I've done (literally) blind taste testing. I could do it, because I knew what was being testing, but it was trickier than I anticipated. One member of my group got a couple guesses wrong. It's not such a ridiculous thing that even an expert (whose expectations have been betrayed by red food coloring in a white wine) might stumble.