This review captures some key lessons learned in the course of helping some of America's leading healthcare AI innovators achieve scale and sustained impact in complex research and care delivery ecosystems. AI innovators may find it useful to access core services to form effective collaborations, find and manage the right data and technology, incentivize and regulate partnerships, demonstrate they can improve lives, and create self-sustaining networks by redistributing realized value.
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