Belfort vs Duality Confidential Computing Platform: Side-by-Side Comparison (2026)

Belfort: Hardware-accelerated FHE platform for processing data without decrypting it. built by Belfort. Core capabilities include Fully Homomorphic Encryption (FHE) acceleration via dedicated hardware, Processing of sensitive data without decryption at any stage, Purpose-built streaming architecture for encrypted workloads..

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)..

Both serve the Confidential Computing market but differ in approach, feature depth, and target audience.

Belfort differentiates with Fully Homomorphic Encryption (FHE) acceleration via dedicated hardware, Processing of sensitive data without decryption at any stage, Purpose-built streaming architecture for encrypted workloads. 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).

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

Belfort and Duality Confidential Computing Platform serve similar Confidential Computing use cases: both are Confidential Computing tools. Review the feature comparison above to determine which fits your requirements.