Here, we address these lacunae by performing a statistically robust analysis of RBFE predictions for a large dataset comprising 503 ligand transformations spanning 305 ligands and 14 target proteins covering a broad range of molecules and targets relevant for medicinal chemists and provide definitive recommendations concerning the protocols to use that can deliver actionable predictions.