Duality was built from the ground up to allow data driven enterprises to securely collaborate on data at scale, with unmatched accuracy and precision. Duality enables multiple parties to securely compute sensitive data, with privacy preserved and regulatory compliance assurance. Cloud and infrastructure agnostic, Duality seamlessly integrates with existing systems so users can set up collaboration projects with ease no matter the project scale or complexity. This allows organizations to unlock the value of their data, drive revenue, and amplify data efficiency across organizations. The platform can be deployed anywhere: on premise, in any cloud and hybrid. In addition, the platform provides a robust set of functionalities for managing secure collaboration at scale such as granular data governance and data management (e.g. schema alignment, data pre-processing, fuzzy matching and more) - all while preserving the privacy of sensitive, confidential data.