Ontology-based reasoners are crucial for knowledge representation and reasoning across various domains, including healthcare and finance, as they facilitate informed decision-making. This tutorial will guide participants through key performance metrics, experimental design strategies, and data considerations required for effective benchmarking, equipping them with the knowledge to evaluate and enhance the capabilities of the reasoners.