The application of artificial intelligence (AI) in law enforcement agencies, including The Cantonal Administration for Inspection Affairs of the Canton of Sarajevo, namely the Traffic and Road Inspection Inspectorate, represents a significant problem-solving tool. The advantage of applying AI is the possibility of processing a large amount of data in real time, which enables better control and supervision of transport. The main aim of this research is to show the possibilities of applying artificial intelligence in the control and supervision of cantonal traffic inspectors in the area of application of the Law on working hours, mandatory vacations of mobile workers and devices for recording in road traffic, especially in terms of the length of working hours of mobile workers, mobile workers’ weekend hours, mobile workers’ working hours during national and religious holidays, as well as mobile workers’ night work. In the work of the traffic inspection, the application of artificial intelligence would imply the application of certain algorithms that would help in the work of the traffic inspection.