That's the way I had been playing but as I was rereading the rulebook I noticed it didn't specify whether you can look and choose the prize cards. That would really make them a "prize" if you can work your strategy so that your prize card was a Supporter like Bebe's Research or Energy Search (kind of like a sideboard in MtG that you can swap in)