● aleavici-football · v1.0-xgboost · 15 October 2026
MLS

CF Montréal vs Atlanta United FC

Wednesday, 14 October 2026 at 23:30
📅This match has already taken place. The predictions above were generated before kick-off.
Win probability
45%
CF Montréal wins
25%
Draw
31%
Atlanta United FC wins
xG Home
1.60
CF Montréal
Blowout %
39%
Dominant win
xG Away
1.28
Atlanta United FC
Analysis

Our model puts a CF Montréal win at 44.5% in this MLS fixture — close to a three-way split. Expected goals run 1.6 to 1.28.

What this probability has been worth

A number is worth what it has been worth. Across 1,849 predictions published before kick-off and scored against the result afterwards, the calls we priced between 35% and 45% came in 39.3% of the time — 699 fixtures in that band. The model claimed 40.6%, so the two are within 1.2 points of each other. In this range the stated probability has meant roughly what it says.

Where we disagree with the market

Bookmakers price Atlanta United FC at 2.7, which implies about 37%. Our model has it at 30.8% — 6.2 points lower. That is a wide gap, and it is worth being plain about what it means: it is not a claim that the price is wrong and we are right. It means two methods that usually agree have landed far apart on this one, and only the result will say which of them read it better.

Evenly rated

There is almost nothing between these two on rating — 1477 against 1486, a gap of 9 points. Fixtures this evenly matched are where a model has least to say: the probabilities below are honest, but they are close to a coin weighted only slightly.

Market odds
2.30
CF Montréal
3.60
Draw
2.70
Atlanta United FC
Published 15 October 2026 · aleavici-football
Signed export