# 马力AI和商业思维 (@48479806306) on douyin

- id: koinon:creator:douyin_48479806306
- url: https://koinonlink.com/kol/douyin/48479806306
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 48479806306
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAfgtDMrszkJL6elz6G9g_C0PBVKnxx0PgnbLNj9OLyMm9xfRHBD-WlvgbinUGoH8v
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1428675
- following: 650
- posts_total: 196
- posts_observed: 1
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.11805
- best_post_interactions: 168653
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI未来发展趋势与预测, 企业微信等AI办公与数据底座应用, 具身智能与机器人行业风口, 国产大模型与算力突破, 工业AI与商业模式创新, 普通人如何抓住AI机会
- bio: 合作可以直接发信息给这个账号。
①写了本书（开源，免费）：《OpenClaw龙虾零基础入门》，给普通人看的AI智能体实战指南。
② 资深产品经理，AI 商业化应用研究者，产业经济研究者，多家企业AI战略顾问
③研究领域：AI、消费、低空经济、汽车、家电、保险，在北京邮电大学面向研究生主讲《产品经理和人工智能》课程。
④曾为李开复老师的创新工场最早期的创业者，豌豆荚创始成员。

## Audience (inferred)
- status: present
- description: Professionals and everyday people interested in AI commercial applications and future tech trends, particularly those in execution and mid-level roles looking to leverage AI tools to boost business or seize opportunities
- roles: general_ai
- seniority: practitioner
- pain_points: Mid-level managers facing转型危机 due to AI replacement, unsure how to become 'craftsmen' in the AI era, Want to make money with AI or drive company growth but lack practical implementation strategies and tools, Struggle to keep up with real-world opportunities and risks from emerging technologies like domestic large models and embodied AI, Institutional knowledge within companies can't be turned into reusable AI assets, limiting efficiency and competitiveness
- 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: 76
- 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_48479806306#811cd8a4] 硅谷大佬的六大预测，未来手机会消失？ #未来经济发展趋势 #知识前沿派对 #AI #人工智能 #商业思维 (https://www.douyin.com/user/MS4wLjABAAAAfgtDMrszkJL6elz6G9g_C0PBVKnxx0PgnbLNj9OLyMm9xfRHBD-WlvgbinUGoH8v)
- [douyin_48479806306#a82b3558] @马力AI和商业思维创作的原声
- [douyin_48479806306#ad2f526b] 探索新方向新机会
- [douyin_48479806306#f6ace5b6] 这么有趣的合集，不能只有我一个人知道吧
- [douyin_48479806306#064d0cf8] #未来经济发展趋势 #知识前沿派对 #AI #人工智能 #商业思维
- [douyin_48479806306#fd26f40c] 手机将会消失
- [douyin_48479806306#901f827c] ・KK预测手机将消失，未来是物理与数字世界叠加的镜像世界
- [douyin_48479806306#3100f824] 中层管理者的危机

## 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_48479806306
- Request removal: https://koinonlink.com/claim?k=douyin_48479806306
- Terms: https://koinonlink.com/for-ai