Why sensible companies buy enterprise AI backwards, told through one COO, four walls and a managing director who preferred interns.

System failure, process failure, human error: your risk register has three columns. Agents add a fourth: the error that arrives through normal operation. What's your entropy budget?

The question your enterprise was built to answer is dead. The winning strategy is no longer "build and scale". It's "sense and respond".