When Not to Use AI: A Contrarian Framework for Enterprise Leaders

A lot of enterprise writing in 2026 is about where to add AI. Less of it is about where to refuse. That imbalance produces a specific failure pattern: organizations that ship AI features into workflows that did not need them, could not safely support them, or would have been better off with simpler mechanisms. The incidents from these decisions are not dramatic — they are slow-moving degradations that only become visible after the commitment has already compounded. This post is a short, opiniona