The difference is in the size. A tenor mouthpiece has the right length for proper tuning on a tenor sax and has the correct chamber configuration for ease of response. Same goes for all of the different instrument types. Whereas you can get a sound out of an alto mouthpiece on a tenor sax and vice versa, it will never play right. Tuning will be off, response will be wonky and the sound will be weird.