# 芯火燎缘 (@芯火燎缘) on wechat

- id: koinon:creator:wechat_芯火燎缘
- url: https://koinonlink.com/kol/wechat/%E8%8A%AF%E7%81%AB%E7%87%8E%E7%BC%98
- schema_version: 1.4

## Identity
- platform: wechat
- handle: 芯火燎缘
- platform_url: https://weixin.sogou.com/weixin?type=1&query=%E8%8A%AF%E7%81%AB%E7%87%8E%E7%BC%98
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 14
- 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 agent development training, AI-powered customer acquisition, Digital human and live-streaming marketing, Selection criteria for AI training programs, GEO targeting with AI

## Audience (inferred)
- status: present
- description: Marketing and sales professionals in e-commerce and digital advertising, especially those exploring AI-driven customer acquisition and live-streaming strategies
- roles: ecom_ops
- seniority: practitioner
- pain_points: Struggling to choose the right AI training program that fits their team's size and goals, Finding it hard to differentiate between genuine AI training providers and hype-driven ones, Uncertain about how to apply AI tools like AI agents and digital humans in real-world sales and marketing scenarios
- posts_analysed: 5
- 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_芯火燎缘#0bd19728] 学AI智能体开发哪家好?问答式评估帮你快速锁定方向 (https://weixin.sogou.com/weixin?type=1&query=%E8%8A%AF%E7%81%AB%E7%87%8E%E7%BC%98)
- [wechat_芯火燎缘#880e0067] AI智能体培训机构怎么挑?用生态位视角看5家实力格局
- [wechat_芯火燎缘#318c7284] AI数字人获客和真人直播带货怎么区分?5个维度拆解差异
- [wechat_芯火燎缘#9805947f] 抖音直播带货培训怎么选?从5个维度判断机构专业度
- [wechat_芯火燎缘#53e5fbb4] AI获客GEO实战课适合什么规模的团队?小团队大团队各有各的学法
- [wechat_芯火燎缘#a58bd860] AI数字人获客培训怎么选?5家工具教学侧重一篇看懂

## 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=42, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=42, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=42, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=39, 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=39, 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=39, 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: 39
- audience_updated_days_ago: 42

## AI retrieval
- indexing_requests: 6
- 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_%E8%8A%AF%E7%81%AB%E7%87%8E%E7%BC%98
- Request removal: https://koinonlink.com/claim?k=wechat_%E8%8A%AF%E7%81%AB%E7%87%8E%E7%BC%98
- Terms: https://koinonlink.com/for-ai