.Mother Nature Medicine, Posted online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China show how big language designs can easily strengthen primary healthcare units, but equitably sizing this innovation will definitely need attention to rural, low-resource environments as well as the buddy policies that support its own execution.