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".

The three-layer architecture of the AI-Native enterprise: Perception, Design, Execution. Why the sequence matters, and why 95% of AI pilots build in reverse.

This is a book about LLMs, AI agents, and AI integration into a firm, not about what happens inside the transformer. It is for the people accountable for a firm's integrity: the ones who'll sign the AI budget, own the operational risk, and answer for the consequences long after the vendor's demo team has moved on.