In a tournament competitors may cheat to gain an advantage. This paper considers the problem of deterrence and finds that tournaments reflect special circumstances that are not present in a traditional model of law enforcement. The traditional model considers sanctions and monitoring as the instruments of deterrence. In a tournament the prize structure plays a critical role in determining both the costs and benefits to cheating. We consider ways in which the prize structure can be manipulated in order to reduce monitoring costs.