# i黑马 (@i黑马) on wechat

- id: koinon:creator:wechat_i黑马
- url: https://koinonlink.com/kol/wechat/i%E9%BB%91%E9%A9%AC
- schema_version: 1.4

## Identity
- platform: wechat
- handle: i黑马
- platform_url: https://weixin.sogou.com/weixin?type=1&query=i%E9%BB%91%E9%A9%AC
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 61
- 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: saas
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: AI决战B端, 创业公司职业选择, 独角兽峰会与AI落地, 存量竞争效率提升, 跨境电商新机会

## Audience (inferred)
- status: present
- description: professionals and decision-makers interested in AI commercialization, Chinese startups, and B2B tech trends
- roles: general_ai
- seniority: practitioner
- pain_points: how AI can be practically implemented in B2B to deliver ROI, concrete pathways for enterprise efficiency gains in saturated markets, whether joining an early-stage AI startup is worth the career risk, if there are still platform-level opportunities in the cross-border e-commerce space
- posts_analysed: 5
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.8
- 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_i黑马#1fa050fb] 涨价重组背后,AI决战B端 (https://weixin.sogou.com/weixin?type=1&query=i%E9%BB%91%E9%A9%AC)
- [wechat_i黑马#47c2e02f] 小熊U租胡祚雄:存量竞争时代,效率提升可以这么做
- [wechat_i黑马#081a3230] 工作5年,应该加入AI创业公司吗?
- [wechat_i黑马#1eba59fd] 发现未来,AI落地&mdash;&mdash; 2018夏季中国独角兽峰会来了
- [wechat_i黑马#31345358] 跨境电商,会诞生下一个&ldquo;淘宝&rdquo;和&ldquo;京东&rdquo;吗?| 独家专访嘉御任广
- [wechat_i黑马#937fd74e] AI让创业变快,资本让创业变真&mdash;&mdash;200个科创项目路演背后,黑马重新站到AI创业现场
- [wechat_i黑马#87b8ee38] 牛文文:企业AI化是&ldquo;人工智能+&rdquo;的关键一步
- [wechat_i黑马#8e71b820] AI智能体周报:千问首批金融智能体上线;传高德将推出&ldquo;扫雷榜&rdquo;;智谱天猫首店搜索暴涨50倍;小云雀换新Slogan&hellip;

## 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=72, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=72, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=72, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=43, 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=43, 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=43, 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: 43
- audience_updated_days_ago: 72

## AI retrieval
- indexing_requests: 14
- 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_i%E9%BB%91%E9%A9%AC
- Request removal: https://koinonlink.com/claim?k=wechat_i%E9%BB%91%E9%A9%AC
- Terms: https://koinonlink.com/for-ai