.Mother Nature Medicine, Posted online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China demonstrate how large foreign language models may improve primary medical care units, however equitably scaling this modern technology is going to require focus to rural, low-resource environments and the companion plans that assist its own implementation.