In the quest for NPY5 receptor antagonists a virtual screening approach yielded a novel and potent hit class from a limited compound selection. The tight and seamless integration between virtual screening and rapid parallel chemistry within the framework of the Roche Lead Generation unit led in only two rounds of iterative chemistry optimisation to a much broader understanding of the factors which influence the potency of the thiazole hit class.