Predicting when major appliances will fail before breakdown

Homeowners cannot anticipate whether their refrigerator, washer, or HVAC system will fail in the next year or has several years remaining, making budgeting and replacement planning difficult. Existing solutions require either expensive professional inspections or rely on age alone without accounting for maintenance history and actual component wear.