Nature Biotechnology, Published online: 26 May 2026; doi:10.1038/s41587-026-03134-zThis Comment explores artificial intelligence-driven strategies to accelerate the clinical translation of multimodal wearable sensors. We outline key data-science challenges and highlight disease contexts in which these systems could support therapeutic interventions.