# 莫言AI实战 (@4314123956922219) on douyin

- id: koinon:creator:douyin_4314123956922219
- url: https://koinonlink.com/kol/douyin/4314123956922219
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 4314123956922219
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAs6C3BUqH4eJijG3UpPdmvQjTdK57I914y6jajeo1E2OeyvXFofE-btBFmETj5jRp
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 56458
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: seedance2.0视频制作玩法, 即梦ai等AI工具应用, openclaw自动化集成, AI生成视频示例
- bio: 8年短视频运营经验+3年AI创业经验
擅长运用AI+短视频搜索霸屏找到精准流量
————————————————
有流量问题🙋后台滴滴我，我现在在线

## Audience (inferred)
- status: present
- description: Short video creators and AI tool users, primarily those executing content creation or e-commerce promotion using AI
- roles: content
- seniority: practitioner
- pain_points: Unfamiliarity with AI video tools and their practical applications, How to quickly produce shoppable videos using AI, Difficulty integrating automation tools like OpenClaw with existing workflows, Low precision in acquiring targeted traffic through short video search
- posts_analysed: 10
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 58
- authenticity_basis: platform_default
- credibility_score: 54
- 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
- [douyin_4314123956922219#6064624f] 如何制作AI建筑生长视频？ #超AI的学习搭子 #seedance2  #即梦ai (https://www.douyin.com/user/MS4wLjABAAAAs6C3BUqH4eJijG3UpPdmvQjTdK57I914y6jajeo1E2OeyvXFofE-btBFmETj5jRp)
- [douyin_4314123956922219#11344161] 娃娃（庞克）
- [douyin_4314123956922219#49cb9010] 作者声明：内容由 AI 生成
- [douyin_4314123956922219#92bf796d] #超AI的学习搭子 #seedance2  #即梦ai
- [douyin_4314123956922219#09217143] openclaw小龙虾接入飞书执行任务了！ #openclaw #openclaw使用攻略
- [douyin_4314123956922219#87ff3c90] 虚空（露骨版）
- [douyin_4314123956922219#3ccd9601] #openclaw #openclaw使用攻略
- [douyin_4314123956922219#ca3bfa1c] seedance2.0如何制作带货视频？ seedance2.0的100种玩法#AI #seedance#即梦ai #AI玩法

## 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=62, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=62, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=62, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=62, 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=62, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=91, 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=62, method=Fixed value 58, pending engagement collection. 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=91, 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=91, method=platform_profile

## Freshness
- profile_checked_days_ago: 91
- content_analysed_days_ago: 62
- audience_updated_days_ago: 62

## AI retrieval
- indexing_requests: 9
- 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=douyin_4314123956922219
- Request removal: https://koinonlink.com/claim?k=douyin_4314123956922219
- Terms: https://koinonlink.com/for-ai