The MAMUT project aims at designing an open platform for solving recurrent and dynamic vehicle routing problems in urban environments. In order to address these urban transportation problems, we propose to combine operations research (OR) and artificial intelligence (AI). OR is able to propose fast and efficient resolution methods but these methods are often problem-specific and they do not take advantage of past solutions. AI, and especially machine learning, helps to define good solutions through the training of large historical data.