Aiceberg Guardian Agent vs Aona AI: Side-by-Side Comparison (2026)

Aiceberg Guardian Agent: Provides real-time monitoring and oversight for agentic AI systems. built by Aiceberg. Core capabilities include Real-time monitoring of agentic AI workflows, Tracking of LLM calls, tool executions, and memory access, Input-to-output linking across agent workflows..

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..

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

Aiceberg Guardian Agent differentiates with Real-time monitoring of agentic AI workflows, Tracking of LLM calls, tool executions, and memory access, Input-to-output linking across agent workflows. 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.

Aiceberg Guardian Agent is developed by Aiceberg. Aona AI is developed by Aona AI. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Aiceberg Guardian Agent and Aona AI serve similar Agentic AI Security use cases. Review the feature comparison above to determine which fits your requirements.