I am sure that most fans have heard that Batman is lethal with prep time, but even they may underestimate his true potential. Batman is pretty good at hand to hand combat and he is superior in terms of intelligence. The Punisher has his guns, but Batman can easily disarm him and then crush the Punisher in a fist fight. Batman wins.