Immense ingenuity and unprecedented levels of funding are available for drug discovery, yet pharmaceutical research and development is failing to produce the medicines society requires. New organisational models of drug discovery are clearly needed, and members of the Oxford Martin Programme on Affordable Medicines will contend that open science approaches represent a promising path forward.