AI & Digital Manufacturing Analytics worked example

AI Energy Optimization Value with ai-monitored connected load of 1,800 kW: a worked example

This scenario runs the ai energy optimization value calculation on the strong side: ai-monitored connected load of 1,800 kW, with every other input held at its documented default. an energy or operations manager needs to estimate the energy cost pool available for AI optimization

The inputs for this scenario

  • AI-monitored connected load: 1,800 kW (raised for this scenario; the documented default is 720)
  • Optimization runtime: 420 hr (unchanged)
  • Electricity rate: 0.12 $ / kWh (unchanged)
  • Units processed during runtime: 125,000 units (unchanged)

Working through the calculation

  • Applying the documented formula (Energy use monitored by AI = connected load × optimization runtime) to the inputs above produces each figure below.
  • At this operating point the engine returns 86,940 $ energy cost for ai energy optimization cost pool, the number this scenario is built around.
  • At this operating point the engine returns 756,000 kWh for energy use monitored by ai.
  • At this operating point the engine returns 0.7 $ / unit for energy cost per processed unit.
  • At this operating point the engine returns 207 $ / hr for energy cost per runtime hour.

How this compares with the baseline

  • Against the tool's baseline example, where ai-monitored connected load sits at 720 kW and the headline result is 34,776 $ energy cost, this scenario comes in 150% above the baseline at 86,940 $ energy cost.
  • Use it to baseline an AI energy optimization project's addressable spend, or to translate monitored load into cost-per-unit for a process or product line. 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 energy optimization cost pool: 86,940 $ energy cost (headline result)
  • Energy use monitored by AI: 756,000 kWh
  • Energy cost per processed unit: 0.7 $ / unit
  • Energy cost per runtime hour: 207 $ / hr

Run it with your numbers

  • Every input above is editable in the live AI Energy Optimization Value calculator, which recalculates instantly and can be shared with the inputs intact.

Last reviewed 2026-05-12.