Our work in quantum computing performance benchmarking spans multiple levels of the computing stack, from application-oriented evaluation to detailed characterization of system behavior. Collaborators in this organization have contributed to benchmarking initiatives led by the Quantum Economic Development Consortium (QED-C), including the development of open-source application-oriented benchmark frameworks. In parallel, we are advancing more rigorous and scalable benchmarking methodologies that support reproducible, scientifically grounded evaluation of quantum computing systems.