.Nature Medicine, Published online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China show how sizable foreign language models can improve key health care systems, but equitably scaling this innovation is going to require interest to country, low-resource environments and the friend plans that support its own application.