data governance

An executive guide to translating AI ambition into business value. The roadmap moves from vision and use-case prioritization to data readiness, architecture modernization, and responsible governance. It explains how to run pilots, scale MLOps, upskill teams, manage change, and track ROI. Checklists, pitfalls, and examples help leaders de-risk adoption and embed AI across the enterprise.