The reasoning mechanizm of combination of fuzziness of radomness with fuzzy mathematical method, and studied knowledge refining with analogy method is developed, and how to show the reasoning process in tree figure is explored in the explanation system. Therefore, the Fuzzy Forecast and Evaluation Expert System Tool (FFEEST)is developed. It can be applied to evaluate economic benefits of enterprises, and assist the users to make decisions for the their future development.