"Supercomputing" is involved with this because it has electronic structure plots and other -- try the "random material" button without logging in and you will see most of the key data solid state physicists would use to understand a material.
All our predictions are benchmarked against experimental data wherever possible, but it's always a balancing act between things that can be calculated reliably and at scale, and the latest-and-greatest methods which give the most accurate predictions.