An automotive parts factory relies heavily on conveyor belts to move parts throughout the production process. Unexpected breakdowns can cause significant production stoppages, leading to missed deadlines, lost revenue, and frustrated customers. Traditional maintenance schedules might miss early warning signs of impending motor failure.