Duality Confidential Computing Platform vs Secure AI Lab: Side-by-Side Comparison (2026)

Duality Confidential Computing Platform: Secure multiparty data collaboration platform using TEEs for AI/ML workloads. built by Duality Technologies. Core capabilities include Hardware-backed Trusted Execution Environments (TEEs) for secure computation, AI/ML model training, tuning, and validation on sensitive/encrypted data, Support for structured and unstructured data (text, audio, images)..

Secure AI Lab: Academic research lab focused on privacy-preserving and secure AI/ML. built by Secure AI Lab. Core capabilities include Homomorphic encryption (FHE) integration for federated learning gradient aggregation, SecPATE: Secure Multi-Party Computation for private teacher ensemble aggregation, Pri-WeDec: FHE-based encrypted inference for weapon detection in digital forensics..

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

Duality Confidential Computing Platform differentiates with Hardware-backed Trusted Execution Environments (TEEs) for secure computation, AI/ML model training, tuning, and validation on sensitive/encrypted data, Support for structured and unstructured data (text, audio, images). Secure AI Lab differentiates with Homomorphic encryption (FHE) integration for federated learning gradient aggregation, SecPATE: Secure Multi-Party Computation for private teacher ensemble aggregation, Pri-WeDec: FHE-based encrypted inference for weapon detection in digital forensics.

Duality Confidential Computing Platform is developed by Duality Technologies. Secure AI Lab is developed by Secure AI Lab. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Duality Confidential Computing Platform integrates with AWS, Google Cloud Platform (GCP), Microsoft Azure. Secure AI Lab integrates with GitHub. Check integration compatibility with your existing security stack before deciding.

Duality Confidential Computing Platform and Secure AI Lab serve similar AI Model Security use cases: both are AI Model Security tools, both cover Mlsecops. Key differences: Duality Confidential Computing Platform is Commercial while Secure AI Lab is Free. Review the feature comparison above to determine which fits your requirements.