Aona AI vs Pebblo: Side-by-Side Comparison (2026)

Aona AI: Platform for Shadow AI detection, AI guardrails, and workforce AI governance. built by Aona AI. Core capabilities include Unified AI usage dashboard aggregating data from 5,000+ AI tools, Shadow AI detection for unauthorized AI tool usage, Real-time AI safety guardrails with block, redact, and monitor actions..

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

Aona AI differentiates with Unified AI usage dashboard aggregating data from 5,000+ AI tools, Shadow AI detection for unauthorized AI tool usage, Real-time AI safety guardrails with block, redact, and monitor actions. 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).

Aona AI is developed by Aona AI. 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.

Aona AI integrates with Microsoft 365 Copilot, Chatgpt, Gemini, Microsoft entra, Claude. Pebblo integrates with OpenAI, MCP (Model Context Protocol). Check integration compatibility with your existing security stack before deciding.

Aona AI and Pebblo serve similar AI SPM use cases. Review the feature comparison above to determine which fits your requirements.