Verdigris Technologies > Case Studies > AI-based Automation for Commercial Office HVAC: A Verdigris Case Study

AI-based Automation for Commercial Office HVAC: A Verdigris Case Study

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 AI-based Automation for Commercial Office HVAC: A Verdigris Case Study - IoT ONE Case Study
Technology Category
  • Sensors - Environmental Sensors
  • Sensors - Temperature Sensors
Applicable Industries
  • Buildings
  • Cement
Applicable Functions
  • Facility Management
  • Maintenance
Use Cases
  • Building Automation & Control
  • Occupancy Monitoring
  • System Integration
The Challenge
Buildings today run longer hours, support wider end uses, and support greater levels of economic productivity, creating thinner margin for error. But even state-of-the-art building and environmental control systems have failed to enable facilities and operations management. Our buildings are inefficient and the people using them are underserved.
The Customer

Fortune 500 commercial office

About The Customer
Fortune 500 commercial office building with office/laboratory mixed use.
The Solution
Verdigris has developed a solution to automatically minimize HVAC energy usage while maintaining occupancy comfort. Verdigris sensors monitor the building’s energy usage thousands of times per second. To create forecasts, the AI adds local weather, utility pricing, building management system (BMS) data, and other available datasets. Where data may not be explicitly available, Verdigris AI can infer it. In this simulation, Verdigris’ AI learns the building’s occupancy by observing security badging patterns.
Quantitative Benefit
  • Overall results from the simulation: Energy savings up to 18.7%, HVAC cost savings of 22.7-33.7%, increase in comfort from 4.5% to 100% compliance with ASHRAE 55 standard, productivity impact of at least $300k, project payback period of 1 year, and 5-year ROI of 5x.

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