Nature Biomedical Engineering, Published online: 23 June 2026; doi:10.1038/s41551-026-01701-y This Perspective examines the concept of medical reasoning artificial intelligence for emulating the thinking processes of humans in complex clinical situations, an approach that could bring artificial intelligence closer to being a thinking partner and collaborative tool for clinicians.