TRAMIQ experts design/ develop and implement AI-based predictive maintenance systems for the industries using Machine Learning (ML), IoT sensors, and real-time data to forecast equipment failures before they occur. By analysing vibrations, temperature, and machinery/ equipment operational logs, AI-based predictive maintenance system reduces unplanned downtime, extends machinery life, and lowers maintenance costs, through repairs only when necessary.