Quantum Algorithm Benchmarking overview

Benchmarks quantum algorithms against classical baselines and prior quantum implementations -- measuring circuit depth and gate counts, evaluating fidelity on noisy simulators and real hardware, computing quantum volume utilization efficiency, comparing variational ansatz convergence rates, and producing standardized performance scorecards with statistical confidence intervals. Excludes algorithm design.