Confidential Agents for RAG vs Secretarium Klave for AI: Side-by-Side Comparison (2026)

Confidential Agents for RAG

Enterprise security teams deploying RAG and AI agents with sensitive customer or proprietary data will find Confidential Agents for RAG essential because hardware-enforced confidential computing eliminates the attack surface that application-layer encryption leaves open. The platform covers all three NIST data and platform security controls, meaning data stays encrypted in use, not just in transit and at rest. This is overkill for teams running non-sensitive workloads or those still experimenting with RAG in dev environments; the operational complexity and cost justify themselves only when data classification actually demands it.

Secretarium Klave for AI

Enterprise and mid-market security teams deploying RAG systems on sensitive data will find real value in Secretarium Klave for AI because it guarantees data never leaves encrypted memory during inference, which is the only hard control that actually stops model training on confidential information. The platform maps directly to NIST PR.DS and PR.PS through hardware-backed TEE isolation and cryptographic data provenance, giving you verifiable lineage of what touched what. This is a narrow fit: if your AI workloads aren't handling regulated data or you're still evaluating whether you need confidential computing, you're overpaying for a specialist tool.