Abstract. Applications of ontologies exist that go beyond standard deductive reasoning and rather have the character of empirical discovery in knowledge/data. We analyse the inventory of OWL with respect to two such applications, namely to pattern-based ontology matching and to ontology-aware knowledge discovery from databases.