This paper introduces a Mixture of Experts (MOE)-powered semi-supervised inference framework that enhances Prediction-Powered Inference (PPI) by leveraging multiple predictors. The framework adapts to unknown predictor performance, combines their collective power, and offers a best-expert guarantee, improving inferential efficiency with abundant unlabeled data.