Catapults

They usually have a decent chance of hitting the gate: in two turns, they at least hit it most of the time. And this will greatly help in breaking through to the city.

But what if you don't need to break through the gate? Often, the AI doesn't come out from behind the walls if it doesn't feel a huge advantage, and you can just shoot it down.