Rhino Federated Computing has built the world’s leading data collaboration platform, Rhino FCP. Rhino cut our teeth in the world of healthcare and life sciences, where data privacy is absolutely paramount and data custodians fiercely protective of data subjects. Following Rhino co-founder Dr. Ittai Dayan’s leadership of the landmark project on Federated Learning in healthcare, the EXAM Study, we set out to build an enterprise-ready FL solution, but quickly realized that collaborators needed more than ‘just’ Federated Learning, they needed Federated Computing. While maintaining a focus on security & privacy, we have turned Rhino FCP into a totally secure, totally extensible collaboration sandbox - allowing collaborators to run code on one another’s data while ensuring that security, privacy, and legal teams can be comfortable. Rhino FCP offers flexible architecture (multi-cloud and on-prem hardware), end-to-end data management workflows (multimodal data, schema definition, harmonization, and visualization), a privacy screen (custom differential privacy budget, custom k-anonymization values), and allows for the secure deployment of custom code & 3rd party applications via persistent data pipelines.