Incentives work better when they match how people actually behave. This study looks at how to design contests for simple agents who decide whether to participate based on cost and quality. When costs are the same for everyone, the best contest gives equal prizes to the top performers. When costs vary, a winner-take-all contest is a good approximation for maximizing the quality of the best submission.