The flavor of red velvet cake is similar to the flavor of chocolate, but also very different. The combination of ingredients such as vinegar and buttermilk in red velvet cake give it a finer, richer, smoother chocolate flavor. Nothing else tastes quite like red velvet cake, it is its own distinct flavor.