# 彭学长AI (@kele001004) on douyin

- id: koinon:creator:douyin_kele001004
- url: https://koinonlink.com/kol/douyin/kele001004
- schema_version: 1.4

## Identity
- platform: douyin
- handle: kele001004
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAgBEF-JMcAsZu43delDiMtgRDmEzy1miqu9b6C4D1vsLQgOOSyzeFB_8io3Q7SCoP
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 230198
- following: 78
- posts_total: 23
- posts_observed: 4
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.04412
- best_post_interactions: 10157
- measurement_source: cn_posts_max
- measurement_formula: likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- 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: 0.95
- category_source: derived_from_recent_content
- topics: AI短剧全流程制作, 豆包等工具做PPT与办公提效, AI图像生成与电商物料, AI视频工具与成本控制, 新兴AI工具实操拆解
- bio: Ai科技博主，让你效率起飞
 带你玩懂超100款Ai工具，了解科技信息
商务v：903502534

## Audience (inferred)
- status: present
- description: self-media and short video creators, AI short film makers, as well as executors focused on e-commerce design and workplace productivity
- roles: content
- seniority: practitioner
- pain_points: complex and costly process of creating AI short films from storyboarding to final output, time-consuming PPT and corporate material creation needing quick high-end results, high barrier and slow iteration for e-commerce image/video content design, lack of systematic hands-on methods to scale AI tool usage effectively
- posts_analysed: 71
- confidence: 0.9

## 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: 70
- authenticity_basis: engagement_observed
- credibility_score: 68
- 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_kele001004#0bb47f83] 灵感再也不会飞走！随身 AI 录音卡，说话自动整理分类 #AI录音卡 #职场提效工具  #我的AI硅基搭子 #百智AI录音卡 #百融百智 (https://www.douyin.com/user/MS4wLjABAAAAgBEF-JMcAsZu43delDiMtgRDmEzy1miqu9b6C4D1vsLQgOOSyzeFB_8io3Q7SCoP)
- [douyin_kele001004#e0e41656] @彭学长AI创作的原声
- [douyin_kele001004#fd5c5a8b] #AI录音卡 #职场提效工具  #我的AI硅基搭子 #百智AI录音卡 #百融百智
- [douyin_kele001004#217ebce6] 百智工作台
- [douyin_kele001004#d09bbb4e] 最新拆解叫兽最近爆火的《妖怪澡堂》！ 这拍的那是妖怪，分明是现实啊！#现实讽刺短片 #AI短剧 #妖怪澡堂 #叫兽易小星 #短片解说
- [douyin_kele001004#d23601b1] 这拍的那是妖怪，分明是现实啊！#现实讽刺短片 #AI短剧 #妖怪澡堂 #叫兽易小星 #短片解说
- [douyin_kele001004#b479ca57] ・剧情核心讽刺逻辑
- [douyin_kele001004#eb2a98c3] AI创作思路

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

- audience.description: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=84, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=86, 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=86, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, 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=0.5, freshness_days=86, method=Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily). — 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=108, method=llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 86
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 13
- 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_kele001004
- Request removal: https://koinonlink.com/claim?k=douyin_kele001004
- Terms: https://koinonlink.com/for-ai