AI in healthcare should support clinicians, not replace them—yet adoption remains a challenge. At Digital Scientists, we developed The BRIDGE Canvas, a structured yet flexible framework that helps UX professionals and healthcare teams navigate AI integration responsibly. Informed by our work integrating AI into the MDS process with CommuniCare, this framework ensures AI adoption is trustworthy, transparent, and aligned with human workflows. It provides a roadmap for identifying pain points, balancing automation with human oversight, and designing AI interactions that truly enhance clinical decision-making. This talk explores how UX research, systems thinking, and human-centered design can drive AI adoption that works for people—not against them.