Industrial AI Governance & MLOps worked example

Model Deployment Cost at 110% deployment scope included: a worked example

What does the result look like when deployment scope included reaches 110%? The full calculation is worked below with real intermediate numbers. Use it when MLOps, IT, OT, and operations teams need to budget model release to production systems or edge devices.

The inputs for this scenario

  • Model deployments in scope: 6 deployments (unchanged)
  • Cost per model deployment: 4,800 $ / deployment (unchanged)
  • Deployment scope included: 110 % (raised for this scenario; the documented default is 100)
  • Fixed deployment integration adders: 12,000 $ (unchanged)

Working through the calculation

  • Applying the documented formula (Variable model deployment cost = model deployments in scope × cost per model deployment × deployment scope included) to the inputs above produces each figure below.
  • At this operating point the engine returns 43,680 $ for total model deployment cost, the number this scenario is built around.
  • At this operating point the engine returns 7,280 $ / deployment for deployment cost per model release.
  • At this operating point the engine returns 31,680 $ for variable model deployment cost.
  • At this operating point the engine returns 12,000 $ for fixed deployment integration adders.

How this compares with the baseline

  • Against the tool's baseline example, where deployment scope included sits at 100% and the headline result is 40,800 $, this scenario comes in 7.06% above the baseline at 43,680 $.
  • A figure at this level is achievable when deployment scope included is genuinely sustained, not just peaked for a shift. It treats per-deployment cost as uniform; in reality a complex vision model can cost far more to deploy than a simple tabular one, so blend or split when models differ widely.

Results at a glance

  • Total model deployment cost: 43,680 $ (headline result)
  • Deployment cost per model release: 7,280 $ / deployment
  • Variable model deployment cost: 31,680 $
  • Fixed deployment integration adders: 12,000 $

Run it with your numbers

  • Every input above is editable in the live Model Deployment Cost calculator, which recalculates instantly and can be shared with the inputs intact.

Last reviewed 2026-05-12.