Our motivation behind taking part in the D3R Grand Challenge was to test a new workflow for binding mode and affinity predictions and to assess whether we could easily identify any way to improve the speed and accuracy of binding mode predictions. We report here the results of our participation, where we performed ligand similarity-based pose prediction and affinity predictions using MM-GBSA calculations for inhibitors of the target BACE-1.