With recent development in computational modelling algorithms and computing power, one can only fairly expect a translation of these into increasing use in drug discovery efforts. But, is this really the case? Is the increasing sophistication in modelling only relevant in theories, and are there ways that such development can systematically be factored in pharmaceutical drug discovery?