.Nature Medicine, Published online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China demonstrate how sizable language versions may improve primary health care systems, however equitably scaling this innovation will require attention to rural, low-resource setups as well as the buddy plans that support its execution.