Inside the Engine: How Our World Cup Prediction Model Actually Works

Two layers, one rule: never invent data

Every prediction on this platform is produced in two stages. First, a deterministic statistical model converts structured inputs — FIFA ranking, team ratings, recent form, goals scored and conceded — into expected goals, then into win/draw/loss probabilities via a Poisson score matrix. The three probabilities always sum to exactly 100%.

Second, a language model writes the analysis you read: key factors, risk factors, and the explanation. It is hard-constrained to reference only the data the statistical model used. It cannot change the numbers, and it cannot invent injuries, lineups, or stats.

Why we publish our accuracy

We score every prediction against the real result: winner accuracy, exact-score accuracy, and high-confidence accuracy. Exact scores are genuinely hard (even elite models land under 25%), and we'd rather show you honest numbers than impressive ones.

AI analysis for informational and entertainment purposes only. Not betting advice.