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Checklist

Enterprise AI Readiness Checklist

Use this checklist before you approve an AI pilot, budget a production rollout, or tell teams to scale beyond experimentation.

  • Is there a clear workflow or operating decision the AI capability is meant to improve?
  • Are data definitions stable enough that users will trust AI-generated output?
  • Is there a named owner for business validation, exception handling, and model usage?
  • Can the team measure cycle-time improvement, effort reduction, or insight-speed improvement?
  • Are controls in place for high-risk outputs, review steps, and escalation handling?
  • Does the current operating model support production use, or only a pilot demo?

The strongest AI programs start with operational discipline, not enthusiasm alone.