AI adoption in hospitals often stalls at the pilot phase due to leadership silos, unclear ROI, and misaligned workflows. This session, led by a hospital executive-physician-informatician, explores frameworks for sustainable AI deployment—from ambient documentation and LLM-based triage to clinical decision support. Using examples in children’s hospitals and enterprise-wide, the workshop will unpack strategic planning, governance models, stakeholder engagement, and practical metrics for success. Ideal for executives, CMIOs, and clinical leaders seeking to scale AI across diverse care environments.