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    AI Agent Red Teaming

    Process automationAgent Red Teamingadversarial examination of agent AI
    Editorially reviewed on: 2 sources
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    The short answer · 11 words

    In short

    Checks how an agent behaves under targeted manipulated inputs and processes.

    Flow-alerta.cab (2026): AI Agent Red Teaming. https://flow-alerta.cab/en/glossar/ai-agent-red-teaming. Editorially reviewed on: 09 October 2026.

    How much detail would you like?

    Practical

    Relevant for agents who read external content or perform actions in enterprise systems.

    Example scenario: A test document contains a hidden statement to share data. It is checked whether the agent ignores them and adheres to its access limits.

    Possible application: pre-pilot tests and changes to models, tools or permissions, preferably with test accounts and synthetic data.

    At a glance

    Core
    Red Teaming examines the entire agent system: for example, manipulated documents, tool calls, storage and transfers. The aim is to find undesirable actions and then test countermeasures.
    Use
    Relevant for agents who read external content or perform actions in enterprise systems.
    Example
    Example scenario: A test document contains a hidden statement to share data. It is checked whether the agent ignores them and adheres to its access limits.
    Limits
    Only test the chat instead of the tools; use real confidential data; consider individual passed tests as complete proof of security.

    In context

    Prompt Injection

    Prompt injection is the attempt to direct an AI via third-party content to unwanted behavior.

    AI Agent Execution Trace

    Recording related steps of an agent run for analysis.

    Human-in-the-Loop

    Human-in-the-loop means that people decide or examine in important places.

    Questions about this term

    Is this normal quality assurance?

    It complements them with targeted attack scenarios.

    Does a pass test mean freedom from error?

    No, only the tested scenario was passed.

    All details and background

    Red Teaming examines the entire agent system: for example, manipulated documents, tool calls, storage and transfers. The aim is to find undesirable actions and then test countermeasures.

    ELI5 – Explained simply

    Like a controlled load test: The team tries to dissuade the helper from the task with tricks.

    Why it matters in practice

    Relevant for agents who read external content or perform actions in enterprise systems.

    Example

    Example scenario: A test document contains a hidden statement to share data. It is checked whether the agent ignores them and adheres to its access limits.

    Pitfalls and limits

    • Only test the chat instead of the tools; use real confidential data; consider individual passed tests as complete proof of security.

    Origin & history

    OWASP published a Guide on Agentic Threats and Countermeasures on February 17, 2025. The source documents agent-specific risks, but does not prove the origin of Red Teaming.

    Use in mid-sized companies

    • Possible application: pre-pilot tests and changes to models, tools or permissions, preferably with test accounts and synthetic data.

    Related terms

    Matching Flow-alerta service

    AI assistants & automationAI assistants & automation: test a suitable process with clear rights and human test points.

    Matching tool / use case

    View use casesUse Case: adversarial test of a document agent using the OWASP and CSA guidelines.

    Sources

    Quellenprüfung: 09.10.2026. Anwendungsbeispiele sind mögliche Szenarien, keine behaupteten Kundenfälle.

    Editorially reviewed on:

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