This document describes a methodology developed by ERS Inc. to identify commercial and industrial facilities with high potential for combined heat and power (CHP) systems using natural gas utility billing data. The methodology uses 115,000 gas customer accounts to model optimal CHP system sizes and outputs such as annual generation, fuel usage, and project costs and paybacks. It found that certain facility types like car washes may be perceived as good CHP candidates but actually have limited potential due to low gas usage. The technique provides immediately useful lead lists of good CHP customer prospects for program administrators and identifies several areas for further refinement, such as better accounting for electric and thermal load mismatches.