# AI元宇宙产业研究 (@AI元宇宙产业研究) on wechat

- id: koinon:creator:wechat_ai元宇宙产业研究
- url: https://koinonlink.com/kol/wechat/AI%E5%85%83%E5%AE%87%E5%AE%99%E4%BA%A7%E4%B8%9A%E7%A0%94%E7%A9%B6
- schema_version: 1.4

## Identity
- platform: wechat
- handle: AI元宇宙产业研究
- platform_url: https://weixin.sogou.com/weixin?type=1&query=AI%E5%85%83%E5%AE%87%E5%AE%99%E4%BA%A7%E4%B8%9A%E7%A0%94%E7%A9%B6
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 9
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- 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
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI数字人部署成本拆解, 企业AI应用场景, 城市数字人落地案例, AI工具选型与问题排查

## Audience (inferred)
- status: present
- description: Chinese enterprise AI project leads or mid-to-senior managers focused on digital human deployment decisions and execution
- roles: automation
- seniority: decision_maker
- pain_points: Unclear about the full cost breakdown of deploying AI digital humans, Lack of real-world local implementation case studies for reference, After deploying AI tools, performance falls short but can't identify the root cause, Unsure which specific business scenarios are suitable for digital humans
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: platform_default
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [wechat_ai元宇宙产业研究#01a9acf8] 青岛企业部署AI数字人一年要花多少钱?从采集、训练到运维的全成本拆解 (https://weixin.sogou.com/weixin?type=1&query=AI%E5%85%83%E5%AE%87%E5%AE%99%E4%BA%A7%E4%B8%9A%E7%A0%94%E7%A9%B6)
- [wechat_ai元宇宙产业研究#24441f36] WorkBuddy能做什么?六大企业AI应用场景解析
- [wechat_ai元宇宙产业研究#829b823e] 济南AI数字人应用案例:景区、政务、企业服务真实落地实践
- [wechat_ai元宇宙产业研究#ec7ee6fc] AI数字人是什么?烟台企业为什么开始使用数字员工?
- [wechat_ai元宇宙产业研究#9761899d] WorkBuddy不好用?企业AI落地这几点你可能没做好
- [wechat_ai元宇宙产业研究#48c0ce65] AI数字人与真人员工有什么区别?企业应该如何选择
- [wechat_ai元宇宙产业研究#938907c6] 山东企业如何打造AI数字人?从形象设计到业务应用全流程解析
- [wechat_ai元宇宙产业研究#beba6756] 为什么半导体专精特新企业都在布局AI Agent?企业AI中台架构全解析

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=22, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=22, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=22, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=1, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=1, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=1, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- 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. — The input set differs by platform; do not compare this score across platforms.
- 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. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 1
- audience_updated_days_ago: 22

## AI retrieval
- indexing_requests: 2
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=wechat_ai%E5%85%83%E5%AE%87%E5%AE%99%E4%BA%A7%E4%B8%9A%E7%A0%94%E7%A9%B6
- Request removal: https://koinonlink.com/claim?k=wechat_ai%E5%85%83%E5%AE%87%E5%AE%99%E4%BA%A7%E4%B8%9A%E7%A0%94%E7%A9%B6
- Terms: https://koinonlink.com/for-ai