Oblivious AGENT vs Pebblo: Side-by-Side Comparison (2026)

Oblivious AGENT: Privacy-preserving AI agent platform for running LLMs on sensitive data. built by Oblivious. Core capabilities include Confidential computing / trusted execution environment for AI agents, Privacy-preserving processing of sensitive data with LLMs, Encrypted data processing — raw data not exposed during computation..

Pebblo: AI security platform enforcing access control & governance for AI apps/agents. built by Daxa.ai. Core capabilities include Permissions-aware data connectors with classification for enterprise data sources (Safe Connectors), Role-appropriate and compliant data retrieval from vector databases (Safe Retriever), Secure MCP agent data access with identity and policy control, including prompt injection protection (Safe MCP)..

Both serve the Agentic AI Security market but differ in approach, feature depth, and target audience.

Oblivious AGENT differentiates with Confidential computing / trusted execution environment for AI agents, Privacy-preserving processing of sensitive data with LLMs, Encrypted data processing — raw data not exposed during computation. Pebblo differentiates with Permissions-aware data connectors with classification for enterprise data sources (Safe Connectors), Role-appropriate and compliant data retrieval from vector databases (Safe Retriever), Secure MCP agent data access with identity and policy control, including prompt injection protection (Safe MCP).

Oblivious AGENT is developed by Oblivious. Pebblo is developed by Daxa.ai. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Oblivious AGENT and Pebblo serve similar Agentic AI Security use cases: both are Agentic AI Security tools, both cover Generative AI. Review the feature comparison above to determine which fits your requirements.