Oblivious AGENT vs Pebblo (Safe Agent/Safe Infer): 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 (Safe Agent/Safe Infer): AI agent governance platform securing MCP traffic, prompts, and data access. built by Daxa.ai. Core capabilities include Safe Infer: inline inspection of IDE-to-model traffic, blocking and redacting sensitive content in prompts and completions, Safe MCP: MCP Gateway with vetting, sandboxing, runtime permissions, and supply-chain containment for MCP servers, Prompt and command injection detection and stripping before reaching agents or tools..

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 (Safe Agent/Safe Infer) differentiates with Safe Infer: inline inspection of IDE-to-model traffic, blocking and redacting sensitive content in prompts and completions, Safe MCP: MCP Gateway with vetting, sandboxing, runtime permissions, and supply-chain containment for MCP servers, Prompt and command injection detection and stripping before reaching agents or tools.

Oblivious AGENT is developed by Oblivious. Pebblo (Safe Agent/Safe Infer) 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 (Safe Agent/Safe Infer) 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.