In the present work we study 54 ligand transformations in the protein targets MCL1, PTP1B, TYK2, CDK2 and thrombin. Here we present the results of these calculations comparing accuracy and precision across the MD packages and free energy estimators. Table presents a comparison of the accuracy and precision of all methods compared to experiment.