AI initiatives are delivering local wins, yet enterprise-level returns remain stubbornly out of reach. The reason is often structural: most AI initiatives were never designed for enterprise impact in the first place. We examine the widening gap between isolated AI wins and enterprise-level return, why closing it demands a new approach built on a federation of accountability, and what's genuinely working to drive the outcomes enterprises are chasing.