In this Comment, we outline the Nordic AI-Health Initiative platform, built on unique large-scale longitudinal and multimodal health data sets from across the region. The platform is designed to enable secure, regulation-compliant access and to deliver generalizable models for responsible AI-driven discovery in medicine.