# 爱复盘·运营都在用的复盘工具 (@31529542925) on douyin

- id: koinon:creator:douyin_31529542925
- url: https://koinonlink.com/kol/douyin/31529542925
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 31529542925
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAWM_HDNrFFMByFoWKu-OVdE-gaMdQSoTotbUDyUDGUiI
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 864762
- following: 2770
- posts_total: 98
- posts_observed: 8
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.0011
- best_post_interactions: 950
- 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: martech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: 直播话术框架与生成, 直播复盘方法与维度, AI工具自动录制分析同行, 新主播培训与冷启动技巧, 平播逻辑与时长把控, 2026新规下的合规运营
- bio: 👇抖音官方AI应用大赛前3名，唯一上榜直播提效工具
👇2万+品牌主、商家、IP在用的复盘工具
👉【豆包提问：怎么找到爱复盘】
 👇点击试用                     👇进群了解

## Audience (inferred)
- status: present
- description: TikTok Shop live stream operators, hosts, and small to medium business operators
- roles: ecom_ops
- seniority: practitioner
- pain_points: Failing to review each live stream session leads to no improvement even after 1,000 broadcasts a year, Monotonous scripts or flawed persuasion logic result in conversion rates being 3% lower than expected, Struggling with cold starts, low viewer retention, and high return rates without identifying root causes, Traditional tactics no longer work after new rules are introduced, leaving them unsure how to adapt
- 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: 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_31529542925#a7637538] 爱复盘·AI 智能体工作台——直播界的 Claude 爱复盘·AI 智能体工作台——直播界的 Claude (https://www.douyin.com/user/MS4wLjABAAAAWM_HDNrFFMByFoWKu-OVdE-gaMdQSoTotbUDyUDGUiI)
- [douyin_31529542925#ecce91c3] 3万+用户 · 300+头部品牌 · 320万+场直播沉淀
- [douyin_31529542925#e021bd9a] 🔥 0 门槛：你说一句，它自动干活，一周复盘 5 分钟出
- [douyin_31529542925#82726525] 🔥 全分析：单场多场多账号，话术弹幕数据商品全分析
- [douyin_31529542925#917bfa24] 🔥 懂业务：132行业知识库 · 154分析能力 · 116合规红线
- [douyin_31529542925#5c1a14f2] 🔥 会记忆：操盘手、直播间、行业三层记忆，越用越懂你
- [douyin_31529542925#d645a41a] 🔥 能复制：金牌操盘手装进系统，普通运营也能做总监级复盘
- [douyin_31529542925#1a028029] 比 Claude 更懂直播，

## 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=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=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=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: 74
- audience_updated_days_ago: 74

## 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_31529542925
- Request removal: https://koinonlink.com/claim?k=douyin_31529542925
- Terms: https://koinonlink.com/for-ai