Transmutation Stones
You’re not trying to transmute armors from one type (e.g. Light) to another (Heavy)?
I’ve also heard of occasional bugs where the Transmutation window can be finicky in accepting certain combinations of items. Try putting the item whose appearance you want to keep in the Left window, and the item with the stats you want in the Right window.