It is very important for an enterprise to construct its business alliance with its business partners. In this case , selection of optimal partners is crucial to the success of the alliance. This article describes a technology of da2 ta mining , i . e. support vector machines , then constructs an optimal partner searching model based on SVMs(sup2 port vector machines) . Practical effectiveness of SVMs for searching optimal partner in huge enterprise database is proven in the paper.