We study a principal–agent model with moral hazard and adverse selection. Risk‐neutral agents limited liability have arbitrary private information about the distribution of outputs cost effort. show that under multiplicative separability condition, optimal mechanism offers single contract. This condition holds, for example, when output is binary. If principal's payoff must also satisfy free dis...