AI transformation is moving beyond pilots: what enterprises need to get right before scaling Summary While AI pilots are easy to demonstrate, transitioning them to full enterprise scale exposes critical challenges around messy production data, lack of long-term system ownership, and missing risk controls. Successful organizations realize