Duality

Duality is a secure data collaboration platform designed for regulated industries, enabling organizations to analyze sensitive, distributed, or inaccessible data without moving or exposing it. The platform leverages technologies including Fully Homomorphic Encryption, Federated Learning, and Confidential Computing. Duality serves sectors including government, healthcare, financial services, and manufacturing, with partners such as AWS, Google, Azure, Oracle, IBM, NVIDIA, and DARPA. The company also maintains OpenFHE, an open-source project, and publishes research on privacy-preserving AI frameworks including private LLM inference.