Ignore enterprise case studies
Most published AI success stories describe companies with data teams, integration budgets and dedicated change management. Copying them into a five-person business produces expensive pilots that never reach production.
The matcher filters for scenarios that need no custom model, no data warehouse, and no integration project — the ones a small team can actually run this quarter.
The 90-day payback filter
A scenario qualifies only if the savings or revenue it produces can plausibly exceed its cost within about three months. That excludes most 'transformational' projects and keeps the list practical.
Each result includes a first step you can take today, because the failure mode for small business AI is a strategy document with no owner.
忽略企业级案例
公开的 AI 成功案例，多数描述的是拥有数据团队、集成预算与专职变革管理的公司。把它们照搬到五人企业，只会得到永远进不了生产环境的昂贵试点。
匹配器筛的是不需要自建模型、不需要数据仓库、不需要集成项目的场景——小团队本季度就能真正跑起来的那些。
90 天回本筛选
只有节省或收入能在约三个月内合理超过成本，场景才算通过。这条规则排除了大多数“变革型”项目，让清单保持可用。
每个结果都带一个今天就能做的第一步，因为小企业 AI 的典型失败是一个没有人负责的战略文档。