Taxonomy and ontology are both methods of organizing information, but while taxonomy is a hierarchical classification system, ontology provides a more complex framework that includes relationships and properties between concepts. Ontologies are often used in artificial intelligence and semantic web technologies to enable more sophisticated data integration and retrieval.