What we learned shipping 40 AI pilots

The patterns that worked: start with one workflow, build evals before the agent, embed with the team, ship weekly.

The patterns that failed: cross-functional steering committees, multi-vendor 'centers of excellence,' anything that required a new data warehouse before pilot one.