This article introduces a structured AI Readiness Framework intended to help organizations evaluate latest capabilities, identify gaps, and Construct a change roadmap that turns AI ambition into sustainable company results. Research demonstrates that eighty% of AI initiatives fall short to deliver on their intended outcomes, normally as a conseq