.Nature Medicine, Posted online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China demonstrate how large language models can enhance key healthcare systems, but equitably scaling this innovation is going to demand focus to rural, low-resource setups as well as the partner policies that support its own application.