Predictive maintenance AI for Industry 4.0 manufacturing that continuously monitors equipment 24/7 and detects mechanical failures months before visible symptoms using a threshold-based approach. Supports low-speed, variable-condition machines by leveraging existing PLC data with no additional sensors, improving equipment availability and reducing unplanned downtime.