I apply optimal transport theory to choice under risk. In particular, I propose an alternative derivation of the certainty equivalent of monetary lotteries based on Kantorovich formulation of the optimal transport problem. This approach can potentially account for several empirical violations of EU, such as the fourfold pattern, loss aversion and the failure of the independence axiom.