Automated volumetric MRI delivers gold-standard fat and muscle quantification at scale, validated against expert manual segmentations. Lumbar single-slice measurements are strongly correlated with volumes, enabling fast routine assessments. Interchangeable, vendor-neutral methods standardize body composition endpoints for clinics and trials—enabling confident monitoring and scalable, trial-ready biomarkers.