Predictions / Football / Mexico. Liga MX / Monterrey vs Atletico San Luis

Prediction Audit: Monterrey vs Atletico San Luis Prediction, Odds & AI Betting Tips

Monterrey Monterrey
Aug 31, 2026 - 02:10
1 1.44
3 0.99
xG Accuracy: 51%
Atletico San Luis Atletico San Luis

The model missed the final outcome (Atletico San Luis win 1–3).

The model had projected Monterrey at 45.8%, but the full-time result went the other way.

Tracked markets vs full-time result

Prediction grade F

Each row compares the pre-match model lean to the full-time result.

  • Market Prediction Result Outcome
  • Over / Under 2.5 Under 2.5 Over 2.5 (4 goals) ✖ Incorrect
  • Both Teams To Score BTTS No Yes ✖ Incorrect
  • 1X2 Monterrey Atletico San Luis ✖ Incorrect
  • Correct Score Insights 1-0, 1-1, 2-0, 2-1, 0-0 1-3 ✖ Incorrect

Model vs Closing Market

Strong Disagreement

The closing market prices Monterrey higher than the statistical model.

Largest probability gap: Monterrey -14.5 pp

Outcome Model Closing Market Difference Signal
Monterrey 45.8% 60.3% -14.5 pp Market Higher
Draw 29.9% 21.6% +8.3 pp Model Higher
Atletico San Luis 24.3% 18.1% +6.2 pp Model Higher

The closing market estimates Monterrey's win probability at 60.3%, compared with the model's estimate of 45.8%, a difference of 14.5 percentage points. This highlights a disagreement between the model and market consensus, without indicating which view is ultimately correct.

Model probabilities are generated from the statistical xG model using a Poisson distribution. Closing market probabilities are derived from consensus closing 1X2 odds after margin removal. Values represent implied probabilities rather than betting recommendations. Closing snapshot: PRE1.

After full time, the result was Atletico San Luis win 1–3.

Market Assessment

The market is materially more optimistic about Monterrey than the current fair estimate.

  • Investors may be incorporating information not fully reflected in the baseline model.
  • Tournament-specific context can shift market pricing.

Post Match Insights

What failed

  • Both Teams To Score: model leaned BTTS No; match finished BTTS Yes
  • Over / Under 2.5: model leaned Under 2.5; match finished Over 2.5 (4 goals)

Market lesson

The closing market differed from the model on Monterrey by 14.5 percentage points (60.3% vs model 45.8%) — in this case the market view proved closer.

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Prediction Timeline

How this prediction moved from forecast to full-time review.

  1. Aug 31, 2026 · 02:09 UTC Forecast generated
    • Model 1X2 · Monterrey 45.9% · Draw 29.8% · Atletico San Luis 24.3%
    • xG · Monterrey 1.44 — Atletico San Luis 0.99
  2. Aug 31, 2026 · 01:39 UTC Opening odds snapshot PRE30
    • 1X2 odds · Monterrey 1.60 · Draw 4.47 · Atletico San Luis 5.33
    • Implied 1X2 · Monterrey 60.3% · Draw 21.6% · Atletico San Luis 18.1%
    • Bookmaker · Pinnacle
  3. Aug 31, 2026 · 02:09 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Monterrey 1.60 · Draw 4.47 · Atletico San Luis 5.33
    • Implied 1X2 · Monterrey 60.3% · Draw 21.6% · Atletico San Luis 18.1%
    • Bookmaker · Pinnacle
  4. Aug 31, 2026 · 02:10 UTC Kickoff
  5. FT Full-time result Atletico San Luis win · 1–3
  6. FT Prediction missed 1X2 lean did not match full-time result
  7. Archived Prediction review

Historical Snapshot

Frozen at kickoff — the model output as it stood before the match started.

Historical verdict: Monitor
Historical Decision Monitor
Outcome Missed
Pre-match metrics (historical context)
Prediction Reliability 56/100 · Moderate
  • Validation: Warning
  • Large market gap (14 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Market has already priced much of the edge
  • Validation warning
Pricing proximity (inverse gap) 27/100
Betting Confidence 44/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 25, 2026 · 02:22 UTC Snapshot ID: dp-5398296

Closing Odds 1.6
AI Fair Odds —
CLV Pending
Final Result Atletico San Luis win · Monterrey 1–3 Atletico San Luis
Prediction ✖ Missed
Decision Grade F

Model Performance

This prediction contributes to:

  • Primary Bets ROI (180d): -100.0%

Review FAQ

How accurate was the prediction?
This page grades directional markets (1X2, Over/Under 2.5, BTTS) against the full-time result. The prediction grade reflects how many of those tracked markets matched reality.
What does xG Accuracy measure?
xG Accuracy compares the model's pre-match expected-goals profile to the actual scoreline — not whether every market hit. A strong directional review can coexist with a moderate xG accuracy score.
Why wasn't the exact score predicted?
Correct-score outcomes are low-probability tails even when the model reads the match profile well. We highlight top score bins for context; missing the exact line does not invalidate a directional review.
Does this improve the AI record?
Each finished match is logged in our validation pipeline. Aggregated hit rates and CLV studies are published separately — this page is the per-match audit trail.

