.Nature Medicine, Released online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China show how big language designs may boost major healthcare devices, yet equitably scaling this innovation will definitely demand attention to non-urban, low-resource environments and the partner policies that sustain its own implementation.