Q-Lab is a free research platform built for Qiskit researchers and developers. One line of code passively captures everything — circuit structure, backend calibration, shot results, and execution quality. No manual logging. No lost runs. Beyond tracking: benchmark quantum vs classical, detect calibration drift, score reproducibility, get AI insights, compare hardware, and search experiments in natural language — all free. soqlab.com