AI Trust Index™
AI Trust Index™
Estimated reading time: 8 minutes

Five Levels of AI Governance Maturity

From ad-hoc to optimizing — and what moves an organization between them
Published by Clariantix Intelligence Center™
Executive Summary

The Clariantix maturity model classifies AI governance into five levels: ad-hoc, defined, managed, measured, and optimizing. Knowing the current level — and the next one — is the first step in any improvement program.

Level 1 — Ad-Hoc

AI use is happening; governance is informal. There is no inventory, no classification, and no single accountable executive. Risk is unknown, not necessarily high — but unknown.

Level 2 — Defined

Policies exist. Inventory has been started. An executive is named. Governance is documented but not consistently operated. The risk of drift is high.

Level 3 — Managed

Governance is operated to a cadence. Inventory and classification are kept current. Vendor AI is brought inside the perimeter. Reporting reaches the executive committee on a defined schedule.

Level 4 — Measured

Maturity is baselined and re-measured on a recurring cadence. Improvement targets are published. Boards receive quarterly reporting with trend data. Evidence is produced on request.

Level 5 — Optimizing

Governance is integrated into product, procurement, and operating cadences by default. External validation is sought and earned. The organization is recognized as a trusted operator of AI in its markets.

"Most organizations are between levels two and three. The work to reach level four is what unlocks board confidence."
Key Takeaways
  • Five levels: ad-hoc, defined, managed, measured, optimizing.
  • Most organizations sit between levels two and three.
  • Reaching level four is what unlocks board confidence.
  • Each level has a defined set of capabilities — improvement is sequenced, not heroic.
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