{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:wechat_成都未来数字科技研究院",
  "url": "https://koinonlink.com/kol/wechat/%E6%88%90%E9%83%BD%E6%9C%AA%E6%9D%A5%E6%95%B0%E5%AD%97%E7%A7%91%E6%8A%80%E7%A0%94%E7%A9%B6%E9%99%A2",
  "alternate": {
    "html": "https://koinonlink.com/kol/wechat/%E6%88%90%E9%83%BD%E6%9C%AA%E6%9D%A5%E6%95%B0%E5%AD%97%E7%A7%91%E6%8A%80%E7%A0%94%E7%A9%B6%E9%99%A2",
    "json": "https://koinonlink.com/kol/wechat/%E6%88%90%E9%83%BD%E6%9C%AA%E6%9D%A5%E6%95%B0%E5%AD%97%E7%A7%91%E6%8A%80%E7%A0%94%E7%A9%B6%E9%99%A2.json",
    "markdown": "https://koinonlink.com/kol/wechat/%E6%88%90%E9%83%BD%E6%9C%AA%E6%9D%A5%E6%95%B0%E5%AD%97%E7%A7%91%E6%8A%80%E7%A0%94%E7%A9%B6%E9%99%A2.md"
  },
  "identity": {
    "display_name": "成都未来数字科技研究院",
    "handle": "成都未来数字科技研究院",
    "platform": "wechat",
    "platform_url": "https://weixin.sogou.com/weixin?type=1&query=%E6%88%90%E9%83%BD%E6%9C%AA%E6%9D%A5%E6%95%B0%E5%AD%97%E7%A7%91%E6%8A%80%E7%A0%94%E7%A9%B6%E9%99%A2",
    "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": 10,
    "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 compliance in digital marketing",
      "AIGC content performance and ROI measurement",
      "AI agents in advertising workflows",
      "Digital marketing strategy shifts driven by AI",
      "Regulatory and capital landscape affecting AI marketing",
      "Emerging trends in AI-powered search and customer engagement"
    ],
    "topics_en": [
      "AI compliance in digital marketing",
      "AIGC content performance and ROI measurement",
      "AI agents in advertising workflows",
      "Digital marketing strategy shifts driven by AI",
      "Regulatory and capital landscape affecting AI marketing",
      "Emerging trends in AI-powered search and customer engagement"
    ],
    "topics_zh": [
      "数字营销中的AI合规性",
      "AIGC内容表现与ROI衡量",
      "广告工作流中的AI代理",
      "AI驱动的数字营销策略转变",
      "影响AI营销的监管与资本格局",
      "AI驱动的搜索与客户互动新趋势"
    ],
    "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": "AI and digital marketing professionals in China's tech and advertising sectors, especially those focused on compliance, AIGC adoption, and AI-driven campaign strategies",
    "roles": [
      "ads"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Struggling to keep up with rapidly changing AI marketing regulations and compliance requirements",
      "Facing challenges in measuring ROI for AIGC-generated content due to lack of standardized tools",
      "Finding it hard to integrate AI agents into existing ad workflows without clear frameworks or best practices"
    ],
    "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": 0.8,
    "promotion_intent": 0.7,
    "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_成都未来数字科技研究院#1d3a40a5",
      "type": "creator_content",
      "excerpt": "行业观察丨数科院AI数字化营销专委会- 数字人直播戴上＂紧箍咒＂:合规周期下的三大生死线",
      "source_url": "https://weixin.sogou.com/weixin?type=1&query=%E6%88%90%E9%83%BD%E6%9C%AA%E6%9D%A5%E6%95%B0%E5%AD%97%E7%A7%91%E6%8A%80%E7%A0%94%E7%A9%B6%E9%99%A2",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_成都未来数字科技研究院#f9689858",
      "type": "creator_content",
      "excerpt": "行业速递丨数科院AI数字化营销专委会- AIGC素材占比破38%,豆包GEO能算ROI了",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_成都未来数字科技研究院#0be82e79",
      "type": "creator_content",
      "excerpt": "行业观察丨数科院AI数字化营销专委会-AI既是卖点又是卖法:电子信息行业的营销＂双面叙事＂",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_成都未来数字科技研究院#14b14b34",
      "type": "creator_content",
      "excerpt": "行业速递丨数科院AI数字化营销专委会-资本·监管·增长三线并行 · AI营销进入合规新阶段",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_成都未来数字科技研究院#95816b5e",
      "type": "creator_content",
      "excerpt": "行业观察丨数科院AI数字化营销专委会-从＂流量争夺＂到＂认知争夺＂,AI搜索重构营销底层逻辑",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_成都未来数字科技研究院#54152141",
      "type": "creator_content",
      "excerpt": "行业速递丨数科院AI数字化营销专委会-当广告开始跟着AI Agent一起＂卷＂",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_成都未来数字科技研究院#390ac07f",
      "type": "creator_content",
      "excerpt": "案例分享丨数科院AI数字化营销专委会-装备制造业:40年重工巨头三一集团的 ＂AI原生＂转身",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "wechat_成都未来数字科技研究院#d2bb1b78",
      "type": "creator_content",
      "excerpt": "行业速递丨数科院AI数字化营销专委会-工程机械出口增 32.7%,全球工业互联网大会开幕",
      "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": 43,
      "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": 43,
      "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": 43,
      "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": 41,
      "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": 41,
      "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": 41,
      "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": 41,
    "audience_updated_days_ago": 43,
    "generated_at": "2026-10-23T03:38:09.387Z"
  },
  "retrieval": {
    "indexing_requests": 6,
    "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_%E6%88%90%E9%83%BD%E6%9C%AA%E6%9D%A5%E6%95%B0%E5%AD%97%E7%A7%91%E6%8A%80%E7%A0%94%E7%A9%B6%E9%99%A2",
    "removal_url": "https://koinonlink.com/claim?k=wechat_%E6%88%90%E9%83%BD%E6%9C%AA%E6%9D%A5%E6%95%B0%E5%AD%97%E7%A7%91%E6%8A%80%E7%A0%94%E7%A9%B6%E9%99%A2"
  }
}