This study considers an optimal inventory model for the items of cycle demand and with quantity discount considerations. First, the future demands are estimated by using time series analysis and least absolute value with the statistic data. Then we formulate an inventory model with step quantity discount functions according to the estimated demands. Examples are also presented to demonstrate the proposed model and the solution process of deriving the optimal inventory strategy to reduce inventory costs.