Not only RF, they incorporate GBM too as I understand it. Often they are the best "just run it and forget it" but compared to tuning they don't always achieve

Not only RF, they incorporate GBM too as I understand it. Often they are the best "just run it and forget it" but compared to tuning they don't always achieve top -- sometimes surprisingly so. XGBoost and similar are solid first stops in model building.