AI tools for sustainability professionals: energy optimization, predictive maintenance, and carbon tracking
techtarget.comAI tools are helping sustainability teams cut energy use, reduce waste, and improve supply chain efficiency. This article covers how machine learning models optimize building HVAC systems, predict equipment failures to extend asset life, and automate Scope 3 emissions reporting. It also lists platforms like CO2 AI, IBM Envizi, and Persefoni for carbon management. The piece warns that AI's own energy and water footprint must be weighed against its benefits. It advises deploying AI on measurable physical outcomes like kilowatt-hours saved rather than using it for glossy ESG reports. For professionals in carbon markets or grid decarbonization, the practical use cases around predictive maintenance and logistics optimization are worth a read.