# AI工具小雷达 (@AI工具小雷达) on wechat

- id: koinon:creator:wechat_ai工具小雷达
- url: https://koinonlink.com/kol/wechat/AI%E5%B7%A5%E5%85%B7%E5%B0%8F%E9%9B%B7%E8%BE%BE
- schema_version: 1.4

## Identity
- platform: wechat
- handle: AI工具小雷达
- platform_url: https://weixin.sogou.com/weixin?type=1&query=AI%E5%B7%A5%E5%85%B7%E5%B0%8F%E9%9B%B7%E8%BE%BE
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 12
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- status_note: This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.
- 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工具评测, 热榜Top5更新, 开发工具/Skill对比, 新工具推荐与安装数据, 工具避坑指南

## Audience (inferred)
- status: present
- description: AI developers and tool users, primarily frontline technical practitioners who need to evaluate, compare, and select AI tools
- roles: dev
- seniority: practitioner
- pain_points: Difficulty in quickly identifying truly effective AI tools, Prone to encountering real-world issues and pitfalls when choosing tools, Need to continuously track emerging and trending tools, Lack reliable metrics like installation counts and star ratings for informed decisions
- posts_analysed: 8
- confidence: 0.4

## 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: 60
- authenticity_basis: platform_default
- 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
- [wechat_ai工具小雷达#7e9a66ae] AI工具雷达 08-08:AI Skill 热榜 Top5|今日上升最快|新进榜 11 个 (https://weixin.sogou.com/weixin?type=1&query=AI%E5%B7%A5%E5%85%B7%E5%B0%8F%E9%9B%B7%E8%BE%BE)
- [wechat_ai工具小雷达#de4fa875] AI工具雷达评测 | imagegen-frontend-mobile:74,783星·安装1.9K
- [wechat_ai工具小雷达#24c5d54b] AI工具雷达对比 开发工具 Skill 怎么选
- [wechat_ai工具小雷达#40d7b205] AI工具雷达评测 ai-video-generation 7星 安装22.6K
- [wechat_ai工具小雷达#83722b48] AI工具雷达避坑 find-skills、grill-me的真实问题
- [wechat_ai工具小雷达#3662a720] AI工具雷达 08-18 热榜Top5 今日上升最快 新进榜24个
- [wechat_ai工具小雷达#ec6284ea] AI工具雷达评测 grilling 217,051星 安装9.0K
- [wechat_ai工具小雷达#ee25426a] AI工具雷达评测 | brandkit:74,021星·安装2.4K

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

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=58, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=58, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=58, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=49, 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=49, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=46, 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=0.25, freshness_days=49, method=Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement. — 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=46, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=46, method=platform_profile

## Freshness
- profile_checked_days_ago: 46
- content_analysed_days_ago: 49
- audience_updated_days_ago: 58

## AI retrieval
- indexing_requests: 11
- 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=wechat_ai%E5%B7%A5%E5%85%B7%E5%B0%8F%E9%9B%B7%E8%BE%BE
- Request removal: https://koinonlink.com/claim?k=wechat_ai%E5%B7%A5%E5%85%B7%E5%B0%8F%E9%9B%B7%E8%BE%BE
- Terms: https://koinonlink.com/for-ai