Eve Security: Observability and risk prevention for agentic AI

An Intellyx Brain Candy Brief from KubeCon 2025

Eve Security provides a platform that detects and observes AI agent behaviors to mitigate the risk of unauthorized activity and agent misuse with agent interrogation, anomaly detection, and policy-based controls.

Eve SecurityAs it turns out, an agentic connection is an API connection. Their Eve agent sits atop the API gateway, monitoring agent usage and searching request streams for prompt injection, data leakage, and model misuse.

Misbehaving agents can be interrogated in order to find out their plans, and verify the source or provenance of the agent to stymie bad AI actors and allow legitimate agents and agentic requests to pass through.

Results can be viewed within an agentic AI-specific observability dashboard, or output to most leading SIEM, SOAR, UEBA and other four-letter security platforms. While many issues can be triaged and automatically blocked or resolved by Eve’s solution, particularly critical ones are sent to human operators for a verdict.

Copyright ©2025 Intellyx B.V. Intellyx is an industry analysis and advisory firm focused on enterprise digital transformation. Covering every angle of enterprise IT from mainframes to artificial intelligence, our broad focus across technologies allows business executives and IT professionals to connect the dots among disruptive trends. At the time of writing, Eve Security is not an Intellyx customer. No AI was used to write this article. To be considered for a Brain Candy article or event visit, email us at pr@intellyx.com.

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Principal Analyst & CMO, Intellyx. Twitter: @bluefug