This study demonstrates that integrating ABFE calculations into structure-based virtual compound screening yields more accurate discrimination between active and inactive compounds than docking alone. This approach can be used as is to speed early-stage drug discovery. The study also provides insights into errors associated with such calculations and thus suggests directions for future improvements within this broad approach.