The determination of the optimal mode sequence for hybrid systems with autonomous transitions is examined. A class of hybrid systems that exhibit a locally Lipschitz mapping between their parameters and their continuous states is introduced. Lipschitzian optimization methods such as bundle methods are explored for the solution of parametric optimization problems that have this class of hybrid systems embedded.