This roundtable will take a deeper look at how to effectively bridge hospital systems, clinician workflows, and algorithm design to support meaningful, long-term adoption. Participants will explore the practical challenges that arise when implementing new technologies, discuss strategies for ensuring solutions integrate smoothly into daily clinical practice, and share perspectives on building tools that truly meet the needs of both providers and health systems.