Top 7 Requirements For Effective AI Red Teaming
Zscaler, Monday, January 12th, 2026
Enterprises across the globe are racing to deploy AI across every business workflow, but with accelerated adoption comes a completely new set of risks - one that conventional security tooling was never designed to mitigate.
LLMs hallucinate, misinterpret intent, overgeneralize policies, and behave unpredictably under adversarial pressure. Today, most organizations deploying LLM-powered systems at scale have little visibility into how their models fail or where real vulnerabilities are emerging.
This is the reality customers now face: dozens of AI apps in production, hundreds more being developed, and virtually no scalable way to understand or mitigate the risks. This is where AI red teaming becomes essential - and where Zscaler differentiates itself from every available solution in the market.