Nature Medicine, Published online: 23 January 2026; doi:10.1038/s41591-025-04198-1

We propose straightforward principles to foster an evaluation-forward operating system that can transform the adoption of clinical artificial intelligence from a leap of faith into a stepwise, trust-building process.