Dogs have trouble to kill elephants.

They have strong and weak points.

All to often they attack 1 unit and chase that unit off the map even if only 1 enemy survives.

They are nice to assault open gates. Not only can they kill some, it also doesn't matter how many die, the handlers are normally away from danger and you'll get a full fresh unit in the next battle.