If the name of the meat is just too "Three Billy Goats Gruff" for you, call it "capretto" (Italian for "kid"), like chef Scott Conant does at his five Scarpetta restaurants, where he serves it whenever he can find a good supply of extra-tender, young goat.
WSJ: Get Your Goat On