Jozu Hub + Agent Guard vs Pebblo: Side-by-Side Comparison (2026)

Jozu Hub + Agent Guard: On-prem security & governance platform for AI/ML models on Kubernetes. built by Jozu. Core capabilities include Automated multi-vector security scanning of model artifacts and dependencies, Cryptographic signing and SHA-based tamper-proof attestation of model packages, SBOM generation for AI supply chain security..

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 MLSecOps market but differ in approach, feature depth, and target audience.

Jozu Hub + Agent Guard differentiates with Automated multi-vector security scanning of model artifacts and dependencies, Cryptographic signing and SHA-based tamper-proof attestation of model packages, SBOM generation for AI supply chain security. 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).

Jozu Hub + Agent Guard is developed by Jozu. 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.

Jozu Hub + Agent Guard integrates with KubeFlow, KServe, LLM-D, MLflow, Podman and 5 more. Pebblo integrates with OpenAI, MCP (Model Context Protocol). Check integration compatibility with your existing security stack before deciding.

Jozu Hub + Agent Guard and Pebblo serve similar MLSecOps use cases: both cover Mlsecops. Review the feature comparison above to determine which fits your requirements.