Nature Biomedical Engineering, Published online: 11 August 2026; doi:10.1038/s41551-026-01762-z This Perspective assesses the role of foundation models as clinical tools and introduces real-world evaluation and assessment of foundation models (REAL-FM), a framework for assessing data, technical readiness and clinical value towards responsible artificial intelligence.