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What is runtime authorization access?

Runtime authorization is the process of governing what AI agents, humans and non-human identities (NHIs) are permitted  to do at execution time, based on policy and real-time contextual data. Typically employed as part of a continuous authorization model, it helps strengthen security and minimize risk by reducing standing privilege, shrinking the attack surface and containing lateral movement.

Why runtime authorization matters

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Traditional access control solutions were originally conceived to secure human identities. They authenticate and authorize users once, at the beginning of a session, upon login. While they work reasonably well for securing human identities, traditional access control methods aren’t well suited for securing AI agents and other NHIs.

Human users typically access a limited number of systems and perform actions one step at a time. AI agents can access multiple systems simultaneously, invoke other agents and execute complex workflows at machine speed with no human oversight. They often inherit permissions from user accounts or shared service accounts, giving them far more privilege than any single task requires. And because an agent's behavior changes based on context and instructions, an action appropriate in one session may not be appropriate in another.

AI agent security is a growing concern for most enterprises. According to a 2026 Cloud Security Alliance Report, NHIs outnumber human identities by as much as 144 to 1 in cloud-native environments. Those ratios are likely to increase even further as AI agents spread across the enterprise.

In a 2026 IBM Institute for Business Value report, 77% of executives said AI adoption is outpacing their current governance capabilities. In a Delinea 2026 identity security report, 46% of respondents indicated their identity governance around AI systems is deficient.

A 2026 cybersecurity incident disclosed by AI model-hosting platform Hugging Face demonstrates how traditional authentication and authorization approaches aren’t well suited for AI agents. In this intrusion, an AI agent escaped an isolated testing environment and moved through Hugging Face's production systems for roughly two and a half days, using legitimate credentials and standing privilege to move laterally in a campaign that totaled over 17,600 recorded actions. The incident made international headlines and served as an industry wake-up call for tighter access controls over AI agents.

How runtime authorization works 

Traditional access control methods authorize an identity once, at login, then treat that decision as valid for the rest of a session. Runtime authorization, by contrast, authorizes an action at the moment it's attempted by an identity, based on administratively defined policies and real-time contextual information.

Enterprises usually institute runtime authorization as part of a broader continuous authorization model, in which actions are authorized throughout the duration of a session.

Runtime authorization typically takes four elements into account:

1.Principal. The human, machine, service account, workload or AI agent attempting an action. 

2.Action. What the identity is trying to do, such as connect to a server, execute a database query, call an API, invoke an AI tool or run a command.

3.Resource. What the identity is trying to access, such as a database, server, application, cloud resource, Kubernetes cluster or API.

4.Context. Situational information available at the moment the action is attempted, such as device posture, location, time of day, resource sensitivity and session risk signals. 

A typical runtime authorization flow follows a multistep process:

Step 1. A principal attempting to access an enterprise resource proves its identity using an authentication method or protocol, such as a password, certificate, API key, SSH key or OAuth token. 

Step 2. The authenticated principal attempts to perform an action against an enterprise resource. 

Step 3. The authorization system evaluates the attempted action against policy, using live contextual data to permit or deny the action. Either outcome is logged to an audit trail tied to the principal that attempted it. 

Step 4. Steps 2 and 3 repeat for each subsequent action the principal attempts, for as long as the session persists. 

 Runtime Authorization Flow Diagram

 

Related security concepts

Runtime authorization overlaps with or complements numerous other cybersecurity disciplines and solutions.

Concept/capability

Function

How it relates to runtime authorization

Application access governance (AAG)

 Governs entitlements and segregation of duties within business applications such as ERP and financial systems.  Complements runtime authorization, which governs individual actions against infrastructure and data resources. 

 Authentication

 Verifies that an identity is who or what it claims to be before granting it access to a system.  Runtime authorization builds on authentication by evaluating what an already authenticated identity is permitted to do. 

 Continuous authorization 

 Injects credentials at the connection point so an identity never directly holds or views the underlying secret. Continuous authorization is the operational model in which runtime authorization is typically employed. 

Credential brokering

 Assigns permissions to groups of users rather than individuals. Credential brokering protects against credential theft. Runtime authorization protects against misuse of access itself, so even a properly authenticated identity cannot perform an unauthorized action. 

 Identity security

 Discovers, governs and protects AI, human and machine identities across the enterprise.  Identity security is the broader discipline runtime authorization operates within. 

