A system for detecting suspect meter reads in a print environment 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 historical meter read values associated with a print-related service, selecting a model set including one or more of the historical meter read values, using a predictive model to determine an anticipated meter read value and a corresponding forecast error value from the model set, determining an updated forecast error value, determining a threshold value, identifying an actual meter read value, determining an average rate associated with the actual meter read value, and flagging the actual meter read value as suspect based on a comparison of the average rate and the threshold value.