Prediction Audit: Piratas vs Cancún Prediction, Odds & AI Betting Tips

Aug 23, 2026 - 01:00
0 1.25
1 1.35
xG Accuracy: 64%

AI correctly predicted the Cancún win.

The match finished 0–1, validating the model's directional assessment.

Tracked markets vs full-time result

Prediction grade B-

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

  • Market Prediction Result Outcome
  • Over / Under 2.5 Under 2.5 Under 2.5 (1 goals) ✔ Correct
  • Both Teams To Score BTTS Yes No ✖ Incorrect
  • 1X2 Cancún Cancún ✔ Correct
  • Correct Score Insights 1-1, 0-1, 1-0, 1-2, 2-1 0-1 ✔ Correct

Model vs Closing Market

Strong Disagreement

The closing market prices Piratas higher than the statistical model.

Largest probability gap: Piratas -23.5 pp

Outcome Model Closing Market Difference Signal
Piratas 32.9% 56.3% -23.5 pp Market Higher
Draw 29.6% 25.8% +3.8 pp Aligned
Cancún 37.5% 17.9% +19.6 pp Model Edge

The closing market estimates Piratas's win probability at 56.3%, compared with the model's estimate of 32.9%, a difference of 23.5 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 model's directional lean matched the result (Cancún win 0–1).

Post Match Insights

What worked

  • Under 2.5 goals aligned with the xG profile
  • Exact score 0–1 fell within the model's highlighted bins

What failed

  • Both Teams To Score: model leaned BTTS Yes; match finished BTTS No

Market lesson

Large model–market gaps do not automatically mean the market is right. Here the closing market priced Cancún higher (61.0% vs model 37.5%, 23.5 pp), but the model's lean was validated (Cancún win 0–1).

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Prediction Timeline

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

  1. Aug 23, 2026 · 00:59 UTC Forecast generated
    • Model 1X2 · Piratas 32.9% · Draw 29.6% · Cancún 37.6%
    • xG · Piratas 1.25 — Cancún 1.35
  2. Aug 23, 2026 · 00:29 UTC Opening odds snapshot PRE30
    • 1X2 odds · Piratas 1.68 · Draw 3.67 · Cancún 5.28
    • Implied 1X2 · Piratas 56.3% · Draw 25.8% · Cancún 17.9%
    • Bookmaker · Pinnacle
  3. Aug 23, 2026 · 00:59 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Piratas 1.68 · Draw 3.67 · Cancún 5.28
    • Implied 1X2 · Piratas 56.3% · Draw 25.8% · Cancún 17.9%
    • Bookmaker · Pinnacle
  4. Aug 23, 2026 · 01:00 UTC Kickoff
  5. FT Full-time result Cancún win · 0–1
  6. FT Prediction validated Directional lean matched full-time result
  7. Archived Prediction review

Historical Snapshot

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

Historical verdict: Cautious / Wait

Historical label: Originally displayed as "Wait for validation".

Historical Decision Wait
Outcome Validated
Pre-match metrics (historical context)
Prediction Reliability 51/100 · Moderate
  • Validation: Warning
  • Large market gap (23 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Pricing remains divergent
  • Validation warning
Pricing proximity (inverse gap) 0/100
Monitoring Confidence 14/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 17, 2026 · 00:46 UTC Snapshot ID: dp-4356689

Closing Odds 1.68
AI Fair Odds —
CLV Pending
Final Result Cancún win · Piratas 0–1 Cancún
Prediction ✔ Correct
Decision Grade B-

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

Pre-match snapshot for this fixture.

  • League: Liga de Expansión MX
  • Fixture: Piratas vs Cancún
  • Kickoff: 2026-08-23 01:00:00
  • 1X2 (model): Home 32.9% · Draw 29.6% · Away 37.6%
  • xG (showing): Piratas 1.25 — Cancún 1.35 (total xG ≈ 2.6)
  • Best +EV line (same label as hero card when Primary thresholds are not met): Cancún
  • Model: 37.6% · Implied: 17.9% · Probability edge: +19.6 pts · Est. EV: +9.2%
  • BTTS (model): Yes 54.5% · No 45.5%
  • Correct score (top bin): 1-1 (12.5%)

Use the cards for tiering; this text only restates the same inputs in narrative form.

Early match state can move realised goals away from pre-kick projections.

Historical Recommendation

Historical Decision: Wait

Outcome: Validated — Pre-match lean validated against 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 de Expansión MX Liga de Expansión MX — Standings
# TEAM MP W D L PTS
1 Monarcas 9 7 0 2 21
2 CA La Paz 10 6 2 2 20
3 Leones Negros UDG 10 6 2 2 20
4 Mineros de Zacatecas 10 5 2 3 17
5 Piratas 10 4 3 3 15
6 Correcaminos Uat 10 4 3 3 15
7 Cancún 9 4 2 3 14
8 Tapatío 9 4 2 3 14
9 Dorados 9 3 4 2 13
10 Venados FC 9 4 1 4 13
11 Durango 9 3 2 4 11
12 CDS Tampico Madero 10 3 2 5 11
13 Alebrijes de Oaxaca 10 3 1 6 10
14 Tlaxcala 9 2 2 5 8
15 Cruz Azul Hidalgo 10 1 4 5 7
16 Tepatitlán 9 1 0 8 3
# TEAM MP GS GC +/- PTS
1 CA La Paz 10 23 11 +12 20
2 Venados FC 9 22 19 +3 13
3 Leones Negros UDG 10 21 13 +8 20
4 Mineros de Zacatecas 10 21 15 +6 17
5 Monarcas 9 19 9 +10 21
6 Correcaminos Uat 10 19 18 +1 15
7 Cancún 9 17 11 +6 14
8 Dorados 9 17 13 +4 13
9 Tapatío 9 17 14 +3 14
10 Tlaxcala 9 14 21 -7 8
11 Piratas 10 12 10 +2 15
12 CDS Tampico Madero 10 11 16 -5 11
13 Cruz Azul Hidalgo 10 11 18 -7 7
14 Alebrijes de Oaxaca 10 8 18 -10 10
15 Durango 9 6 9 -3 11
16 Tepatitlán 9 5 28 -23 3