Enterprise AI rollout playbook: 20+ commands, embedded AI Champion and automated reviewers
alex_verem · x · 2026-10-06
A consultant details an enterprise AI engagement at a PE-backed US healthcare data company where teams built on Azure DevOps with uneven AI adoption and no shared controls. The fix: a toolkit of 20+ specialized commands, skills and review agents, an embedded AI Champion, and an automated reviewer in the delivery pipeline, all anchored on a shared engineering practice — write the spec, define expected behavior, test it, then review the implementation. Lesson: the bottleneck is governance and shared practice, not model capability.
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