More specifically it's about driving MCTS with neural nets rather than pure random sampling as prior strong (but quite far from pro level) go bots were. Of course before AlphaGo was released there were papers on a pure deep net version of a go bot that beat Pachi and Fuego (both MCTS), not sure if it beat CrazyStone of the time.