Confidential Agents vs Duality Secure AI Collaboration Platform: 2026 Comparison

Confidential Agents: Confidential AI platform for deploying AI agents on sensitive data securely. built by OPAQUE. headquartered in United States. Core capabilities include Hardware-level encryption for data protection during AI processing, Cryptographically verifiable data privacy and sovereignty, AI agent attestation for integrity and provenance verification..

Duality Secure AI Collaboration Platform: Platform for privacy-protected AI/ML model training on sensitive data. built by Duality Technologies. headquartered in United States. Core capabilities include Privacy-protected AI/ML model training on sensitive external datasets without data exposure, Support for traditional ML, neural network, and generative AI model types, Secure multi-party data collaboration with governance and access controls..

Both serve the AI Model Security market but differ in approach, feature depth, and target audience.