DilmipaintCorrespondents · Reports · Analysis
CORRESPONDENT REPORTAI & ML

Continuous Identity Governance Brings Access Changes Into Executive View

Published
Oct 30, 2026
Desk
AI & ML
Views
2,639

AI agents and shifting workforces make periodic access reviews incomplete; continuous identity governance can improve oversight and preserve audit evidence.

Continuous Identity Governance Brings Access Changes Into Executive View

Identity now includes software actors

Identity governance now has to account for software acting on its own. Employees and contractors share access to enterprise systems with service accounts, machine identities and a growing number of AI agents. Each identity creates a question security leaders must answer: what can it reach, and is that access still appropriate? The answer can change as people move between roles, systems are connected or automated work expands.

That question has become an executive concern. Boards and regulators expect evidence that access to critical systems is governed, while security leaders are accountable for showing how controls work in practice. Foundry research lists identity security among cybersecurity leaders’ top priorities for 2026, reflecting how quickly identity has moved beyond routine administration. The shift matters because access decisions now span people and software, often across systems that don’t share a single, current record.

Bryan Kelley, AVP of Agentic Technology Specialists at SailPoint, points to credential sprawl as a source of risk. “The last 15 years of digital transformation has resulted in credential sprawl across the tech stack of every organization,” he says. Exposed credentials, API keys, tokens and secrets can be abused by trusted agents or rogue agents, he adds. A credential’s presence in a system doesn’t explain who or what is using it, whether that use is expected, or whether the access still serves a business need. That’s the governance problem behind the inventory problem.

Why periodic reviews leave gaps

Quarterly and annual access reviews offer a snapshot. In between, employees change roles, contractors depart and new identities may gain permissions. Outdated access and orphaned accounts can persist until the next review, particularly when identity records are scattered across separate systems. A scheduled review can still be useful, but its findings age as soon as access or responsibilities change.

AI agents sharpen the problem. As they take on more autonomous work and receive access to enterprise resources, they need visibility and controls comparable to those applied to human users. Their permissions can have practical consequences even when no employee is actively directing each step. A breach or compliance failure can also put leaders under pressure to show that appropriate oversight was in place. That means organizations need to understand not just which accounts exist, but what each identity is permitted to do.

Maintaining a current view across the organization is harder when identity data sits in silos. Separate records can make it difficult to see overlapping permissions or trace access across systems, especially when identities are created and managed through different processes. Connecting those records helps teams understand who and what can access business systems as circumstances change. The value depends on whether the combined view stays current and gives teams enough context to act.

Governance as a daily operating practice

Continuous identity security shifts access oversight from scheduled reviews into day-to-day operations. An identity governance platform can validate permissions as conditions change, automate lower-risk approvals and send higher-risk requests for review. That makes it easier to catch access changes close to when they happen. Here's the thing: automation can speed up decisions, but it still depends on clear policies and reliable identity data.

The process also creates a record of approvals and policy decisions. When auditors or regulators request evidence, teams can draw on that ongoing history instead of reconstructing events after the fact. A record is useful only if it shows what was decided and when, and if the organization can connect it to the relevant identity and access. (And this is the part most people overlook.)

A continuous program rests on three capabilities: discovering and unifying identities to establish a central view of access; making lifecycle management, policy enforcement and access validation ongoing activities; and retaining evidence of governance work. Those capabilities reinforce one another. A central view helps teams assess access, while regular validation and retained evidence make it easier to see whether policy is being applied over time. Without all three, “continuous” risks becoming a label for a process that still relies on incomplete records.

What continuous oversight changes

My read is that identity programs will be judged increasingly by how well they keep pace with change, including the arrival of autonomous agents. This is more significant than it looks: an organization can have access policies on paper and still struggle to show that permissions remain appropriate as identities and responsibilities shift. If you're working in this space, the practical test is whether teams can see access changes, make timely decisions and explain those decisions later. A current inventory, timely access decisions and a usable record give security leaders a stronger basis for oversight. Continuous identity security offers a way to build that operating rhythm and improve audit readiness.

That said, continuous oversight isn’t a switch an organization can flip. It depends on the quality of the records, the clarity of access rules and the ability to route decisions to people who can assess them. The aim is to reduce the lag between a change in circumstances and a review of access. Not a one-time cleanup.

Source: Joseph Miller · www.csoonline.com

Discussion

Sign in to join the discussion.