Nature Biomedical Engineering, Published online: 13 August 2026; doi:10.1038/s41551-026-01749-w Key tissue features shared by fibrotic diseases are distilled into clear design rules for human in vitro models, with practical guidance on choosing cells, matrices and platforms for mechanistic studies and drug testing.