Commercial deep fryer equipment failure prediction and maintenance planning

Food service businesses (restaurants, fast food chains, catering operations) struggle to predict when their commercial fryers will fail, causing unexpected downtime that disrupts operations and revenue. Current solutions lack predictive maintenance capabilities, forcing businesses to either replace equipment reactively after failure or maintain unnecessarily frequent service schedules. The inability to forecast equipment failure creates operational chaos and financial losses.