.Mother Nature Medicine, Released online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China demonstrate how big foreign language models can strengthen key healthcare systems, however equitably sizing this technology will certainly require focus to rural, low-resource settings and the partner policies that support its implementation.