The right choice of a multi-step route is extremely important in organic synthesis, particularly in its application to medicinal and process chemistry as part of drug discovery. Both medicinal and process chemists face numerous parameters to optimize in order to solve the route selection task and thereby create economic value. Computer-aided synthesis planning tools have been developed to assist in synthesis by generating diverse routes. Despite the success in this field, the evaluation of synthetic routes remains a task for human experts.