A system for determining batch sizes for a print job may include a computing device and a computer-readable storage medium in communication with the computing device. The computer-readable storage medium may include one or more programming instructions for receiving a print job having a job size, receiving speed information for each of a plurality of document production devices in a production line, identifying a plurality of batches associated with the print job, performing a discrete event simulation to model a makespan for the print job in processing each of the plurality of batches on the plurality of document production devices using the speed information and repeating the identifying and performing until a plurality of final batches is determined, each having a unique final batch size.