Using BLUES, we were able to enhance the sampling of ligand binding modes over traditional MD and found that BLUES often discovers the crystallographic binding mode with shorter simulation times and does a better job ensuring the dominant binding mode is well populated in simulations. Ultimately, enhanced sampling via BLUES lead to an improvement in finding the crystallographic binding modes over traditional MD simulations.