Moving AI from pilot to production requires more than models. Enterprises need trusted data, clear governance, scalable architecture, and business use cases that create measurable outcomes.

This playbook helps leaders evaluate readiness across data quality, governance, architecture, teams, and operating model before investing heavily in production AI.