Aiceberg Guardian Agent vs Obot MCP Gateway: Side-by-Side Comparison (2026)

Aiceberg Guardian Agent

Mid-market and enterprise security teams deploying autonomous AI agents need Aiceberg Guardian Agent because it's the only tool that actually traces agent decisions back to their inputs with deterministic oversight, not just logging what happened after the fact. The millisecond-latency monitoring and patented explainable AI technology deliver the input-to-output linking that NIST DE.CM and DE.AE demand, giving you real control over LLM calls and tool execution chains before they cause damage. Skip this if your agents are simple retrieval tools or if you're still in the "let's see what happens" phase; Guardian Agent is built for teams that need to audit and justify every agent action to compliance.

Obot MCP Gateway

Enterprise security teams deploying AI agents across multiple systems need Obot MCP Gateway to enforce access control at the Model Context Protocol layer, where most agentic AI security tools leave blind spots. The platform's fine-grained policy engine and audit logging cover PR.AA and DE.CM functions that mature organizations require, while GitOps workflow support means your infrastructure team actually uses it instead of bolting it on. Skip this if you're still evaluating whether agents belong in your environment; Obot assumes you've already decided to deploy them and need the guardrails.