Rapid advancements in quantum theory, computer science and computational power brought about tremendous developments in materials research. Yet the impact of modelling in industrial R&D is somewhat hindered by unclear connection between calculated and experimental parameters, complexity of the calculations and tedious analysis. Towards the resolution of these problems we discuss how a combination of combinatorial chemistry, quantum chemistry and automated calculation workflows provide the basis for rational materials design via virtual screening of molecular materials.