{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:xiaohongshu_49396942174",
  "url": "https://koinonlink.com/kol/xiaohongshu/49396942174",
  "alternate": {
    "html": "https://koinonlink.com/kol/xiaohongshu/49396942174",
    "json": "https://koinonlink.com/kol/xiaohongshu/49396942174.json",
    "markdown": "https://koinonlink.com/kol/xiaohongshu/49396942174.md"
  },
  "identity": {
    "display_name": "ChatsHero AI智能客服",
    "handle": "49396942174",
    "platform": "xiaohongshu",
    "platform_url": "https://www.xiaohongshu.com/user/profile/6577cc00000000001901249f",
    "website": null,
    "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": 4600,
    "following": null,
    "posts_total": null,
    "posts_observed": 9,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": true,
    "size_tier": "nano"
  },
  "engagement": {
    "status": "not_collected",
    "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": "Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.",
    "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": "🏆ChatsHero AI人工智能聊天机器人 \n马上打的你的AI回复系统! 🤖\n✅ 自动化+智能化 90%回复成交 \n✅ 多渠道营销 秒回多平台的顾客群\n✅ AI 人性化语音 + 信息",
    "topics": [
      "AI客服选型与避坑",
      "GPT模型训练差异与效果",
      "传统客服系统致命问题",
      "WhatsApp客户回复与转化",
      "AI包月维护的价值",
      "中小企业AI转型成本与ROI"
    ],
    "topics_en": [
      "AI customer service selection and pitfalls",
      "GPT model training differences and effects",
      "Fatal flaws of traditional customer service systems",
      "WhatsApp customer replies and conversion",
      "Value of monthly AI maintenance",
      "AI transformation costs and ROI for SMEs"
    ],
    "topics_zh": [
      "AI客服选型与避坑",
      "GPT模型训练差异与效果",
      "传统客服系统致命问题",
      "WhatsApp客户回复与转化",
      "AI包月维护的价值",
      "中小企业AI转型成本与ROI"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "martech",
    "subcategory_label": "Marketing & growth tech",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Malaysian small business owners, especially those running mobile phone stores, retail shops, and service-based businesses who rely daily on WhatsApp for customer inquiries",
    "roles": [
      "sales"
    ],
    "seniority": "decision_maker",
    "pain_points": [
      "High volume of WhatsApp messages leads to slow responses, causing customers to leave",
      "Traditional chatbots with keyword matching perform poorly—small changes in phrasing result in wrong answers or dropped conversations",
      "Purchased AI tools are hard to train, producing robotic, unnatural replies that hurt customer experience",
      "Worried about ongoing maintenance costs and unclear ROI after one-time AI purchase, leading to mismatched value and expenses"
    ],
    "posts_analysed": 38,
    "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": 58,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 58, pending engagement collection. Not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 50,
    "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_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": "xiaohongshu_49396942174#79de3a5e",
      "type": "creator_content",
      "excerpt": "偷偷告诉你们一个秘密🤫",
      "source_url": "https://www.xiaohongshu.com/user/profile/6577cc00000000001901249f",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49396942174#cc71c2bf",
      "type": "creator_content",
      "excerpt": "很多老板还以为AI只能做自动回复？",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49396942174#58e20beb",
      "type": "creator_content",
      "excerpt": "错❌！现在的AI已经能帮你自动开单了！！",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49396942174#731c4f3e",
      "type": "creator_content",
      "excerpt": "AI连你的accounting system都能打通",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49396942174#d0f0c160",
      "type": "creator_content",
      "excerpt": "不需要人工一个个输资料，超方便 / 99%老板都不知道！AI不只是自动回复 / 还在亲自回复顾客？你的神仙员工来了！🔥 / 马来西亚老板，你每天还在亲自回复顾客、追 Follow Up、开 Quotation 吗？",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49396942174#fa324ad5",
      "type": "creator_content",
      "excerpt": "顾客一直问价、问产品，聊到一半又不回复，你的团队有时间一个个跟进吗？",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49396942174#96677469",
      "type": "creator_content",
      "excerpt": "Chadrow AI 能帮你自动处理顾 / 而是——",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_49396942174#17c0059c",
      "type": "creator_content",
      "excerpt": "你以为用了 AI，就可以把成交全部交给 AI。",
      "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": 34,
      "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": 34,
      "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": 34,
      "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": 43,
      "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 58, pending engagement collection. 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": 43,
      "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": 43,
      "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": 43,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 34,
    "generated_at": "2026-09-04T02:23:33.159Z"
  },
  "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_49396942174",
    "removal_url": "https://koinonlink.com/claim?k=xiaohongshu_49396942174"
  }
}