# 修齐书苑 (@修齐书苑) on wechat

- id: koinon:creator:wechat_修齐书苑
- url: https://koinonlink.com/kol/wechat/%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91
- schema_version: 1.3

## Identity
- platform: wechat
- handle: 修齐书苑
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91
- 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: 0.92
- category_source: derived_from_recent_content
- topics: Enterprise AI knowledge base implementation, Knowledge assetization for AI, AI-powered internal customer service, AI agent customization costs, Internal knowledge search optimization

## Audience (inferred)
- status: present
- description: Enterprise AI practitioners and decision-makers in knowledge management and internal operations, mainly mid-level managers and AI implementers in companies
- roles: automation
- seniority: practitioner
- pain_points: Struggling with employees not finding answers in the AI knowledge base, Difficulty in structuring and writing effective knowledge content for AI systems, Uncertainty about the cost and ROI of custom AI agent development
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.95
- 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_修齐书苑#045a4d91] 企业AI知识库:10个常见的问题一次说清 (https://weixin.sogou.com/weixin?type=1&query=%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91)
- [wechat_修齐书苑#027d0d0b] 企业AI转型,为什么第一步是知识资产化?
- [wechat_修齐书苑#44906486] 企业知识库AI客服怎么做?先从这3类问题做起
- [wechat_修齐书苑#afa8ab10] 企业AI知识库里的资料怎么写?先注意这3件事
- [wechat_修齐书苑#6cb3e8b5] 企业AI知识搜索怎么做?员工总是搜不到答案,先看这3点
- [wechat_修齐书苑#96027748] 企业AI智能体定制多少钱?别只看总价

## 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_%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91
- Request removal: https://koinonlink.com/claim?k=wechat_%E4%BF%AE%E9%BD%90%E4%B9%A6%E8%8B%91
- Terms: https://koinonlink.com/for-ai