I remember wheel acid being used in the clean up department at some dealerships. I think I used it on an intake once and it turned out very bright, silvery-white, but not shiny.
They would get the wheel acid in bulk. It was clear, had an acidic smell, and when used with a spray bottle the mist would make you cough.