KPI
Energy savings: AI benchmark
Reduction in energy used by the equipment or process the AI controls.
How to measure it
Energy consumption of the controlled sites or equipment versus a control group or the same period before, normalised for traffic or load.
Across the library
Median 15.4% across 6 deployments, reported range 10% to 42.7%, plus 2 "up to" values not pooled.
Higher is better. Unit: percent.
Reported values by use case
AI for building HVAC and energy optimization
- Al Habtoor Real Estate42.7% · vendor claim
- Mountain Development Corp.27.5% · vendor claim
- Cammeby's International15.8% · vendor claim
- Sleep Country12.5% · vendor claim
- Loyola University Chicago10% · vendor claim
AI for radio access network energy optimization
- Vodafone UKup to 70% · organization claim
- Telkomselabout 15% · organization claim
- Telefónicaup to 8% · organization claim