{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:xiaohongshu_877136904",
  "url": "https://koinonlink.com/kol/xiaohongshu/877136904",
  "alternate": {
    "html": "https://koinonlink.com/kol/xiaohongshu/877136904",
    "json": "https://koinonlink.com/kol/xiaohongshu/877136904.json",
    "markdown": "https://koinonlink.com/kol/xiaohongshu/877136904.md"
  },
  "identity": {
    "display_name": "小木科技测评",
    "handle": "877136904",
    "platform": "xiaohongshu",
    "platform_url": "https://www.xiaohongshu.com/user/profile/5d82545c000000000100462b",
    "website": "xhsdiscover://message/userPublicGroupList?user_id=5d82545c000000000100462b&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": 32000,
    "following": null,
    "posts_total": null,
    "posts_observed": 18,
    "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": 0.04334,
    "avg_interactions_per_post": null,
    "best_post_interactions": 1387,
    "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": "✨AI Coding 玩家 | AI行业观察\n ✨大厂产品经理 | 互联网从业者\n ✨数码科技测评 | 效率软件分享\n🔝 探索AI工具，一起无限进步！",
    "topics": [
      "AI工具与效率软件测评",
      "手机与折叠屏评测",
      "智能硬件（眼镜、电视、学习机）",
      "购物补贴与618建议",
      "生产力场景应用"
    ],
    "topics_en": [
      "AI tool and productivity software reviews",
      "Phone and foldable screen reviews",
      "Smart hardware (glasses, TVs, learning machines)",
      "Shopping subsidies and 618 recommendations",
      "Productivity scenario applications"
    ],
    "topics_zh": [
      "AI工具与效率软件测评",
      "手机与折叠屏评测",
      "智能硬件（眼镜、电视、学习机）",
      "购物补贴与618建议",
      "生产力场景应用"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "app",
    "subcategory_label": "Mobile & consumer apps",
    "category_confidence": 0.85,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "efficiency-driven professionals, AI tool enthusiasts, and tech-savvy consumers, mainly young white-collar workers and family users needing office productivity boosts and guidance on choosing smartphones and smart devices",
    "roles": [
      "consumer",
      "general_ai"
    ],
    "seniority": "consumer",
    "pain_points": [
      "taking notes and summarizing meeting minutes is cumbersome",
      "low efficiency with voice or text input",
      "easily misled when buying smartphones, TVs, or learning devices",
      "uncertain which AI tools are actually useful"
    ],
    "posts_analysed": 44,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 70,
    "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": 59,
    "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_877136904#ee0d757f",
      "type": "creator_content",
      "excerpt": "飞书个人版|字节内部最强软件，好用在哪？ / 飞书，这个由国内最追求效率的互联网公司——字节跳动打磨出来的效率工具，究竟是有什么样的魔力？让已经离职的员工对它依然爱不释手。",
      "source_url": "https://www.xiaohongshu.com/user/profile/5d82545c000000000100462b",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_877136904#a228a7d1",
      "type": "creator_content",
      "excerpt": "今天我们就聊聊每个人都可以用的「飞书个人版」，如果你是创意类、编辑类、设 / 文本提取神器🉑 视频音频都能完美识别！ / 💡我们日常有很多录音转文字、视频转文字的需求：比方说会议录音、采访录音、感兴趣的播客、还有外",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_877136904#ffc6f8e7",
      "type": "creator_content",
      "excerpt": "语视频字幕等~",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_877136904#3bc15c8a",
      "type": "creator_content",
      "excerpt": "-",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_877136904#18126229",
      "type": "creator_content",
      "excerpt": "✨今天就给大家强烈安利一下完全免费的 #飞书妙计[话题]#",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_877136904#3bc15c8a",
      "type": "creator_content",
      "excerpt": "-",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_877136904#fed267b0",
      "type": "creator_content",
      "excerpt": "1️⃣ 基础功能很强 / 播客新人必备Skill！从0开始，千问办公手搓 / 很多人都想做一档自己的播客",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_877136904#6d4abb79",
      "type": "creator_content",
      "excerpt": "但大部分都卡在第一步",
      "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": 10,
      "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": 10,
      "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": 10,
      "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": 10,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 34,
    "generated_at": "2026-09-03T18:23:07.342Z"
  },
  "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_877136904",
    "removal_url": "https://koinonlink.com/claim?k=xiaohongshu_877136904"
  }
}