On my main browser, Chrome, there was almost no difference at startup regardless of the quality settings—probably because of cached data.
However, when testing on a browser I don't normally use, like Firefox, it took about 15 seconds after clicking the "RIDE" button to start, whether I set the graphics to Low, Medium, or High.