A collaboration between a railway agency, an academic institution and a specialist consultancy aims to perfect techniques to help predict and mitigate rail freight network delays. If successful, the entire UK network will benefit, squeezing extra capacity out of the system, and improving reliability. The whole enterprise is exploring how using machine learning techniques could improve performance and short term planning for the rail freight industry.