Addresses the costly risks of sudden production line failures that lead to product loss and unplanned downtime. Using AI to continuously monitor equipment conditions and predict anomalies before failure, PMS significantly reduces unexpected shutdowns. In a single instance during semiconductor manufacturing, the system prevented an estimated loss of US$5 million. The technology has since expanded into industries including machine tools, energy, and petrochemicals.