Advanta is currently undergoing final system calibration ahead of launch. Selected infrastructure and experiences may still be in active refinement.

advanta

RC-3 · Risk Taxonomy 2026.1

Model drift

Mechanism

The vendor's underlying model changes behaviour between versions without proportionate notice. A tool that produced one set of outputs in January produces materially different outputs in March on the same inputs. Variants: vendor-deliberate upgrade, vendor-undeclared training refresh, downstream third-party model change.

Evidence (what the Evidence Register holds)

Vendor change-log subscription; per-upgrade impact assessment record; methodology versioned against the version of the model in use; gold-set re-run record on each model upgrade.

Mitigation

Vendor change-log SLAs in contracts; model upgrade notices with customer-impact assessment; gold-set re-runs on every model upgrade; methodology version pinning to model version.

Editorial Framing

Model drift is the silent class. Functions discover it when outputs that worked in pilot stop working in production, or when a tool the team has trusted for nine months starts producing materially different results. The contractual mitigation (change-log SLAs + impact-assessment requirements) is what most vendor contracts in 2024–2025 missed.

Indicative Examples

  • Vendor-deliberate upgrade with material behaviour change
  • Vendor-undeclared training refresh
  • Downstream third-party model change (the vendor uses a third-party model that changes)