Artificial intelligence (AI) and big data have potential to impact health care improvement in a variety of guises. This commentary examines the intersection of AI, diagnosis, and inequality. The authors highlight several innovations that could reduce health disparities and diagnostic errors in at-risk patient populations if adopted.