# 阿峰学舍 (@阿峰学舍) on wechat

- id: koinon:creator:wechat_阿峰学舍
- url: https://koinonlink.com/kol/wechat/%E9%98%BF%E5%B3%B0%E5%AD%A6%E8%88%8D
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 阿峰学舍
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E9%98%BF%E5%B3%B0%E5%AD%A6%E8%88%8D
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 5
- 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-powered video content creation for e-commerce, AI automation for managing multiple social media accounts, AI-driven product selection and trend forecasting, AI digital humans and agents for live streaming, Cross-border e-commerce strategies using AI

## Audience (inferred)
- status: present
- description: Cross-border e-commerce operators using AI automation for video content and product selection, mainly small to mid-sized sellers and digital nomads targeting海外 markets
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to scale content creation and account management manually across multiple platforms, Facing high competition in domestic Chinese markets and seeking untapped opportunities abroad, Having difficulty predicting product trends and selecting winning SKUs without relying on guesswork, Lacking the technical setup to deploy AI agents or digital humans for live streaming and customer interaction
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.85
- 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_阿峰学舍#dddf1ea9] AI视频带货跨境出海国内竞争激烈,海外机会才刚刚开始 (https://weixin.sogou.com/weixin?type=1&query=%E9%98%BF%E5%B3%B0%E5%AD%A6%E8%88%8D)
- [wechat_阿峰学舍#21a76e8d] AI视频带货的AI自动化运营体系一个人管理100个账号的底层逻辑一个人管理100个账号的秘密
- [wechat_阿峰学舍#2359acd8] AI视频带货的实时互动数字人直播从＂
- [wechat_阿峰学舍#dd8bad77] AI视频带货的AI数字员工团队从＂单兵Agent＂到
- [wechat_阿峰学舍#42e1c0f2] AI视频带货的AI智能选品与供应链预测用AI预测爆款,让选品不再靠运气选品对了,

## 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=0, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=0, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=0, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=0, 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=0, 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=0, 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=0, method=platform_profile

## Freshness
- profile_checked_days_ago: 0
- content_analysed_days_ago: 0
- audience_updated_days_ago: 0

## 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_%E9%98%BF%E5%B3%B0%E5%AD%A6%E8%88%8D
- Request removal: https://koinonlink.com/claim?k=wechat_%E9%98%BF%E5%B3%B0%E5%AD%A6%E8%88%8D
- Terms: https://koinonlink.com/for-ai