# 刘哲AI应用 (@1014182532617600) on douyin

- id: koinon:creator:douyin_1014182532617600
- url: https://koinonlink.com/kol/douyin/1014182532617600
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 1014182532617600
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAmqi9on7HC1eYjZCIIHGvzbv7NNHwqesVXfdmlaSTM23K7rtt9bzQTsGfXjK9cFkR
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 31338
- posts_observed: 8
- verified: false
- size_tier: koc

## Engagement
- status: average_measured
- engagement_rate: 0.0186
- engagement_rate_basis: average_of_observed_posts
- avg_interactions_per_post: 583
- 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: engagement_rate is a MEAN over the posts we observed (posts_in_average says how many).
- 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: 每天得罪一种职业的AI替代演示, AI智能体在零售、制造、养老等场景落地, 模型训练、RPA与系统搭建实操, 一人公司与小生意AI赚钱案例
- bio: - AI公司创始人 & AI应用专家
- 已服务1000+企业，合作联系：Lz012Ai   或   Lz009Ai
- 咨询服务：AI如何应用于您的行业/企业/职业，真正实现“降本增效”、“释放人力”
- 从“一人公司”到“国际集团”，AI皆可赋能
- 定制服务：企业AI智能体，模型训练，企业全栈智能化升级

## Audience (inferred)
- status: present
- description: small and medium-sized physical business owners, solopreneurs, and professionals looking to implement AI agents
- roles: automation
- seniority: decision_maker
- pain_points: High labor costs and difficulty hiring staff for brick-and-mortar stores or small businesses, Low efficiency in daily operations like inventory management, sales recommendations, and customer service, Lack of technical skills to build AI systems independently, Anxiety about traditional business processes being quickly overtaken by AI advancements
- posts_analysed: 69
- 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: 58
- authenticity_basis: engagement_observed
- credibility_score: 50
- 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_1014182532617600#2f642993] 每天得罪一种职业 ，今天要得罪的是...律师 #AI #人工智能 #律师 #宗庆后 #宗馥莉 (https://www.douyin.com/user/MS4wLjABAAAAmqi9on7HC1eYjZCIIHGvzbv7NNHwqesVXfdmlaSTM23K7rtt9bzQTsGfXjK9cFkR)
- [douyin_1014182532617600#f63a0a00] @刘哲AI应用创作的原声
- [douyin_1014182532617600#921ca388] ，今天要得罪的是...律师 #AI #人工智能 #律师 #宗庆后 #宗馥莉
- [douyin_1014182532617600#a35a4589] ・AI律师模型训练的起因与初始挑战
- [douyin_1014182532617600#c49e3c53] ・AI律师模型训练的核心技术挑战与解决
- [douyin_1014182532617600#c1a18be4] ・案件核心争议背景与诉求
- [douyin_1014182532617600#20f29386] ・庭审中原被告的核心争议与法律依据
- [douyin_1014182532617600#9d9ebe5d] ・AI法官的裁决结果与技术表现

## 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=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=74, 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=74, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=90, 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=74, 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=90, 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=90, method=platform_profile

## Freshness
- profile_checked_days_ago: 90
- content_analysed_days_ago: 74
- audience_updated_days_ago: 74

## AI retrieval
- indexing_requests: 10
- 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_1014182532617600
- Request removal: https://koinonlink.com/claim?k=douyin_1014182532617600
- Terms: https://koinonlink.com/for-ai