AI solutionsShared across all subject areas

Model Registry & Version Pinning

Tracks which model and prompt version produced which output, and controls when versions change.

Description

Maintains the inventory of models, prompt versions and their deployment status, and pins production to specific versions rather than floating aliases. Makes a provider model update a decision rather than an event that happens to you.

When it fits

Anywhere output is retained as a record, and anywhere reproducibility is required.

When it does not fit

Exploratory work, where pinning slows access to improvements for no benefit.

Governance requirement

Any output entering a record must carry its model and prompt version. Without it, an auditor asking why the system said something six months ago cannot be answered, because the thing that said it no longer exists.

Characteristic failure

Floating aliases in production. A provider updates the model behind the alias, behaviour changes, and nothing in the deployment records that anything happened.

Example

A generated reconciliation narrative from March, reproducible in September because the model and prompt version were recorded against it.

AI solution components3
  • Version Inventory
  • Output Version Stamping
  • Deprecation Monitor
AI opportunity solutions

Deliberately empty

Two different absences share this shape. Foundational solutions get built whatever the domain, so no domain links them; the rest are solutions this domain genuinely does not reach for. v_ai_solutions_unlinked separates the two.