I learned this industry the hard way, in the cab and in carrier offices. I watched settlements disappear, maintenance records get rewritten, and dispatch push past legal limits while every official score stayed clean. Those years taught me what FMCSA snapshots miss and why brokers and drivers needed behavioral fraud intelligence long before anyone used that phrase.