Control · C-084 · Third Party & Supply Chain

Model version pinning and change notification

Hosted models are called by a fixed version, and a provider's new version is adopted only after the organisation's own regression tests have passed.

Control type
Preventive
Risks addressed
2
Audience
Practitioner
Frameworks
MANAGE 3 · AST07 · Chapter 6
Reviewed
2026-11-11

What it does

It stops the model changing underneath the system. Each call names a specific model version, so the provider's updates do not reach production until the organisation chooses to move. A new version is treated as a change: tested against the evaluation suite, compared with the baseline and approved. Engineering owns the mechanism and the system owner approves each move. It is configured at build and operates on every call and at every provider release.

How to implement it

  • Call dated or numbered versions, never an alias that tracks the latest.
  • Record the version in use in the inventory and with every logged output.
  • Subscribe a monitored address to the provider's change and deprecation notices.
  • Run the evaluation suite on a schedule against the live model, to detect change that was not announced.
  • Qualify each new version through change management before switching.
  • Pin other moving parts as well: embedding models, safety filter settings, tool versions.

Evidence it operates

Design: a standard requiring pinned versions; configuration showing them. Operation: version recorded in logs; scheduled test runs with results; change records for each version move; notices received and actioned.

Where it fits

Built into the integration and exercised at every provider release. It is the primary control, with the evaluation suite and regression testing, for unannounced upstream model change, and it supports uncontrolled AI change. It feeds AI change management.

Limits

Not every provider or product allows pinning, and products that embed a model rarely expose the choice. Providers can alter filters and infrastructure behind a pinned version. Pinning delays change and does not avoid it: versions are retired, and the organisation then has to move by the provider's date.

Risks this mitigates

Primary mappings

Unannounced upstream model change High
Fixes the model version and makes any change the organisation's own decision. A provider updates, replaces or reconfigures a hosted model, and the organisation's system behaves differently without any change of its own.

Supporting mappings

Uncontrolled AI change High
Prevents supplier-side changes arriving unannounced. Models, prompts, data sources and configuration change in production without assessment, testing, approval or a record.

Framework and clause references

FrameworkClauseTitle
NIST AI Risk Management Framework (AI RMF 1.0)MANAGE 3Risks from third-party entities are managed Third-party risk.
OWASP Agentic Skills Top 10AST07Update Drift Update drift.
SS2/21: Outsourcing and Third-Party Risk ManagementChapter 6Outsourcing agreements Change notification terms.

Related terms

How to cite

Axiom Verity (2026). Model version pinning and change notification. Reference Library, C-084. https://axiom-verity.com/controls/model-version-pinning-and-change-notification. Reviewed 2026-11-11.