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The ProofXI model

ProofXI uses an AI forecasting workflow to estimate football outcomes from match context, team information, player signals, and model reasoning. Betting markets are not used as model inputs.

What the model outputs

The public page shows win, draw, and loss frequencies, the selected call, the lock timestamp, and the reasoning that can be shown safely to readers.

What does not feed the number

ProofXI does not use betting markets as model inputs. Probabilities are shown as model frequencies, not odds.

How improvements are tested

Rival ideas can run in the Lab as shadow models. They are scored forward-only against matches locked before kickoff before any promotion is considered.

Inspect ProofXI

Current match pages