A load allocation optimizer can provide significant boiler fuel savings. Applicable to a number of parallel swing boilers that satisfy plant steam demand, the optimizer described in this article is a logical extension of a computer-based energy management system. This field-tested technology can be adapted to optimize loads among chillers, compressors and turbogenerators.