# 隋校长Ai带货视频制作 (@sui2739) on douyin

- id: koinon:creator:douyin_sui2739
- url: https://koinonlink.com/kol/douyin/sui2739
- schema_version: 1.4

## Identity
- platform: douyin
- handle: sui2739
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAFqS4sLVP5kT3Vhfia8GzQjomRUzdYYjUKJL-ZXbtDGU
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 121392
- following: 22
- posts_total: 11
- posts_observed: 3
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.07401
- best_post_interactions: 8984
- 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带货核心能力与实拍对比, 跨品复刻与素材裂变技巧, image2故事板+即梦Seedance等工具实操, Codex+Skill工作流搭建, AI博主起号与数据验证
- bio: 把复杂世界折叠后，偶然在缝隙里看到了系统Bug
做带货做到机构千万单量，做博主做到开了千人大课
背后是一套适合高敏感人群的显化叙事型商业IP方法论
AI 带货及商业流量智能体｜工作流落地应用@聪聪老师

## Audience (inferred)
- status: present
- description: Mid-tier creators and e-commerce practitioners looking to use AI for short video commerce, mainly execution-level influencers, newcomers to product promotion, and workflow practitioners
- roles: content
- seniority: practitioner
- pain_points: High technical barrier and unstable results with AI video generation, Time-consuming and inconsistent cross-product video replication, Lack of low-cost, scalable methods for producing commerce content, Missing actionable toolchains and topic ideas for launching AI-powered channels from scratch
- posts_analysed: 50
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.5
- promotion_intent: 0.7
- 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_sui2739#1da0b614] 四年带货经验全部Skill开源，共促行业发展 #真实生活分享计划 #短视频带货 #Ai带货 (https://www.douyin.com/user/MS4wLjABAAAAFqS4sLVP5kT3Vhfia8GzQjomRUzdYYjUKJL-ZXbtDGU)
- [douyin_sui2739#49cb9010] 作者声明：内容由 AI 生成
- [douyin_sui2739#0fe45bbf] #真实生活分享计划 #短视频带货 #Ai带货
- [douyin_sui2739#5005dd64] 实拍带货与AI带货的关系
- [douyin_sui2739#4561b539] ・实拍与AI带货并非二选一
- [douyin_sui2739#8003570c] 实拍带货的核心能力
- [douyin_sui2739#9a0bdd44] ・实拍带货核心与AI赋能逻辑
- [douyin_sui2739#0f05955f] AI带货的核心能力

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=84, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, 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: 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_sui2739
- Request removal: https://koinonlink.com/claim?k=douyin_sui2739
- Terms: https://koinonlink.com/for-ai