Confidential Agents for RAG vs Oso: Side-by-Side Comparison (2026)
Features, pricing, ratings, and pros & cons — compared head-to-head.
Confidential Agents for RAG is a commercial ai model security tool by OPAQUE. Oso is a commercial ai model security tool by Oso. Compare features, ratings, integrations, and community reviews side by side to find the best ai model security fit for your security stack.
CST VerdictBased on our analysis of NIST CSF 2.0 coverage, core features, company size fit, deployment model, here is our conclusion:
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.
Teams deploying AI coding agents at scale need visibility into what those models are actually doing, and Oso is built specifically for that job rather than retrofitting general security tools. It covers the full cycle: PR.AA controls around agent access, DE.CM continuous monitoring of agent behavior, and RS.AN incident analysis when things go wrong. Skip this if your AI footprint is experimental or single-use; Oso assumes you're running agents in production where audit trails and control enforcement matter.
