The Climate Prediction Center's seasonal forecasters use a combination of dynamical model predictions, statistical model predictions, and information about other climate patterns, including long-term trends, when they make their probabilistic forecasts. You are right--generally, seasonal temperature shifts are easier to predict that precipitation amounts.