 Just-in-time access

 Grants identities privileged access to systems and resources only at the moment it is needed, scoped to the resources and permissions a task is expected to require, for a defined period of time. Just-in-time access governs when privileged access is granted, while runtime authorization governs what an identity is permitted to do for as long as that session remains active.

Least privilege(aka principle of least privilege) 

 Grants identities only the minimum set of privileges necessary to perform their task. Runtime authorization enforces least privilege continuously, evaluating each action against current policy rather than relying on a static role assignment.

 NHI security 

 Discovers, governs and protects the identities assigned to machines, applications, services and scripts across the enterprise.  NHI security discovers and governs NHIs across their lifecycle, while runtime authorization governs what those identities are permitted to do once access is granted. 

Privileged Access Management (PAM)

 Secures privileged accounts, credentials and administrative sessions, typically through vaulting, rotation and credential brokering. Runtime authorization extends PAM beyond vaulting, credential brokering and session monitoring, authorizing individual actions within a session. 

Zero standing privilege (ZSP)

 Ensures identities are never granted permanent privileged access to critical enterprise resources. Runtime authorization supports zero standing privilege by evaluating and permitting each action as it is attempted, rather than granting persistent access. 

 Zero trust

 Assumes no identity or device is trustworthy by default and requires continuous verification before granting access.  Runtime authorization extends zero trust principles to the individual action within an active session.  

Frequently Asked Questions

What is runtime authorization?

Runtime authorization is the process of governing what human and NHIs, including AI agents, are permitted to do at execution time, based on policy and real-time contextual data. Typically employed as part of a continuous authorization model, it helps strengthen security and minimize risk by reducing standing privilege, shrinking the attack surface and containing lateral movement.

Why is runtime authorization important for AI agents?
Runtime authorization is important for AI agents because their behavior is non-deterministic. Unlike a human following a predictable routine or a script executing fixed steps, an agent's actions depend on context and instructions, so an action appropriate in one session may not be appropriate in the next. A one-time authorization decision made at login has no way to catch that shift, which is why each action needs its own evaluation as it's attempted. 

Is runtime authorization the same as access control?
No. Access control is an umbrella term that usually covers authentication, authorization and auditing functionality. Runtime authorization is a component of an access control system that authorizes individual actions at execution time based on policy and real-time contextual data. 

Does runtime authorization replace role-based access control?

Not necessarily. Role-based access control (RBAC) assigns permissions based on an identity's role. It is typically used to enforce the principle of least privilege, simplify provisioning and streamline onboarding. Runtime authorization is often used in conjunction with RBAC to govern individual actions at execution time. It is particularly useful for governing AI agents, which are non-deterministic and typically inherit a role that wasn't designed for their specific task. 

Does runtime authorization replace authentication?
No. The two are complementary. Authentication verifies that an identity is who or what it claims to be at the beginning of a session. Runtime authorization governs the actions that identity is permitted to perform at execution time, based on policy and real-time contextual data. 

How is runtime authorization related to continuous authorization?

Continuous authorization is an operational model in which actions are evaluated and authorized throughout the life of a session rather than once at login. Runtime authorization is the specific mechanism that makes that model possible, evaluating each action against policy and real-time context at the exact moment it's attempted.

How is runtime authorization related to policy-based access control?

Policy-based access control decides whether access to a resource is granted, usually once, when a connection opens. Runtime authorization decides what specific actions an identity may take once access is granted, evaluating each one at the moment it's attempted rather than in advance.

What factors does runtime authorization take into account?
Runtime authorization typically takes into account the principal attempting to perform an action (e.g., a human, machine, service account, workload or AI agent), the action the principal is attempting to perform (e.g., connect to a server, execute a database query, call an API, invoke an AI tool or run a command), the resource the principal is trying to access (e.g., a database, server, application, cloud resource, Kubernetes cluster or API) and real-time contextual data (e.g., device posture, location, time of day, resource sensitivity and session risk signals).

What is a policy enforcement point?
A policy enforcement point (PEP) is a component in a security architecture that intercepts a request, such as a database query, an API call or a network connection, and evaluates it against policy before deciding whether to allow it. In a runtime authorization model, the policy enforcement point resides between an identity and a resource, evaluating the content of each individual action as it's attempted.  

What happens when runtime authorization detects an unauthorized action attempt?
When runtime authorization detects a policy violation, it blocks the action before it executes and logs the event to an audit trail tied to the identity that attempted it, giving security teams a complete record of what was denied and why.

