Belfort vs Skyflow for GenAI: 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..

Skyflow for GenAI: Data privacy vault to protect PII across the full LLM/GenAI lifecycle. built by Skyflow. Core capabilities include Automatic detection and redaction of sensitive data and IP during LLM training, fine-tuning, RAG, and inference, Re-identification of de-identified data for authorized users, Fine-grained, time-bound access controls for sensitive data..

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. Skyflow for GenAI differentiates with Automatic detection and redaction of sensitive data and IP during LLM training, fine-tuning, RAG, and inference, Re-identification of de-identified data for authorized users, Fine-grained, time-bound access controls for sensitive data.

Belfort is developed by Belfort. Skyflow for GenAI is developed by Skyflow. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Belfort and Skyflow for GenAI serve similar Confidential Computing use cases. Review the feature comparison above to determine which fits your requirements.