Treating AI agents as privileged identities is becoming a practical requirement for PAM teams, not a conceptual extension of identity security. An agent that can change infrastructure, access sensitive records, or approve transactions has effective privilege even when no human password is involved.
The core problem is accountability. Traditional privileged access management assumes a human requests elevation, authenticates, performs an action, and can be held responsible through session records. Autonomous agents operate through APIs, delegated tokens, and rapidly changing workflows. If those identities are not governed explicitly, organisations can struggle to answer who authorised an action, what policy allowed it, and whether the agent exceeded its intended scope.
PAM controls for agents should start with distinct identities and ownership. Each agent needs a unique, attributable identity rather than shared service credentials, with a named business and technical owner. Its permissions should be narrowly scoped to approved tools, data, environments, and actions.
Runtime controls are equally important. An agent may be legitimate but still make an unsafe request because its context has changed. Policy should evaluate the action before execution, considering destination, sensitivity, request origin, workload posture, and the agent’s current task. High-impact operations should trigger human approval or a stronger control path.
Session management must evolve beyond screen recording. PAM platforms should capture prompts or task context where appropriate, tool calls, API requests, delegated tokens, policy decisions, and resulting changes. That evidence creates an audit trail for investigations and helps teams tune least-privilege policies without disabling useful automation.
The operating model also needs lifecycle discipline. Agents should be provisioned, reviewed, rotated, suspended, and retired like any other privileged account. As AI adoption accelerates, the organisations that extend PAM to agent identities will be better positioned to scale automation without allowing privilege to become invisible.
Source: GovCon Wire