Predictions are for informational purposes only. Always gamble responsibly and within your limits. Past performance does not guarantee future results.

AI match briefing

AI Match Summary

Below is a compact, numbers-first snapshot aligned with the same engine as the cards above.

  • League: Liga MX
  • Fixture: Monterrey vs Atletico San Luis
  • Kickoff: 2026-08-31 02:10:00
  • 1X2 (model): Home 45.9% · Draw 29.8% · Away 24.3%
  • xG (showing): Monterrey 1.44 — Atletico San Luis 0.99 (total xG ≈ 2.43)
  • Value headline: At least one tracked line reaches the headline EV threshold — align with the hero / Primary card if shown.
  • Structural leans (not bets): Structural lean (model): O/U 2.5 Under 2.5 (Under 2.5 56.2% · Over 2.5 43.8%); BTTS No (Yes 49.6% · No 50.4%) Value lean (pricing): O/U 2.5 Under 2.5; BTTS No
  • BTTS (model): Yes 49.6% · No 50.4%
  • Correct score (top bin): 1-0 (12.7%)

Saying “no value” on a snapshot is a feature, not a bug: it protects readers from forcing a play when the edge is not there.

Prefer skipping to over-staking when the engine is honest about missing edge.

Historical Recommendation

Historical Decision: Monitor

Outcome: Missed — Pre-match 1X2 lean did not match the full-time result.

Risk Factors Considered Before Kickoff

  • Price movement: implied probabilities and EV move with odds.
  • Sample / data gaps: low-information leagues widen forecast bands.
  • In-play state: goals and red cards are not modelled here.
  • Scoreline variance: the most likely scoreline is still usually a low absolute probability outcome (often well below 20%).

Last Updated

September 29, 2026 (UTC)

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Liga MX Liga MX — Standings
# TEAM MP W D L PTS
1 Toluca 10 6 2 2 20
2 Guadalajara Chivas 10 5 3 2 18
3 Club America 8 5 2 1 17
4 Club Queretaro 9 5 2 2 17
5 Atlas 10 5 2 3 17
6 Cruz Azul 10 5 1 4 16
7 Leon 9 4 2 3 14
8 Club Tijuana 9 4 2 3 14
9 Puebla 10 4 2 4 14
10 Monterrey 9 4 1 4 13
11 Pachuca 10 3 3 4 12
12 U.N.A.M. - Pumas 10 3 3 4 12
13 Atletico San Luis 10 3 3 4 12
14 Atlante FC 10 2 5 3 11
15 Tigres UANL 10 2 4 4 10
16 Santos Laguna 10 3 1 6 10
17 Necaxa 9 2 2 5 8
18 FC Juarez 9 1 0 8 3
# TEAM MP GS GC +/- PTS
1 Toluca 10 23 12 +11 20
2 Cruz Azul 10 19 18 +1 16
3 Club America 8 17 8 +9 17
4 Guadalajara Chivas 10 17 10 +7 18
5 Monterrey 9 16 14 +2 13
6 Atlas 10 16 17 -1 17
7 Pachuca 10 15 11 +4 12
8 Club Tijuana 9 14 13 +1 14
9 U.N.A.M. - Pumas 10 14 16 -2 12
10 Atletico San Luis 10 14 18 -4 12
11 Club Queretaro 9 13 8 +5 17
12 Leon 9 12 10 +2 14
13 Atlante FC 10 12 15 -3 11
14 Puebla 10 11 12 -1 14
15 Tigres UANL 10 10 13 -3 10
16 Santos Laguna 10 10 15 -5 10
17 Necaxa 9 10 16 -6 8
18 FC Juarez 9 6 23 -17 3
# TEAM MP xG xGC +/- PTS
1 Club Tijuana 9 8.2 3.2 +5.0 14
2 Cruz Azul 10 11.3 7.5 +3.8 16
3 Monterrey 9 9.8 6.2 +3.6 13
4 Club America 8 9.7 6.1 +3.6 17
5 Toluca 10 8.9 6.1 +2.8 20
6 Tigres UANL 10 9.7 7.3 +2.4 10
7 Guadalajara Chivas 10 8.1 5.8 +2.3 18
8 Necaxa 9 6.8 6.1 +0.7 8
9 Santos Laguna 10 10.1 9.7 +0.4 10
10 Club Queretaro 9 8.6 8.8 -0.2 17
11 Leon 9 8.7 9.4 -0.7 14
12 Puebla 10 7.3 8.9 -1.6 14
13 U.N.A.M. - Pumas 10 6.4 8.0 -1.6 12
14 Pachuca 10 7.4 9.2 -1.8 12
15 Atlas 10 6.6 9.5 -2.9 17
16 Atletico San Luis 10 7.8 11.1 -3.3 12
17 Atlante FC 10 6.3 10.1 -3.8 11
18 FC Juarez 9 4.7 13.4 -8.7 3
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