Many companies treat AI as another IT rollout, but successfully scaling AI across an organization requires a different approach. Artificial intelligence has shifted from an experiment to an expectation. Boards push CEOs about ROI. CEOs launch enterprise rollouts. Leaders invest in tools, platforms, and governance. Yet adoption still stalls. Work-arounds spread. Risk grows. Value lags.