Lowering attrition rates for new chemical entities entering expensive development phases is critical to cutting the overall costs of drug development and improve R&D productivity. With this in mind, the ability to "pick the best", and to identify potential failures sooner, are key objectives for both biotech and pharmaceutical companies.