.Mother Nature Medicine, Published online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China show how big language models can easily strengthen primary medical care devices, yet equitably scaling this innovation will certainly call for focus to rural, low-resource settings as well as the companion plans that sustain its implementation.