Procurement is one of the major activities in the Manufacturing Resource Planning (MRP II), which is closely coupled with inventory management. Any improvement in this area will have a direct impact on the performance of the entire supply chain. Auction mechanism can be a successful procurement method when there are several potential suppliers available. In this work we consider a single-period inventory model when the selection of the supplier being done through a reverse auction with bids consisted of several attributes, namely price, shortage quantity and lead time. The multidimensionality of the bid increases the complexity of the underlying problem creating a need for an approach to determine an approximate optimal target level. This is needed for the initiation of the auction and the procurement process. Monte-Carlo simulation method was used to investigate the goodness of the approximate analytical method. Keywords Reverse auction, inventory, multi-attribute decision making, mu...