Rogue AI: How To Strengthen Governance And Reduce Risk

InnovationRogue AI: How To Strengthen Governance And Reduce RiskByExpert Panel®,Forbes Councils Member.for Forbes Technology CouncilCOUNCIL POSTExpertise from Forbes Councils members, operated under license. Opinions expressed are those of the author. | Membership (fee-based)Jun 02, 2026, 08:15am EDT gettyAI adoption is accelerating across organizations, and leaders are under growing pressure to balance innovation with responsible oversight. As employees and teams experiment with AI tools in more parts of the business, unchecked or unauthorized use can create risks related to security, compliance, accuracy, bias and data exposure.Rogue AI risks often emerge when tools, models or workflows are introduced without clear visibility, ownership or approval. Below, members of Forbes Technology Council share governance measures leaders can put in place to guide responsible AI use, reduce risk and help teams innovate within clear boundaries.Treat AI Agents As Governed Digital IdentitiesLeaders should establish a runtime identity for AI agents by treating each as a governed identity with least-privilege access, continuous verification and real-time policy enforcement. This ensures every action is authenticated, authorized and auditable, preventing rogue behavior as automated decisions are made on an ongoing basis. - Peter Barker, Ping IdentityCreate A Central Registry Of Approved AI Use CasesBefore scaling AI, life sciences organizations need a living registry of approved uses—centrally governed, risk-profiled and documented—before any AI touches regulated workflow. The FDA’s first AI-specific warning letter made clear: GxP obligations don’t pause for AI tools. A registry makes compliance enforceable. Human oversight requirements make it defensible. You can’t govern what you don’t know you have. - Michael King, IQVIAForbes Technology Council is an invitation-only community for world-class CIOs, CTOs and technology executives. Do I qualify?Establish Full Visibility Into Enterp...