Utilizes sensors, data analytics, and monitoring to forecast equipment failures in manufacturing and processing facilities. Applied by operations managers in energy, pharmaceuticals, and heavy industries for proactive scheduling. Suppliers offer technology-integrated services via contracts to asset owners and distributors.