.Nature Medicine, Published online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China show how big language versions may improve primary healthcare bodies, however equitably scaling this innovation will call for interest to non-urban, low-resource setups as well as the partner plans that assist its own application.