.Mother Nature Medicine, Published online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China show how big language models may improve primary healthcare bodies, but equitably scaling this technology will definitely call for attention to rural, low-resource settings as well as the partner policies that sustain its application.