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I cheated a little and chose to adapt this recipe I found on ABC news :P. I noticed the DB challenge recipe would make enough dough for 4 small pizzas and I just didn't want to eat that much pizza :). Strange as it may sound, I found that this crust I adapted came out tasting like it was made with whole wheat! At first I thought it was the millet flour. After using millet flour to bake cookies last night, and even muffins over the weekend, I'm now convinced it wasn't that (or the rice flour, or potato flour, I've baked with those and know they don't have a 'wheat' flavor).
But...after talking to Alexa from Artsy-Foodie (who's been sweet enough to answer quite a few of my gluten-free baking questions :), I'm convinced it was the yeast. The original recipe called for 1 TBSP and I think that was way too much for a little personal pan pizza :P. I think 1/2 TBSP or even 2 tsps would've been fine. Does anyone else know what it could've been that gave this gluten-free pizza crust a wheaty flavor?
Oops, almost forgot! As for the second version of the pizza, I experimented just with the crust. I figured since it was my first gluten-free pizza crust, I should really spend time on the crust. I made the first crust very thin, adding more flour and even gelatin and the exact amount of xanthan gum that the recipe called for. I found the first crust was too tough, so I decreased the amount of xanthan gum, added less flour, and decided not to use the gelatin. The crust was much softer the second time around (and that's the pizza that's pictured in both photos :).