Waiting for the monthly electricity or gas invoice hides idle motors, contract-demand overruns, and poor power factor. PGVCL maximum-demand and PF penalties are operational, not accounting, problems.
What the edge stack actually does
Gateways poll sub-meters (kWh, kVAh, PF, load) and show live use by line or department. Alerts fire when load nears contracted demand so the plant can shed non-essential load. We do not promise a fixed percentage cut for every kiln — results depend on idle waste and tariff structure.
Why SAP belongs in the loop
Energy in a silo dashboard does not change product cost. Mapping meter traces to SAP production orders and cost centres lets you see energy per square metre or per batch. That is the same pattern as our Morbi ceramic SAP playbook.
AI layer
Once traces and SAP completions exist, models can highlight MD-risk windows. Start with meters and SAP — not cameras. AI / ML on SAP B1.
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