Research, analysis, and thinking from the practice

Every industrial era had an operating structure — and someone owned it. The AI era's structure is being written right now, mostly inside other people's software.

Everyone sells outcomes now. Almost nobody can price one. What an outcome actually costs — and the referee outcome-based pricing can't work without.

A working AI pilot is easy. A governed migration is a different discipline — forecasted costs, gated evidence, and a kill criterion you commit to before you spend.