.Mother Nature Medicine, Published online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China demonstrate how large language designs can improve primary healthcare devices, however equitably scaling this modern technology will demand focus to country, low-resource setups as well as the friend policies that assist its implementation.