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Domain ontology and semantic web services are two technologies with great potential. Striking new applications can be developed by using the tools and techniques they provide. In this paper, the necessity for integrating these technologies and the potential benefits of their combination are analyzed. Based on this study, we present a new web intelligence analysis system, an ontology-based framework for seamlessly integrating intelligence analysis and semantic web services. The basics of the framework are detailed and a proof-of-concept implementation is described.