The battleship that led the gods to victory against the Titans in Greek mythology is called the Argo. It was not actually a battleship but a legendary ship used by Jason and the Argonauts. However, in some myths, the gods fought the Titans with great force and strategy, often relying on the support of other divine entities and heroes, with the Argo symbolizing adventure and collaboration among heroes.