pitch.lab

Season 2025–26 · Live

Predictions engineered
for the beautiful game.

A two-branch prediction platform — Fantasy Premier League points and sports-betting value — built on xG, weather, travel, referee, and personality traits. Explainable by design.

Seasons
2020→26
Features
120+
Models
XGB · LSTM · MC

Two branches, one engine

Signal you won't find elsewhere.

001

Player & Team Traits

Auto-detected patterns like ‘doesn’t like the rain’ or ‘slow starter’, each backed by a significance test.

002

Travel · Weather · Referee

Cumulative travel load, kickoff-time forecasts, and referee-specific booking rates feed every prediction.

003

Explainable by default

SHAP values plus plain-English rationale for every prediction — no black-box hand-waving.