Quantum Football is a research-grade analytics engine built with Python & Streamlit. Unlike betting tools, it uses an ensemble of Poisson distribution, Dixon-Coles models, and dynamic Elo ratings to simulate match outcomes. Features include real-time Confidence Intervals, self-validating Brier Scores, and transparent Model Cards. It helps researchers understand the mathematics behind the beautiful game.