Contained Chaos: A Prototyping Operating Model for the AI Era

Your enterprise has a prototyping problem. Not too little. Too much. Here's how to channel it.

Claude just announced 1 million token context. OpenAI keeps raising limits. Every month, the barrier to building something drops further. And the name of the fire this fuels isn't "AI adoption." It's prototyping.

This article introduces a Prototyping Operating Model — a framework for channeling the chaos of enterprise AI prototyping into structured value. Not by crushing it. Not by ignoring it. By giving it a container with clear rules: who can build, what qualifies, how it gets evaluated, and when it graduates to production.

Originally published on Medium.