Duality Platform vs Enveil ZeroReveal: Side-by-Side Comparison (2026)

Short answer

Mid-market and enterprise organizations that need to collaborate on sensitive data without exposing raw datasets will find Duality Platform's value in query-level encryption; you can run analysis across external data while both parties keep information private, which is genuinely rare. The platform covers PR.DS and ID.AM through its multi-layer privacy-enhancing tech stack (homomorphic encryption, secure multiparty computation, federated learning, trusted execution), and the federated analytics capability means data never leaves each participant's control. Skip this if your use case is internal data governance within a single organization; Duality is built for cross-party collaboration, not for locking down your own data lakes. Enterprise and mid-market teams that need to run analytics or machine learning across data they cannot physically move or consolidate should evaluate Enveil ZeroReveal; homomorphic encryption and secure multiparty computation let you query and train models on partitioned data without decryption or pooling. The API-based proxy deploys without rearchitecting your data layer, and NIAP Common Criteria certification removes compliance friction for regulated industries. This is not for buyers seeking a general data loss prevention tool or those without a specific cross-boundary data collaboration problem; ZeroReveal solves a narrow use case exceptionally well and forces you to redesign workflows around encrypted compute.