Lumeus Secure AI Infrastructure Access vs Pebblo (Safe Agent/Safe Infer): Side-by-Side Comparison (2026)

Lumeus Secure AI Infrastructure Access: Secure, identity-integrated access control platform for GPU and AI infrastructure. built by Lumeus. Core capabilities include Lightweight AI Infrastructure Connector deployed on GPU instances with outbound gateway connectivity, Just-In-Time (JIT) access for GPU resource allocation, Centralized MCP Gateway for monitoring and logging all AI agent interactions..

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.

Lumeus Secure AI Infrastructure Access differentiates with Lightweight AI Infrastructure Connector deployed on GPU instances with outbound gateway connectivity, Just-In-Time (JIT) access for GPU resource allocation, Centralized MCP Gateway for monitoring and logging all AI agent interactions. 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.

Lumeus Secure AI Infrastructure Access is developed by Lumeus. 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.

Lumeus Secure AI Infrastructure Access integrates with Slurm, Kubernetes, Claude, ChatGPT, Gemini. Pebblo (Safe Agent/Safe Infer) integrates with Jira, Asana. Check integration compatibility with your existing security stack before deciding.

Lumeus Secure AI Infrastructure Access and Pebblo (Safe Agent/Safe Infer) serve similar Agentic AI Security use cases: both are Agentic AI Security tools, both cover Least Privilege. Review the feature comparison above to determine which fits your requirements.