Belfort vs Duality Technologies AI Assistant: 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 Technologies AI Assistant: Privacy-preserving AI research assistant for secure analysis of sensitive data. built by Duality Technologies. Core capabilities include Natural language interface for querying data without schema or syntax knowledge, End-to-end research workflow execution from hypothesis to insight, Automated report generation with visualizations..

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 Technologies AI Assistant differentiates with Natural language interface for querying data without schema or syntax knowledge, End-to-end research workflow execution from hypothesis to insight, Automated report generation with visualizations.

Belfort is developed by Belfort. Duality Technologies AI Assistant 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 Technologies AI Assistant serve similar Confidential Computing use cases: both are Confidential Computing tools. Review the feature comparison above to determine which fits your requirements.