刘宁Ning Liu
洞察Insights

文章Articles

传统行业 AI 落地的实战洞察与避坑经验。Field notes on making AI work in traditional industries.

2026-06-15

传统企业的 AI 项目,为什么大多数都白做了?Why most AI projects at traditional companies end up wasted

传统企业的 AI 项目失败,绝大多数不是败在技术,是败在"落地方法"——一个 8 年 CTO 总结的三个最常见的坑。Most AI projects at traditional companies don't fail on technology — they fail on execution. Three traps I keep seeing, from 8 years as a CTO.