Many decision situations involve the selection of a subset of alternatives (items, projects or actions) when the pay-offs of these decisions are difficult to quantify. An interactive procedure is developed to identify an optimal subset of alternatives when the decision-decision-maker can supply only ordinal preferences over the subsets. The procedure enumerates the subsets of alternatives such that the number of subset comparisons made explicitly by the decision-maker are minimized.