Data-driven, actionable insights generated from monitoring thermal equipment parameters (such as vibration, temperature, and pressure) to forecast potential mechanical failures. These recommendations help engineers schedule targeted maintenance during planned shutdowns, preventing catastrophic equipment failure and costly production downtime.