics_zh": [
      "营销运营中的AI",
      "企业AI的采纳与规模化",
      "AI治理与风险管理",
      "人力资源技术与AI集成",
      "AI成熟度评估与基准测试"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.92,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Marketing and HR leaders in Chinese enterprises, focusing on AI-driven transformation and operationalization of AI in business functions",
    "roles": [
      "ads"
    ],
    "seniority": "decision_maker",
    "pain_points": [
      "Struggling to move beyond pilot projects and achieve real production-level AI implementation",
      "Facing challenges in aligning AI initiatives with business outcomes and measuring ROI",
      "Difficulty in scaling AI across departments due to lack of governance and integration frameworks",
      "Uncertainty about how to build or select the right AI systems for enterprise-wide use"
    ],
    "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_什么时候出发都不晚#f7733c12",
      "type": "creator_content",
      "excerpt": "AI 驱动营销工业化|2026 中国 AI 营销趋势洞察报告:从工具试用走向体系化商业增长(34页)",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%87%BA%E5%8F%91%E9%83%BD%E4%B8%8D%E6%99%9A",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_什么时候出发都不晚#c469bc85",
      "type": "creator_content",
      "excerpt": "AI+知识产权:从“效率工具”到“治理底座”,产业升级的关键窗口已至(60页)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_什么时候出发都不晚#4b218b36",
      "type": "creator_content",
      "excerpt": "出海营销AI智能体成熟度评估:从工具辅助到全链路自主,企业如何跨越“L2门槛”?(39页)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_什么时候出发都不晚#c382a553",
      "type": "creator_content",
      "excerpt": "企业AI从“单点工具”走向“生产落地”:中国版Palantir崭露头角,决策智能市场进入爆发前夜(40页)(文末附配套资料)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_什么时候出发都不晚#57d20713",
      "type": "creator_content",
      "excerpt": "AI落地HR,为何“雷声大雨点小”?北森报告揭示价值兑现的五大瓶颈(48页)",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_什么时候出发都不晚#1ea193ce",
      "type": "creator_content",
      "excerpt": "AI办公:从“聊天”走向“干活”,下一个万亿级市场的爆发前夜(25页)(文末附配套资料)",
      "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": 13,
      "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": 13,
      "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": 13,
      "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": 9,
      "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": 9,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 9,
      "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": 9,
      "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": 9,
      "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": 9,
      "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": 9,
    "content_analysed_days_ago": 9,
    "audience_updated_days_ago": 13,
    "generated_at": "2026-09-23T03:41:16.030Z"
  },
  "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_%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%87%BA%E5%8F%91%E9%83%BD%E4%B8%8D%E6%99%9A",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E5%87%BA%E5%8F%91%E9%83%BD%E4%B8%8D%E6%99%9A"
  }
}