Sometimes they have similar meanings and sometimes they don't. Also has many uses. The same: I bought a guitar and also a violin. (Purchased both together). I bought a guitar and at the same time brought a violin. (Purchased both together). Not the same: I bought a guitar and I also went shopping for clothes.
"At the same time" means during the same interval of time