行业

AI 落地隐性成本:员工再培训、安全系统与流程改造远超 token 账单

精选理由

EY 的 AI 负责人聊企业真金白银的账:再培训、安全系统、宕机预案,比 token 费烧钱多了

The Information 第 7 期播客邀请 EY 全球咨询 AI 负责人 Dan Diasio,讨论企业采用 AI 时 token 费用之外的隐性开销。节目涵盖员工再培训成本、信任与安全系统建设、宕机应对准备,以及如何围绕 AI 重新设计工作流。其中还讨论了多智能体系统中的人类判断角色、何时该自建模型、以及模型路由器(model routers)的工作原理。

原文 · The Information

🚀 AI Deep Dive Episode 7: The Unexpected AI Costs Catching Companies Off Guard

The token bill is only the beginning. What happens when AI starts running the business?

@rocketalignment and EY Global Consulting AI Leader Dan Diasio explore the costs of retraining employees, building trust and safety systems, and preparing for outages—plus how companies can redesign workflows to make AI pay off.

00:00 Intro 02:05 Why AI adoption is hard 05:26 Culture, budgets and the org chart 07:55 Redesigning workflows around AI 12:21 How much can today’s models already do? 17:10 Multi-agent systems and human judgment 21:54 The full cost of AI 26:11 When to own your AI models 30:51 How model routers work 34:59 Leading change and making agents reliable