Can runtime authorization govern actions across a range of resources, such as databases, servers, applications, cloud resources and Kubernetes clusters?
Yes. Runtime authorization applies the same policy-based controls regardless of resource type, permitting or denying specific actions, such as a database query, a server command, an application request or a Kubernetes API call, at the moment they're attempted. This is particularly important for AI agents, which often take actions across different types of resources within a single session. 

Is runtime authorization the same as just-in-time access?

No. Just-in-time (JIT) access grants an identity privileged access at the moment it's needed, scoped to the resources and permissions a task is expected to require, for a defined period of time. Runtime authorization governs what actions an identity can perform at execution time, based on policy and real-time contextual data, evaluating whether each action is appropriate even after JIT access has already been granted. The two are typically used together.  

What's the difference between runtime authorization and credential brokering?
Credential brokering injects a credential at the point of use, so the identity never directly holds or views it. It confirms that a connection occurred and obscures the credential used to open it, but it doesn't govern what happens once that connection is established. Runtime authorization goes further, evaluating and permitting or denying each individual action, recording the specific query, command or tool call, and tying every action to a named identity. 

How does runtime authorization relate to identity security?
Identity security is the broader discipline concerned with discovering, governing and protecting every human, machine and AI identity across an enterprise. Runtime authorization is one specific control within that discipline, focused narrowly on evaluating and permitting or denying the actions an identity takes once it already has access.

How does runtime authorization relate to Privileged Access Management?
Privileged Access Management (PAM) secures privileged accounts, credentials and administrative sessions, typically through vaulting, rotation and credential brokering, injecting credentials at the point of use so they're never exposed to the identity using them. Runtime authorization extends PAM beyond that connection-level control, evaluating and authorizing each individual action within a session rather than only the session or connection itself. Most organizations run both together. 

How does runtime authorization relate to NHI?
NHI security discovers, secures and governs the identities assigned to machines, applications, services and scripts across the enterprise, managing their credentials and lifecycle from creation to retirement. Runtime authorization is a distinct control that governs what those identities are permitted to do once they already have access, evaluating each action individually as it is attempted.

How does runtime authorization relate to zero trust?
Zero trust is a security model that assumes no identity or device is trustworthy by default and requires continuous verification before granting access. Runtime authorization extends that same principle inside an active session, verifying each individual action against policy and context as it's attempted. 

How does runtime authorization relate to zero standing privilege?

Zero standing privilege (ZSP) ensures identities are never granted permanent privileged access to critical enterprise resources. Runtime authorization supports zero standing privilege by evaluating and permitting each action only as it is attempted, rather than granting persistent access.

How does runtime authorization relate to the principle of least privilege?
Least privilege ensures identities are granted only the minimum set of permissions necessary to perform their task. Runtime authorization enforces least privilege continuously, evaluating each action against current policy rather than relying on a static role assignment that may grant greater privileges than any single task actually requires. 

What are examples/use cases of runtime authorization?

Common runtime authorization use cases include developers connecting to servers or databases, AI agents calling tools and APIs and automated workflows accessing cloud infrastructure. In each case, runtime authorization evaluates individual actions as they're attempted, rather than granting broad access for the entire session. 

How do you implement runtime authorization?

Many modern Privileged Access Management (PAM) solutions support runtime authorization functionality, often delivered as a proxy or gateway that sits between identities and enterprise resources, governing the actions an identity can take based on policy and real-time contextual information. 

How does runtime authorization apply to AI agents/agentic AI/MCP?

These three terms relate to runtime authorization in different ways. AI agents are a type of principal controlled by runtime authorization. Agentic AI is the broader shift toward autonomous, multi-step workflows that's driving demand for this kind of control in the first place. MCP (model context protocol) is a protocol AI agents can use to call tools. It is one of several that runtime authorization supports. 

What compliance/audit requirements does runtime authorization help meet?
Runtime authorization helps satisfy requirements common to System and Organization Controls 2 (SOC 2), the Payment Card Industry Data Security Standard (PCI DSS) and National Institute of Standards and Technology Special Publication 800-53 (NIST SP 800-53), which collectively require least privilege enforcement and logged evidence of privileged activity with unique identity attribution. By evaluating and recording every individual action against a named identity, runtime authorization gives auditors concrete evidence of least privilege.