# 刘小刘—一位🈶温度的 AI 电商讲师 (@liuxiaoliula91) on douyin

- id: koinon:creator:douyin_liuxiaoliula91
- url: https://koinonlink.com/kol/douyin/liuxiaoliula91
- schema_version: 1.4

## Identity
- platform: douyin
- handle: liuxiaoliula91
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAb86lQj9OhrZrNjP5qutCvC3Bhsau9rRxSYljVpQClfM
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 510368
- following: 4192
- posts_total: 137
- posts_observed: 3
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00061
- best_post_interactions: 311
- 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: ecommerce
- subcategory: ecom_ads
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 抖音账号装修与零粉丝起号, 短视频脚本写作与剪辑技巧, 直播电商全流程与话术, 实体店IP打造与本地生活, AI赋能新农人/教师/基层办公, 数字助农与县域电商
- bio: AI 赋能新媒体短视频直播电商讲师
累计培训学员50000人次～
擅长领域：
账号定位、直播起号全流程
短视频拍摄技巧、短视频文案创作、短视频剪辑技巧。
直播全运营、直播间话术、跨境电商

## Audience (inferred)
- status: present
- description: TikTok e-commerce newcomers, new farmers, owners of physical stores/motels, and county-level teachers and grassroots officials
- roles: ecom_ops
- seniority: learner
- pain_points: Low TikTok account traffic, unsure how to optimize profile and launch a channel, Can't write video scripts or deliver spoken content with viral appeal, Physical stores lack online personal branding and methods to convert traffic into sales, Unfamiliar with using AI tools for content creation and local business operations
- posts_analysed: 84
- confidence: 0.9

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

## Quality signals
- authenticity_score: 38
- authenticity_basis: engagement_observed
- credibility_score: 76
- flagged_for_review: false
- koinon_bd_grade: C — 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_liuxiaoliula91#98f897c5] 光秃秃的山上，人们吃什么？ 出差经过会宁，看到光秃秃的山，谁弄告诉我：这片土地上的人，吃什么？#定西 #黄土高原千沟万壑 #甘肃会宁 #甘肃农村 / @刘小刘—一位🈶温度的 AI 电商讲师创作的原声 / 出差经过会宁，看到光秃秃的山，谁弄告诉我：这片土地上的人，吃什么？#定西 #黄土高原千沟万壑 #甘肃会宁 #甘肃农村 / 跟着乌啦啦吃商洛烤包子#跟着乌啦啦打卡商洛烤包子#商洛烤包子有多香#商洛美食天花板#陕西特色美食探店#寻味商洛烟火气 / 今天下午4点半学员实操课，有梦你就来#从零开始学做视频剪辑 #直播创业 #手把手教学 / 不如见一面（钢琴版） (https://www.douyin.com/user/MS4wLjABAAAAb86lQj9OhrZrNjP5qutCvC3Bhsau9rRxSYljVpQClfM)
- [douyin_liuxiaoliula91#ccbffd51] #电商讲师干货#火锅店 / 实体店缺的不是味道，是IP流量#实体店IP#餐饮店线上运营 #本地生活赋能#实体老板创业
- [douyin_liuxiaoliula91#cfdef74a] #电商讲师干货#火锅店 / IP的带动作用 / 账号只有四百粉丝，直播间在线居然六千多人！ 最近我的一位学员遇到一个套路！账号只有四百粉丝，直播间在线居然六千多人！#抖音避坑 #防止上当受骗 #电商小白 #新媒体 / 最近我的一位学员遇到一个套路！账号只有四百粉丝，直播间在线居然六千多人！#抖音避坑 #防止上当受骗 #电商小白 #新媒体 / 违规操作的风险

## 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=79, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.9, freshness_days=79, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.9, freshness_days=79, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, 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=79, 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=79, 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: 79
- audience_updated_days_ago: 79

## 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_liuxiaoliula91
- Request removal: https://koinonlink.com/claim?k=douyin_liuxiaoliula91
- Terms: https://koinonlink.com/for-ai