Who Approved This Agent? Rethinking Access, Accountability, and Risk in the Age of AI Agents
Jan 24, 2026
Enterprise Security / Artificial Intelligence
AI agents are accelerating how work gets done. They schedule meetings, access data, trigger workflows, write code, and take action in real time, pushing productivity beyond human speed across the enterprise. Then comes the moment every security team eventually hits: "Wait… who approved this?" Unlike users or applications, AI agents are often deployed quickly, shared broadly, and granted wide access permissions, making ownership, approval, and accountability difficult to trace. What was once a straightforward question is now surprisingly hard to answer. AI Agents Break Traditional Access Models AI agents are not just another type of user. They fundamentally differ from both humans and traditional service accounts, and those differences are what break existing access and approval models. Human access is built around clear intent. Permissions are tied to a role, reviewed periodically, and constrained by time and context. Service accounts, while non-human, are typ...