# hanniman (@hanniman) on wechat

- id: koinon:creator:wechat_hanniman
- url: https://koinonlink.com/kol/wechat/hanniman
- schema_version: 1.4

## Identity
- platform: wechat
- handle: hanniman
- platform_url: https://weixin.sogou.com/weixin?type=1&query=hanniman
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 15
- 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: 0.9
- category_source: derived_from_recent_content
- topics: AI产品经理入门与技能要求, 语音交互与TTS技术概念, 数据标注工作流程, ChatGPT全解析, AI产品经理价值与未来发展

## Audience (inferred)
- status: present
- description: AI product managers and professionals looking to transition into or deepen their expertise in AI product
- roles: general_ai
- seniority: practitioner
- pain_points: Lack of AI technical background makes communication with engineering teams difficult, Unfamiliarity with specific technical metrics like data labeling, TTS, and voice interaction, Uncertainty about the definition, categories, and career value of AI product managers, Difficulty in systematically understanding how large models like ChatGPT impact product work
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 1
- 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_hanniman#41ea1e85] AI产品经理需要了解的数据标注工作入门 (https://weixin.sogou.com/weixin?type=1&query=hanniman)
- [wechat_hanniman#d5b7ea4d] AI产品经理需要了解的语音交互评价指标
- [wechat_hanniman#4672372d] 语音合成TTS | AI产品经理需要了解的AI技术概念
- [wechat_hanniman#7210197b] AI产品经理的价值和未来 | 学习俞军老师分享有感
- [wechat_hanniman#c7341614] AI产品经理的定义和分类
- [wechat_hanniman#7aa263e0] 万字长文:AI产品经理视角的ChatGPT全解析
- [wechat_hanniman#daf463ea] AI产品经理、语音交互和聊天机器人 | AI产品经理闭门会第1期干货分享
- [wechat_hanniman#5451dd11] AI产品经理视角下的AI翻译机 in 旅游场景

## 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=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=46, 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=46, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=39, 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=46, 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=39, 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=39, method=platform_profile

## Freshness
- profile_checked_days_ago: 39
- content_analysed_days_ago: 46
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 10
- 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_hanniman
- Request removal: https://koinonlink.com/claim?k=wechat_hanniman
- Terms: https://koinonlink.com/for-ai