FeatureCloud is an EU-funded consortium project that is creating a novel artificial intelligence (AI) platform, the FeatureCloud AI Store, based on the ground-breaking idea to use a federated infrastructure for integrating local AI globally without transferring any primary medical data or personal information. FeatureCloud is privacy-enhancing by default. For a world of unrestricted research. For accelerated development of cures and treatments. For maximal security and privacy.