A “scout screening” strategy is presented as a way to optimize a homology model for virtual screening. Experimental confirmation of the virtual hits proved the efficiency of the method. Hit rate was very high (23%), with most potent ligands in the nanomolar range. 28 confirmed hits with an important chemical diversity are unveiled.