{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_火花派ai 智能客服",
  "url": "https://koinonlink.com/kol/wechat/%E7%81%AB%E8%8A%B1%E6%B4%BEAI%20%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E7%81%AB%E8%8A%B1%E6%B4%BEAI%20%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D",
    "json": "https://koinonlink.com/kol/wechat/%E7%81%AB%E8%8A%B1%E6%B4%BEAI%20%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E7%81%AB%E8%8A%B1%E6%B4%BEAI%20%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D.md"
  },
  "identity": {
    "display_name": "火花派AI 智能客服",
    "handle": "火花派AI 智能客服",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E7%81%AB%E8%8A%B1%E6%B4%BEAI%20%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D",
    "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": 7,
    "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客服上线决策",
      "上线实录与ROI",
      "知识库搭建",
      "效果评估",
      "质检体系",
      "大促客服应对"
    ],
    "topics_en": [
      "AI customer service launch decisions",
      "Launch records and ROI",
      "Knowledge base construction",
      "Performance evaluation",
      "Quality inspection system",
      "Big promotion customer service response"
    ],
    "topics_zh": [
      "AI客服上线决策",
      "上线实录与ROI",
      "知识库搭建",
      "效果评估",
      "质检体系",
      "大促客服应对"
    ],
    "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": "E-commerce and enterprise customer service operations staff, primarily executors and mid-level managers responsible for implementing AI customer service",
    "roles": [
      "cx"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Customer service volume surges during peak seasons, leading to delayed responses",
      "High costs and effort in building and maintaining AI customer service knowledge bases",
      "Difficulty in accurately measuring AI customer service performance and ROI",
      "Unstable AI response quality leading to increased customer complaints"
    ],
    "posts_analysed": 6,
    "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": 0.9,
    "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_火花派ai 智能客服#d5331ba6",
      "type": "creator_content",
      "excerpt": "2026 年,企业客服要不要上 AI?一份老板视角的决策清单",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E7%81%AB%E8%8A%B1%E6%B4%BEAI%20%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_火花派ai 智能客服#83711a98",
      "type": "creator_content",
      "excerpt": "上线 AI 客服 2 周实录:数据、踩坑与 ROI",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_火花派ai 智能客服#73425571",
      "type": "creator_content",
      "excerpt": "电商大促客服自救指南:AI 如何帮你扛住爆单",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_火花派ai 智能客服#582cc436",
      "type": "creator_content",
      "excerpt": "AI 客服知识库怎么搭",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_火花派ai 智能客服#719745d0",
      "type": "creator_content",
      "excerpt": "AI 客服效果怎么评估",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_火花派ai 智能客服#327d501e",
      "type": "creator_content",
      "excerpt": "AI 客服质检怎么搭",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_火花派ai 智能客服#cc860626",
      "type": "creator_content",
      "excerpt": "AI客服的＂三分钟红线＂:主动认怂比死撑更高级",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_火花派ai 智能客服#552c5669",
      "type": "creator_content",
      "excerpt": "老板选AI客服前 先想清楚这8个问题",
      "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": 9,
      "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": 9,
      "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": 9,
      "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": 1,
      "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": 1,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 1,
      "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": 1,
      "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": 1,
      "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": 1,
      "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": 1,
    "content_analysed_days_ago": 1,
    "audience_updated_days_ago": 9,
    "generated_at": "2026-09-09T00:54:06.097Z"
  },
  "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_%E7%81%AB%E8%8A%B1%E6%B4%BEai%20%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E7%81%AB%E8%8A%B1%E6%B4%BEai%20%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8D"
  }
}