AbstractThis paper describes an intelligent decision-support system to help determine optimal mining strategies for W. R. Grace Company, one of the nation's largest suppliers of phosphate-based chemical products. Based on a 0-1 integer programming model which incorporates the knowledge of mining experts, the system helps management assess the mining potential of phosphate rock reserves. The system has been used in making investment decisions valued at over $40 million.