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HVAC Type and Fuel Classification with AMI Data
Technical brief explaining algorithms used to identify heating/cooling systems and fuel sources from AMI data.
Technical Brief on HVAC Fuel and Type Classification
Identifying HVAC type and fuel source is critical for hyper-targeted programs, improved DSM goals, and non-intrusive decarbonization support.
Scale AI Across the Utility Enterprise
Deploy domain-trained AI designed specifically for utility data, workflows, and regulatory environments.
Operationalize AI, Don't Just Pilot It
Move from proof-of-concepts to production systems that deliver measurable, repeatable value.
Forecast Peak Demand With Appliance-Level Insight
Improve peak forecasts by understanding how EVs, HVAC, and heat pumps shape system demand.
Download Playbook
Fueling insights for 45+ utilities and over 38 million consumers.
