AI has the potential to revolutionize healthcare by improving access, reducing costs, and enhancing patient outcomes. By integrating AI into medical practice, we can create a learning health system that utilizes vast data for better diagnosis and treatment, while addressing skepticism through rigorous standards and supervised integration. The tools for this transformation already exist and can be rapidly developed to meet the healthcare needs of the future.