Introduction to AI Needs Assessment Before organisations invest heavily in models and pilots, they need a clear line of sight from strategic intent to measurable outcomes. This note introduces a pragmatic approach to diagnosing where AI will create real value, what capabilities are missing, and how leadership can govern risk while accelerating impact. Why AI Needs Assessment? AI initiatives often stall because organisations jump straight into projects without understanding wh