Here, our results show that variation in input conformer, details of charge assignment algorithm implementation, and hardware platform can adversely a ect charge assignment reproducibility in a way which has a profound impact on the accuracy and reproducibility of downstream free energy estimates. This will likely lead to increased interest in charge models which are conformer-independent.