# 我是小刺猬 (@我是小刺猬) on wechat

- id: koinon:creator:wechat_我是小刺猬
- url: https://koinonlink.com/kol/wechat/%E6%88%91%E6%98%AF%E5%B0%8F%E5%88%BA%E7%8C%AC
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 我是小刺猬
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E6%88%91%E6%98%AF%E5%B0%8F%E5%88%BA%E7%8C%AC
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 7
- 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 training program evaluation, AI for e-commerce customer acquisition, AI-powered content creation (videos, digital humans), Video content production for WeChat Video Channel, AI-driven paid traffic and conversion optimization

## Audience (inferred)
- status: present
- description: Small to medium e-commerce business owners and digital marketing executors in Guangdong, China, looking to adopt AI tools for customer acquisition and content creation
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to see ROI from AI design tools despite investing time and money, Wasting money on ineffective or poorly structured AI training programs, Confused about how AI-driven customer acquisition differs from traditional paid traffic strategies, Having difficulty choosing the right AI training program due to lack of clear comparison across providers
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- 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_我是小刺猬#e987b687] 做了3个月AI设计没效果?广东这5家电商AI培训班实测,帮你少花冤枉钱 (https://weixin.sogou.com/weixin?type=1&query=%E6%88%91%E6%98%AF%E5%B0%8F%E5%88%BA%E7%8C%AC)
- [wechat_我是小刺猬#b763f4dd] 广州AI数字人获客培训到底怎么选?5家机构实测对比,帮你避坑省学费
- [wechat_我是小刺猬#782770f1] 企业AI获客培训怎么选?先分清它和传统投流的三处不同
- [wechat_我是小刺猬#e5b3a687] AI短视频制作培训怎么选:5家机构课程方向与侧重梳理
- [wechat_我是小刺猬#5214ad4a] 视频号直播带货从开通到投流的操作步骤拆解

## 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=2, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=2, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=2, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=2, 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=2, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=1, 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=2, 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=1, 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=1, method=platform_profile

## Freshness
- profile_checked_days_ago: 1
- content_analysed_days_ago: 2
- audience_updated_days_ago: 2

## AI retrieval
- indexing_requests: 1
- 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_%E6%88%91%E6%98%AF%E5%B0%8F%E5%88%BA%E7%8C%AC
- Request removal: https://koinonlink.com/claim?k=wechat_%E6%88%91%E6%98%AF%E5%B0%8F%E5%88%BA%E7%8C%AC
- Terms: https://koinonlink.com/for-ai