# AI博士兄弟 (@24934290821) on douyin

- id: koinon:creator:douyin_24934290821
- url: https://koinonlink.com/kol/douyin/24934290821
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 24934290821
- platform_url: https://www.douyin.com/user/MS4wLjABAAAA0l0aKVreRK43jqsMFgxjQyku1D0qXEYThwk-iYW6S16P1ryYPjHxmb7jMbjji4Xx
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 79530
- following: 141
- posts_total: 472
- posts_observed: 3
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 2.5189
- best_post_interactions: 200328
- 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: 企业AI落地案例与工具实操, AI风险、超级智能与人类自救, Agent、数字员工与技能包架构, 中美AI差距与全球观察, AI对就业、社会与文明的影响
- bio: AI兄弟｜企业AI落地顾问 → 领《企业AI落地工具包》
✔️企业AI培训 | AI营销陪跑 | AI垂直行业落地，已服务800+企业，腾讯云/字节飞书AI生态伙伴
✔️ 每周分享：企业AI案例 | 工具实操 | 中美AI观察

## Audience (inferred)
- status: present
- description: Chinese enterprise AI implementation decision-makers and executors, mainly small business owners, digital transformation leads, and AI tool users
- roles: general_ai
- seniority: decision_maker
- pain_points: Lack of practical pathways and proven success cases for AI adoption in enterprises, Difficulty in assessing AI risks versus real business value, Competitive anxiety due to the perceived U.S.-China AI technology gap, Knowing how to use Agents/digital employees to replace teams effectively, not just through trial and error
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 0.9
- 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: 82
- 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_24934290821#3a3369e1] 华为AI中医问诊你怎么看 #华为 #人工智能 #中医 / @AI博士兄弟创作的原声 / #华为 #人工智能 #中医 / 中美人工差距到底差多少#人工智能 #中美差距 / 我是该相信问界M9，还是相信我的手？ (https://www.douyin.com/user/MS4wLjABAAAA0l0aKVreRK43jqsMFgxjQyku1D0qXEYThwk-iYW6S16P1ryYPjHxmb7jMbjji4Xx)
- [douyin_24934290821#817d8473] 试驾问界M9，余承东大哥，M9小艺被我整无语了，你说咋办？#问界m9 #周鸿祎迈巴赫拍出990万 #余承东#华为 / AI硬件vox告别AI编码盲跑时代#AI #AI硬件 #vox / 个人观点，仅供参考 / 产品形态与优势

## 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=85, 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=85, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=107, 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=85, 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=107, 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=107, method=platform_profile

## Freshness
- profile_checked_days_ago: 107
- content_analysed_days_ago: 85
- audience_updated_days_ago: 84

## 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_24934290821
- Request removal: https://koinonlink.com/claim?k=douyin_24934290821
- Terms: https://koinonlink.com/for-ai