# 凯大始AI (@KS3322) on douyin

- id: koinon:creator:douyin_ks3322
- url: https://koinonlink.com/kol/douyin/KS3322
- schema_version: 1.4

## Identity
- platform: douyin
- handle: KS3322
- platform_url: https://www.douyin.com/user/MS4wLjABAAAAPc0KX2zWjCEtxt1Ixq6p7heaLR0ObDBsfLar20jgYNo
- country: China
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 24420
- following: 33
- posts_total: 337
- posts_observed: 3
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.18931
- best_post_interactions: 4623
- 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: 0.94
- category_source: derived_from_recent_content
- topics: AI提示词与AIGC教程, 照片转矢量/3D/插画工具, UI动效与网页灵感资源, 效率工具与网站推荐, 设计师专用AI提效技巧
- bio: 🕳️前互联网大厂体验设计师 | 站酷UI中国推荐设计师
🕳️分享AI工具使用、AIGC创作、AI科普测评、
🕳️AI智能体、效率工具、AI实用教程…

## Audience (inferred)
- status: present
- description: UI/UX designers, AIGC content creators, and design professionals looking to boost efficiency with AI
- roles: design
- seniority: practitioner
- pain_points: Struggling to find high-quality, practical AI prompt and tool websites, Time-consuming and poor-quality results when converting photos to vector, 3D, or illustrations, Need quick generation of gradients, animations, and data visualizations for design work, Want to systematically learn AI tools but lack practical, designer-focused tutorials and resources
- posts_analysed: 45
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- credibility_score: 67
- 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_ks3322#8a155e08] 用AI创造任何你想要的东西一键出创造清单 #AI造物 #AI工具 #网站推荐 #技术干货分享 #AI教程 (https://www.douyin.com/user/MS4wLjABAAAAPc0KX2zWjCEtxt1Ixq6p7heaLR0ObDBsfLar20jgYNo)
- [douyin_ks3322#cef693f6] @凯大始AI创作的原声
- [douyin_ks3322#dfbc71cf] 实用提示词分享，图片处理技巧干货分享 #AIGC #AI生图 #AI教程 #设计师 #AI提示词
- [douyin_ks3322#49cb9010] 作者声明：内容由 AI 生成
- [douyin_ks3322#801e1dd0] VibeCoding高端炫酷动效网站参考网页灵感 #个人网页 #vibecoding #codex #网站灵感 #网页动效
- [douyin_ks3322#da5f8fe1] 超酷炫网页交互动效灵感参考库提升审美 #vibecoding #网页动效 #网页灵感 #设计师 #网站推荐
- [douyin_ks3322#2f71e8d6] 6种常见AI创意字体设计教程附带提示词 #ai字体设计 #创意字体 #AI工具 #AI教程 #AIGC
- [douyin_ks3322#bf6e4692] 设计师必备的渐变背景生成器，专业设计调色板 #渐变色 #渐变背景 #设计师 #网站推荐 #干货分享

## 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=108, 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=108, 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=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 85
- audience_updated_days_ago: 84

## AI retrieval
- indexing_requests: 12
- 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_ks3322
- Request removal: https://koinonlink.com/claim?k=douyin_ks3322
- Terms: https://koinonlink.com/for-ai