raxIT AI Security Assessment vs Sonoma Security: Side-by-Side Comparison (2026)

raxIT AI Security Assessment: Automated AI agent threat modeling tool with EU AI Act & NIST mapping. built by raxIT Labs. Core capabilities include Repository scanning and AI system discovery, AI likelihood scoring per repository, AI system type classification (AI Agent, LLM App, ML Pipeline, Non-AI)..

Sonoma Security: MCP governance platform for securing and controlling enterprise AI agents. built by Sonoma Security. Core capabilities include Self-service MCP catalog, Visual MCP workflow builder, One-click workflow deployment..

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

raxIT AI Security Assessment differentiates with Repository scanning and AI system discovery, AI likelihood scoring per repository, AI system type classification (AI Agent, LLM App, ML Pipeline, Non-AI). Sonoma Security differentiates with Self-service MCP catalog, Visual MCP workflow builder, One-click workflow deployment.

raxIT AI Security Assessment is developed by raxIT Labs. Sonoma Security is developed by Sonoma Security. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

raxIT AI Security Assessment and Sonoma Security serve similar Agentic AI Security use cases: both are Agentic AI Security tools, both cover Agentic AI Security, AI Governance, LLM Security. Review the feature comparison above to determine which fits your requirements.