{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:xiaohongshu_332816349",
  "url": "https://koinonlink.com/kol/xiaohongshu/332816349",
  "alternate": {
    "html": "https://koinonlink.com/kol/xiaohongshu/332816349",
    "json": "https://koinonlink.com/kol/xiaohongshu/332816349.json",
    "markdown": "https://koinonlink.com/kol/xiaohongshu/332816349.md"
  },
  "identity": {
    "display_name": "吴春天的Ai创业日记",
    "handle": "332816349",
    "platform": "xiaohongshu",
    "platform_url": "https://www.xiaohongshu.com/user/profile/5efc394600000000010000a9",
    "website": "xhsdiscover://message/userPublicGroupList?user_id=5efc394600000000010000a9&username=TA",
    "country": "CN",
    "country_name": "China",
    "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": 92100,
    "following": null,
    "posts_total": null,
    "posts_observed": 11,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "peak_post_only",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": 0.00351,
    "avg_interactions_per_post": null,
    "best_post_interactions": 323,
    "measurement_source": "cn_posts_max",
    "measurement_formula": "likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts",
    "comparable_pool": "peak_interactions",
    "status_note": "We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.",
    "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": "创业13年｜关停网红公司｜走访100位用AI拿到真实结果的人\n记录AI创业、企业AI转型、一人公司（OPC）与AI出海\n不聊空泛技术，只看AI如何落进真实业务",
    "topics": [
      "老板用AI的正确路径与避坑",
      "跨境卖货全流程AI重构",
      "AI内容中台与供应链匹配",
      "真实业务验证AI价值",
      "从工具到流程再到商业模式"
    ],
    "topics_en": [
      "Bosses' correct path and pitfalls with AI",
      "AI-driven restructuring of cross-border selling process",
      "AI content middle platform and supply chain matching",
      "Real business validation of AI value",
      "From tools to processes to business models"
    ],
    "topics_zh": [
      "老板用AI的正确路径与避坑",
      "跨境卖货全流程AI重构",
      "AI内容中台与供应链匹配",
      "真实业务验证AI价值",
      "从工具到流程再到商业模式"
    ],
    "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": "Cross-border e-commerce and foreign trade business owners and enterprise decision-makers, mainly small and medium-sized enterprise leaders and managers looking to rebuild their sales processes with AI",
    "roles": [
      "ecom_ops"
    ],
    "seniority": "decision_maker",
    "pain_points": [
      "Have learned many AI tools but haven’t seen business results—zero ROI",
      "High content production costs, repetitive workflows, and low efficiency",
      "Can’t find a stable supply chain willing to collaborate on AI-driven optimization",
      "Don’t know which business process to prioritize when introducing AI"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 60,
    "authenticity_basis": "engagement_observed",
    "authenticity_method": "Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily).",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 65,
    "credibility_note": null,
    "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_and_engagement",
      "formula": "authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "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": "xiaohongshu_332816349#06ec22a9",
      "type": "creator_content",
      "excerpt": "AI新手村：AI怎么拆一条TikTok爆款？ / 最近和圆圆一起复盘TikTok视频，发现很多人看到一条卖得好的视频，第一反应就是照着拍。",
      "source_url": "https://www.xiaohongshu.com/user/profile/5efc394600000000010000a9",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_332816349#bce42e82",
      "type": "creator_content",
      "excerpt": "但真正值得学习的，往往不是表面的文案和画面，而是这几个问题：",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_332816349#7c65d5fd",
      "type": "creator_content",
      "excerpt": "① 前3秒为什么能让用户停下来？",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_332816349#7571f130",
      "type": "creator_content",
      "excerpt": "② 产品在什么 / AI新手村：GEO是啥？我们怎么搭上GEO的车？ / 越来越多用户遇到问题，第一反应已经不是打开百度，而是直接问豆包、DeepSeek。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_332816349#33f8c68b",
      "type": "creator_content",
      "excerpt": "这意味着一个新的问题：",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_332816349#1381e249",
      "type": "creator_content",
      "excerpt": "当客户向AI询问“哪个品牌好”“应该买哪家”时，AI会不会推荐你的企业？",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_332816349#e78d3960",
      "type": "creator_content",
      "excerpt": "这次我和马松聊了聊 / AI新手村：亏过3000万后，他为什么又押注AI？ / 马松在聊天里提到，创业低谷的那两年，公司前后亏了约3000万。",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_332816349#cdb4a8ad",
      "type": "creator_content",
      "excerpt": "做过互联网产品、内容公司，也经历过投资、转型和业务低谷，他没有马上追下一个风口，而是停下来重新思考：",
      "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": 0.75,
      "freshness_days": 35,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 35,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 35,
      "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": 41,
      "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": 0.5,
      "freshness_days": 0,
      "method": "Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily).",
      "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": 41,
      "method": "llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 41,
      "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": 41,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 35,
    "generated_at": "2026-09-03T19:08:52.316Z"
  },
  "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/xiaohongshu",
    "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=xiaohongshu_332816349",
    "removal_url": "https://koinonlink.com/claim?k=xiaohongshu_332816349"
  }
}