Inventory management and fuzzy set theories have been investigated and published only in Elsevier throughout the years to incorporate these concepts into this research stream. A systematic and comprehensive analysis of current advances in the fuzzy inventory management field is needed, which prompted us to highlight key developments and cast light on future research. First, recent publications are evaluated and presented to illustrate the significance of this topic. The methodology used to obtain sample papers is discussed, and the papers are then analysed in order inventory. Several model components were evaluated, resulting in the discovery of several areas previously neglected by researchers.