In most manufacturing plants, machines rarely fail without warning. Instead, they degrade gradually—running slightly hotter, vibrating a little more, or consuming excess energy.

Unplanned equipment failures are one of the biggest cost drivers in manufacturing operations. Sudden machine breakdowns lead to production losses, delayed deliveries, and