Manufacturing
Energy measured where it is spent
“Energy is our second largest cost and we see it once a month, on a bill.”
Consumption was metered for the whole site, never per machine, shift or product. Reduction targets were set by judgement, and a drifting asset hid inside the site total.
Equipment-level metering feeds the operational layer, with load profiled per asset and per SKU. The agent moves non-critical load off peak tariff inside limits production sets, and drift against an asset's own baseline is flagged the day it starts.
energy cost reduction
typical payback
attribution by shift and SKU
Figure drawn from published benchmarks for this pattern.
Tariff windows move and the agent moves with them, every day, with no analyst standing in the loop.
Ten minutes, scored across the dimensions that decide whether pilots ship. You get the score and the gap map immediately.