.Nature Medication, Released online: 18 September 2024 doi:10.1038/ s41591-024-03257-3Studies in China demonstrate how big language versions may strengthen primary health care bodies, yet equitably sizing this technology will demand attention to non-urban, low-resource environments as well as the buddy policies that assist its application.