ZeroReveal® Machine Learning Engineering by Enveil enables Secure AI through Privacy Enhancing Technologies (PETs). It allows encrypted machine learning with capabilities for encrypted evaluation/inference and federated learning, facilitating secure usage of decentralized datasets for machine learning applications. Encrypted Evaluation enables enterprises to leverage machine learning models securely and privately across jurisdictional, third-party, and organizational boundaries, even with sensitive or proprietary models. Encrypted Training allows organizations to train models in an encrypted capacity using Secure Multiparty Computation (SMPC). This encrypted training process enables secure federated learning, protecting model development, training data, and the interests of the parties involved. Customers can leverage sensitive data and ML models during training without risk of exposure, delivering enhanced models for accurate insights and value.
