AI 導入不是選 A 或 B:三鏡頭 Workshop 設計

董事會下個月要 review,三份 AI 文件擺在桌上:Agentic AI、AI + SDLC、DevSecOps。高層想要創新,工程師想少加班,Workshop 從哪一個開始?多數團隊把它當成三選一,結果是 60% 的 GenAI 專案卡在 PoC。它們不是平行選項,是相依關係。本文示範用三幕 Workshop——痛點探索、三鏡頭亮燈、Quick Win → Core Change → Strategic Leap——讓高層與工程師在同一張地圖上排出順序。

AI Adoption Isn’t A or B: The Three-Lens Workshop

The board review is next month. Three AI documents are on the table: Agentic AI, AI + SDLC, DevSecOps. Leadership wants innovation. Engineers want fewer late nights. Where does the workshop start? Most teams treat this as a pick-one decision — and 60% of GenAI initiatives stall at PoC as a result. These aren’t parallel options; they’re dependencies. This post walks through a three-act workshop structure — Pain Discovery, Three-Lens Mapping, and Quick Win → Core Change → Strategic Leap — so leadership and engineers can sequence the work on the same map.