Essential AI Red Teaming Tools & Techniques for Product Teams

AI systems can fail in unexpected ways: producing harmful content, leaking sensitive data, or enabling misuse. For product teams, finding these weaknesses before launch and throughout the lifecycle is critical.
This guide outlines the tools, datasets, and workflows you need to operationalize red teaming and embed safety into your product development process.

Download the report to help your team to uncover vulnerabilities and strengthen safety before bad actors strike.

What's Inside:

In this report, we cover:

  • How to design threat models tailored to your product’s risk surface.

  • Building attack libraries.

  • Creating training and evaluation datasets that close safety gaps.

  • Using simulation platforms to test models at scale.

  • Turning results into actionable improvements and integrating testing into CI/CD.

Download this practical guide to building repeatable, high-impact AI red teaming workflows.

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