Another way of keeping pieces aligned is to apply glue, clamp one piece in place, use a finish nail gun to hold it in place, remove clamps and then move on to the next piece. A drawback to this method is that you'll have to fill the little nail holes although if you use 18 gauge nails it shouldn't be that much of a problem.