Nice truck, of course the grass is always greener.
Yes, you need to run premium fuel in it. The supercharger increases your effective compression, the tune is set up for it. Saving a few cents in fuel isn't worth pinging the pistons out of the engine.
If you can afford the Shelby in the first...