{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:wechat_企业保姆小助手",
  "url": "https://koinonlink.com/kol/wechat/%E4%BC%81%E4%B8%9A%E4%BF%9D%E5%A7%86%E5%B0%8F%E5%8A%A9%E6%89%8B",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E4%BC%81%E4%B8%9A%E4%BF%9D%E5%A7%86%E5%B0%8F%E5%8A%A9%E6%89%8B",
    "json": "https://koinonlink.com/kol/wechat/%E4%BC%81%E4%B8%9A%E4%BF%9D%E5%A7%86%E5%B0%8F%E5%8A%A9%E6%89%8B.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E4%BC%81%E4%B8%9A%E4%BF%9D%E5%A7%86%E5%B0%8F%E5%8A%A9%E6%89%8B.md"
  },
  "identity": {
    "display_name": "企业保姆小助手",
    "handle": "企业保姆小助手",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%BC%81%E4%B8%9A%E4%BF%9D%E5%A7%86%E5%B0%8F%E5%8A%A9%E6%89%8B",
    "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": 17,
    "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 customer service system implementation",
      "SME AI transformation roadmaps",
      "AI cost reduction case studies",
      "AI deployment pitfalls and budgets",
      "AI job replacement anxiety and reskilling"
    ],
    "topics_en": [
      "AI customer service system implementation",
      "SME AI transformation roadmaps",
      "AI cost reduction case studies",
      "AI deployment pitfalls and budgets",
      "AI job replacement anxiety and reskilling"
    ],
    "topics_zh": [
      "AI 客户服务系统实施",
      "中小企业 AI 转型路线图",
      "AI 降本增效案例研究",
      "AI 部署的陷阱与预算",
      "AI 取代工作的焦虑与再培训"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "SME managers and operators focused on implementing AI tools for operational efficiency and cost control",
    "roles": [
      "automation"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "High AI deployment costs leading to zero ROI",
      "Difficulty selecting and training AI customer service systems",
      "Anxiety over AI replacing existing job roles",
      "Long timelines and failure risks in enterprise AI transformation"
    ],
    "posts_analysed": 5,
    "confidence": 0.4
  },
  "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_企业保姆小助手#0a4989f9",
      "type": "creator_content",
      "excerpt": "【AI赋能】AI客服搭建实操:从0到1上线只需14天|智能客服系统选型 AI训练数据准备 多轮对话设计 中小企业降本增效",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E4%BC%81%E4%B8%9A%E4%BF%9D%E5%A7%86%E5%B0%8F%E5%8A%A9%E6%89%8B",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_企业保姆小助手#acf7d0d2",
      "type": "creator_content",
      "excerpt": "【AI赋能】中小企业AI替代焦虑:你的岗位会被AI取代吗?|AI替代焦虑 职业转型 中小企业AI应用 AI技能提升 人机协作",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_企业保姆小助手#cd70f47a",
      "type": "creator_content",
      "excerpt": "【AI赋能】企业AI转型从0到1实操手册:5场景快速见效|AI部署成本预算 中小企业人工智能方案 数字化转型路径 智能化升级方案",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_企业保姆小助手#e6cde612",
      "type": "creator_content",
      "excerpt": "【AI赋能】AI客服砍半人力成本:电商企业60天部署全复盘|AI客服系统搭建 智能客服选型 中小企业AI部署 私域客服自动化",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_企业保姆小助手#e6b4a6cf",
      "type": "creator_content",
      "excerpt": "【AI赋能】AI转型花了50万效果为零?揭秘AI部署4大失败原因|企业AI转型失败原因 AI部署成本预算 数字化转型避坑指南",
      "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": "2026-09-03T19:14:55.065Z"
  },
  "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_%E4%BC%81%E4%B8%9A%E4%BF%9D%E5%A7%86%E5%B0%8F%E5%8A%A9%E6%89%8B",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E4%BC%81%E4%B8%9A%E4%BF%9D%E5%A7%86%E5%B0%8F%E5%8A%A9%E6%89%8B"
  }
}