AI Maturity Model

Autonomy vs. oversight: how they shift together

As AI autonomy rises across four stages of maturity, human oversight doesn't diminish — it transforms. From reviewing individual actions to owning the policies that govern AI behaviour.

AI autonomy (rising)
Human oversight mode (transforming)
AI AUTONOMY OVERSIGHT MODE Low High Stage 1 Stage 2 Stage 3 Stage 4 Action review Output validation Exception handling Policy ownership
Stage 1
Assisted testing
↑ Action review
↗ Low autonomy
Stage 2
Augmented QA
↑ Output validation
↗ Growing autonomy
Stage 3
Autonomous execution
↑ Exception handling
↗ High autonomy
Stage 4
Self-governing QA
↑ Policy ownership
↗ Full autonomy

Conceptual model — for illustrative purposes. Oversight mode labels adapted from AI governance literature.