A worked, fictional rollout of an AI coding assistant. Scoped credentials, a gated execution environment, a staged CI gate, and a randomized pilot are built and run locally, and a pre-agreed gate turns the evidence into a decision.
Dashboards can credit an AI coding tool for gaps that predate it. This guide covers pilot design, paired speed and quality measures, review cost, adoption, power, and gates.
Before an AI coding tool touches enterprise code, decide what it can read, what leaves the machine, how long copies persist, and how you would audit it afterward.