Being the same is not stated in the rules either.
The magic item also lacks a mechanism to determine the look of the single set of clothing nor does it specify that this appearance is chosen at the time of enchanting the armor. So the item would either not work or would change into a "set of clothing" that has no properties such as shape, color, texture etc. Which defies the description of normal set of clothing.