This document outlines a practical framework for moving AI from experimentation to measurable business impact. It explains how to run 3–5 focused AI pilots using clear criteria (value, feasibility, risk), baseline metrics, stakeholder alignment, and governance. By applying this framework, you’ll gain a clear, step-by-step approach to proving ROI, avoiding common pitfalls, and scaling AI adoption successfully

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