Episode 20 — Map AI Risk Classifications from Prohibited Uses to Minimal Risk

This episode introduces risk classification as a way to organize governance effort according to the seriousness of potential harm and the nature of the use case. You will review the basic idea behind categories that range from prohibited uses through high-risk and limited-risk uses down to minimal-risk activity, while also learning that labels only help when they are tied to real obligations, controls, and decision thresholds. For the AIGP exam, the goal is to identify how a system’s purpose, context, user population, and potential impact affect the level of scrutiny it deserves. A harmless internal drafting tool and a system influencing employment or public access decisions should not be governed the same way, even if both use similar technical methods. The episode also highlights real-world trouble spots such as misclassifying a system too early, overlooking downstream use, or assuming a vendor’s label is enough. Risk classification is useful because it drives proportionate governance, but it only works when teams revisit assumptions and align them to actual deployment reality. Produced by BareMetalCyber.com, where you’ll find more cyber audio courses, books, and information to strengthen your educational path. Also, if you want to stay up to date with the latest news, visit DailyCyber.News for a newsletter you can use, and a daily podcast you can commute with. And dont forget Cyberauthor.me for the companion study guide and flash cards!