In the realm of trucking, the implications of neglecting preventive maintenance can be catastrophic. Recent investigations in Ontario have revealed shocking instances of unsafe equipment operating with unethically obtained safety inspection decals, raising grave concerns about compliance and public safety. A staggering 55% of trucks involved in serious crashes were reported to have mechanical violations,