A typical black box tuner only considers the end result of a target algorithm run – after solving the problem instance or when it has reached the time limit. The innovative gray box tuner applies intermediary results to predict the runtime. In this way, it aims to reduce the total runtime of the tuning and while still providing the same configuration quality as its black box counterpart. The OPTANO Algorithm Tuner supports both tuning approaches.