# 煜林AI工坊 (@21487754712) on douyin

- id: koinon:creator:douyin_21487754712
- url: https://koinonlink.com/kol/douyin/21487754712
- schema_version: 1.4

## Identity
- platform: douyin
- handle: 21487754712
- platform_url: https://www.douyin.com/user/MS4wLjABAAAASVStbbQn9jaM_v4oSOFNaE7nhDNwOR0X_XAvreGW9Hx4Y_aRFD1a2IMPrm4ZZM8A
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 122057
- following: 49
- posts_total: 75
- posts_observed: 3
- verified: true
- size_tier: kol

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 1.00733
- best_post_interactions: 122952
- 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: 0.92
- category_source: derived_from_recent_content
- topics: AI电商作图与详情图生成工具, AI短剧/漫剧一键生成网站, 免费AI视频和图片生成器, AI提示词与设计Agent工具, 电商素材自动化与美工替代方案
- bio: 🪬一天测评一个｜AI网站｜AI工具｜AI玩法
💛 你做什么都不会失败
❤️‍🔥 关注煜林，从此自己人
📮合作：weiangbaba (备注来意谢谢)

## Audience (inferred)
- status: present
- description: E-commerce operators and short-form video/content creators, mainly small businesses or frontline executors using AI tools for design, video, and content creation
- roles: ecom_ops
- seniority: practitioner
- pain_points: Manually creating product detail images and image sets is time-consuming and labor-intensive, Creating and adjusting storyboards, scenes, and animations for short or comic-style videos is complicated, Struggling with prompt writing or wasting time repeatedly trying different AI generations, Manual handling of Excel reports and data analysis is inefficient and slow
- posts_analysed: 100
- confidence: 0.9

## Commercial (inferred)
- audience_buyer_fit: 1
- promotion_intent: 1
- 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_21487754712#9a65fb43] 做图不用美工，PicsetAI一键生成电商详情图 #AI作图  #电商作图工具   #AI电商设计 #电商套图  #picset (https://www.douyin.com/user/MS4wLjABAAAASVStbbQn9jaM_v4oSOFNaE7nhDNwOR0X_XAvreGW9Hx4Y_aRFD1a2IMPrm4ZZM8A)
- [douyin_21487754712#65ced553] @煜林AI工坊创作的原声
- [douyin_21487754712#b1a47e4c] 煜林AI工坊
- [douyin_21487754712#f6ace5b6] 这么有趣的合集，不能只有我一个人知道吧
- [douyin_21487754712#c86c0e10] 这么有趣的短剧，不能只有我一个人知道吧
- [douyin_21487754712#8433d089] #AI作图  #电商作图工具   #AI电商设计 #电商套图  #picset
- [douyin_21487754712#a7af40a7] 一个让安装openclaw卖家集体失业的网站 #AI#网站#openclaw
- [douyin_21487754712#8d3b3504] #AI#网站#openclaw

## 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_21487754712
- Request removal: https://koinonlink.com/claim?k=douyin_21487754712
- Terms: https://koinonlink.com/for-ai