Confidential Agents for RAG vs Irdeto AI Model Protection: 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.

Irdeto AI Model Protection

Enterprise teams shipping proprietary AI models need Irdeto AI Model Protection because hardware binding to specific CPUs and secure elements makes model theft economically pointless for attackers; the anti-lift technology prevents unauthorized execution even if someone extracts the weights. The hybrid deployment and CI/CD integration mean you're not bolting this on after the fact but embedding it into your release pipeline where it belongs. Skip this if you're still evaluating whether model IP protection matters to your business or if you lack the infrastructure maturity to manage hardware-bound licensing at scale.