.Nature Medicine, Published online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China show how big language designs can enhance primary health care systems, but equitably sizing this innovation will require focus to country, low-resource settings and also the buddy policies that support its own implementation.