Inventory management for stochastic lead times with order crossovers.

•We consider the order-up-to policy with a stochastic lead time and order crossovers.•We find the distribution of the number of open orders.•The inventory distribution when orders and work-in-progress are correlated is found.•We show minimal safety stock and inventory variance do not lead to minimum costs.