The AI answer we saw
For AI workloads using FHE, each vendor offers distinct strengths. Zama's Concrete ML enables training and inference on encrypted data with a scikit-learn-compatible API, making it the most accessible option for data science teams. Duality Technologies supports privacy-preserving machine learning through its collaboration platform, suited for multi-party AI model training on sensitive datasets. Cornami focuses on hardware acceleration to address FHE's computational overhead, which is critical for production AI inference at scale. A practical approach: use Zama for prototyping and model development, evaluate Duality for cross-organizational AI collaboration, and consider Cornami if inference latency becomes a bottleneck in deployment. Pilot all three against your specific model complexity and data volume.
Captured during this Readable report run. Answers can vary by AI tool and date.