A two-stage bid-price control for make-to-order revenue management

► We propose a two-stage capacity control approach based on bid-price updates. ► Updating is realized with neural networks. ► Results from a computational analysis are reported. ► The control outperforms randomized linear programming with and without resolving. ► The risk of falling below the results of FCFS is reduced.