A simple way to increase production from a well is to optimize the pumping unit. A properly sized and configured pumping unit lifts the maximum volume of fluid that the well is capable of producing while minimizing the wear on the rods and pump. An approach for field-wide pumping-unit optimization uses a neurosystem consisting of a neural network and an intelligent swapping procedure to find the optimum pumping unit placement throughout the field.