{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_财语ai搞钱小抄",
  "url": "https://koinonlink.com/kol/wechat/%E8%B4%A2%E8%AF%ADAI%E6%90%9E%E9%92%B1%E5%B0%8F%E6%8A%84",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E8%B4%A2%E8%AF%ADAI%E6%90%9E%E9%92%B1%E5%B0%8F%E6%8A%84",
    "json": "https://koinonlink.com/kol/wechat/%E8%B4%A2%E8%AF%ADAI%E6%90%9E%E9%92%B1%E5%B0%8F%E6%8A%84.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E8%B4%A2%E8%AF%ADAI%E6%90%9E%E9%92%B1%E5%B0%8F%E6%8A%84.md"
  },
  "identity": {
    "display_name": "财语AI搞钱小抄",
    "handle": "财语AI搞钱小抄",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E8%B4%A2%E8%AF%ADAI%E6%90%9E%E9%92%B1%E5%B0%8F%E6%8A%84",
    "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": 8,
    "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": [
      "Practical AI tool selection",
      "Low-cost AI side hustles",
      "AI automation for freelancers",
      "Avoiding common AI gig pitfalls",
      "AI API cost optimization"
    ],
    "topics_en": [
      "Practical AI tool selection",
      "Low-cost AI side hustles",
      "AI automation for freelancers",
      "Avoiding common AI gig pitfalls",
      "AI API cost optimization"
    ],
    "topics_zh": [
      "AI实用工具选择",
      "低成本AI副业",
      "AI自动化赋能自由职业者",
      "规避AI零工常见陷阱",
      "AI API成本优化"
    ],
    "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": "Freelancers and side-hustlers using AI tools to build income streams, mainly focusing on practical, low-cost AI automation for quick results",
    "roles": [
      "automation"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to find reliable, free AI tools that actually work without constant maintenance",
      "Falling into time-wasting AI gigs that require repeated revisions",
      "Being priced out by high AI API costs despite having the skills to deliver",
      "Overwhelmed by too many AI tools and not knowing which ones to keep"
    ],
    "posts_analysed": 5,
    "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_财语ai搞钱小抄#68be8251",
      "type": "creator_content",
      "excerpt": "【AI工具实操】我把一堆 AI 工具卸载到只剩 3 个:下班后真能直接用的免费组合",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E8%B4%A2%E8%AF%ADAI%E6%90%9E%E9%92%B1%E5%B0%8F%E6%8A%84",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_财语ai搞钱小抄#bc5e8a05",
      "type": "creator_content",
      "excerpt": "【AI副业案例】我不会再接这 3 类 AI 订单:不是赚不到,而是太容易返工",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_财语ai搞钱小抄#db04b419",
      "type": "creator_content",
      "excerpt": "【AI副业案例】普通人用 WorkBuddy 接自动化单,能接的活和接法都在这",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_财语ai搞钱小抄#ae30fb8f",
      "type": "creator_content",
      "excerpt": "【AI副业案例】AI中间商月赚百万,普通人千万别照着抄",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_财语ai搞钱小抄#1d9883af",
      "type": "creator_content",
      "excerpt": "AI调用费腰斩了,同事已经用AI接单月入5千,你还在原价硬亏?",
      "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": 42,
      "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": 42,
      "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": 42,
      "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": 42,
      "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": 42,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 39,
      "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": 42,
      "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": 39,
      "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": 39,
      "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": 39,
    "content_analysed_days_ago": 42,
    "audience_updated_days_ago": 42,
    "generated_at": "2026-10-23T05:06:03.185Z"
  },
  "retrieval": {
    "indexing_requests": 5,
    "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_%E8%B4%A2%E8%AF%ADai%E6%90%9E%E9%92%B1%E5%B0%8F%E6%8A%84",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E8%B4%A2%E8%AF%ADai%E6%90%9E%E9%92%B1%E5%B0%8F%E6%8A%84"
  }
}