calibrated · ensemble · what-if

Every match holds
many futures.

Soccer-q samples a calibrated ensemble of plausible match futures — score-lines, tactical modes, and a statistically meaningful model probability layer. Not a single forecast. The full spread of what could happen, scored against the market.

Everything is free and open during the World Cup. We'll email you each day's fixtures and their scenarios.

counter calibrated
3–1
France vs Croatia
Explanation weight
How much of the match this scenario explains. The sampled futures are weighted to sum to 100%.
65.7%
high-line calibrated
1–2
France vs Croatia
Explanation weight
How much of the match this scenario explains. The sampled futures are weighted to sum to 100%.
17.7%
press calibrated
2–0
France vs Croatia
Explanation weight
How much of the match this scenario explains. The sampled futures are weighted to sum to 100%.
16.6%

How it works

01

Sample the ensemble

A structured Boltzmann prior draws K diverse, plausible futures per fixture — distinct tactical modes, not noise around one guess.

02

Calibrate against the market

Each ensemble is scored by Brier against closing-line probabilities, so the numbers you see are honest, not hopeful.

03

Surface what could happen

The diverse scenarios and their calibrated probabilities — plus counterfactual what-ifs for members.

Runs on a classical quantum-inspired sampler — no special hardware. Soccer-q is scenario analytics — a calibrated view of uncertainty, not advice.