Activity-based licensing ties entitlement or cost to actual use events rather than static role assignment. It can improve fairness and precision, but only if usage telemetry is complete, consistent, and interpretable across applications and business units.
Expanded Definition
Activity-based licensing assigns entitlement or cost according to observed usage events, not simply to a static role or seat count. In NHI and agentic AI environments, that can mean billing or authorization is triggered by API calls, token exchanges, workflow executions, or tool invocations. The model is attractive because it can better match cost to actual consumption, but it depends on trustworthy telemetry, consistent event taxonomy, and a clear distinction between one-off bursts and sustained operational use.
Definitions vary across vendors because some products treat “activity” as metered usage for chargeback, while others treat it as a policy basis for enabling or disabling access. NHI Management Group treats the term as a governance pattern that sits between access control and financial accountability, especially where service accounts, agents, and platform integrations create fluctuating demand. For a broader NHI governance context, see the Ultimate Guide to NHIs and the NIST view of control discipline in the NIST Cybersecurity Framework 2.0.
The most common misapplication is treating incomplete logs as a valid basis for entitlement or billing, which occurs when different applications emit incompatible usage records and no reconciliation process exists.
Examples and Use Cases
Implementing activity-based licensing rigorously often introduces measurement overhead, requiring organisations to weigh cost precision against the operational burden of collecting, normalising, and auditing usage data.
- A data pipeline grants a service account higher-capacity processing rights only after its job executions exceed a defined threshold in a rolling window.
- An AI agent platform bills per tool call, so finance and security teams align on what counts as a billable event before production launch.
- A secrets management system unlocks premium automation features only when an application generates verified rotation activity, not merely when the account exists.
- An enterprise compares usage by business unit to identify dormant NHI allocations that should be downgraded or revoked.
- Reference architecture and governance patterns from the Ultimate Guide to NHIs are often used to frame how activity should be measured across service accounts, APIs, and agents.
- Where usage events are security-sensitive, teams map telemetry handling to the NIST Cybersecurity Framework 2.0 so records support both control enforcement and auditability.
Why It Matters in NHI Security
Activity-based licensing can become a security control only when usage data is accurate enough to support least privilege, offboarding, and anomaly detection. If telemetry is incomplete, organisations may continue to fund or permit dormant identities, overactive agents, or forgotten integrations long after business need has ended. That creates hidden exposure because the same records used for licensing can also reveal which identities are still active, which workloads are misbehaving, and where privilege drift is occurring. NHI Mgmt Group notes that only 5.7% of organisations have full visibility into their service accounts, a gap that makes activity-based models difficult to govern safely when usage evidence is fragmented or missing.
The security value is therefore not just financial. It supports sharper review cycles, exposes orphaned access, and helps detect when an NHI is consuming resources in ways that no longer match its approved purpose. The Ultimate Guide to NHIs highlights how visibility, rotation, and offboarding depend on reliable identity data, while the NIST Cybersecurity Framework 2.0 reinforces the need for repeatable control monitoring. Organisations typically encounter the licensing problem only after a disputed bill, a privilege review, or a breach investigation reveals that “active” usage did not match actual operational need, at which point activity-based licensing becomes operationally unavoidable to address.
Standards & Framework Alignment
This section maps relevant standards and security frameworks to the operational risks and controls described in this guidance.
OWASP Non-Human Identity Top 10 address the attack and risk surface, while NIST CSF 2.0 and NIST Zero Trust (SP 800-207) set the governance and control requirements practitioners need to meet.
| Framework | Control / Reference | Relevance |
|---|---|---|
| OWASP Non-Human Identity Top 10 | NHI-01 | Usage-based entitlements depend on clean NHI inventory and lifecycle visibility. |
| NIST CSF 2.0 | PR.AC-4 | Least-privilege access aligns with using activity to justify entitlements. |
| NIST Zero Trust (SP 800-207) | PL-01 | Zero Trust assumes continuous verification, which fits activity-conditioned entitlement models. |
Track each non-human identity and tie license eligibility to approved, current usage only.
Related resources from NHI Mgmt Group
- How should payment providers implement activity-based compliance in Indonesia?
- What breaks when compliance stays entity-based instead of activity-based?
- Who is accountable when a payment activity is non-compliant under activity-based regulation?
- How should security teams use activity-based access control without replacing RBAC entirely?
