In high-volume logistics and commercial fleet operations, unscheduled downtime directly damages profitability. Emergency roadside towing, late delivery penalties, and unexpected shop repairs derail tight shipping schedules. While traditional preventive maintenance relies on scheduled calendar intervals, critical mechanical wear and tire degradation frequently happen between shop visits.