Industrial AI Governance & MLOps worked example

AI Compliance Audit Load at 99% target audit completion rate: a worked example

This scenario runs the ai compliance audit load calculation on the strong side: 99% target audit completion rate, with every other input held at its documented default. Use it when compliance or model risk teams need to track readiness for an AI governance audit or internal review.

The inputs for this scenario

  • Completed AI audit evidence items: 186 items (unchanged)
  • Required AI audit evidence items: 220 items (unchanged)
  • Target audit completion rate: 99 % (raised for this scenario; the documented default is 95)

Working through the calculation

  • Applying the documented formula (AI audit completion rate = completed AI audit evidence items ÷ required AI audit evidence items × 100) to the inputs above produces each figure below.
  • At this operating point the engine returns 84.55 % for ai audit completion rate, the number this scenario is built around.
  • At this operating point the engine returns 14.45 points for ai audit completion gap to target.
  • At this operating point the engine returns 186 count for completed ai audit evidence items.
  • At this operating point the engine returns 220 count for required ai audit evidence items.

How this compares with the baseline

  • Against the tool's baseline example, where target audit completion rate sits at 95% and the headline result is 84.55 %, this scenario lands almost exactly on the baseline at 84.55 %.
  • Use it during audit preparation to monitor evidence-collection progress and forecast readiness against a deadline. Treat this as a target state: the delta against the baseline quantifies what the improvement is worth before you commit to chasing it.

Results at a glance

  • AI audit completion rate: 84.55 % (headline result)
  • AI audit completion gap to target: 14.45 points
  • Completed AI audit evidence items: 186 count
  • Required AI audit evidence items: 220 count

Run it with your numbers

  • Every input above is editable in the live AI Compliance Audit Load calculator, which recalculates instantly and can be shared with the inputs intact.

Last reviewed 2026-05-12.