Prediction Audit: Casa Pia vs Benfica Prediction, Odds & AI Betting Tips

Aug 17, 2026 - 19:15
0 1.00
7 2.02
xG Accuracy: 19%

AI correctly predicted the Benfica win.

The match finished 0–7, 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 Over 2.5 Over 2.5 (7 goals) ✔ Correct
  • Both Teams To Score BTTS Yes No ✖ Incorrect
  • 1X2 Benfica Benfica ✔ Correct
  • Correct Score Insights 0-2, 1-2, 0-1, 1-1, 0-3 0-7 ✖ Incorrect

Model vs Closing Market

Strong Disagreement

The closing market prices Benfica higher than the statistical model.

Largest probability gap: Benfica -13.7 pp

Outcome Model Closing Market Difference Signal
Casa Pia 13.1% 6.6% +6.5 pp Model Higher
Draw 20.8% 13.6% +7.2 pp Model Higher
Benfica 66.1% 79.8% -13.7 pp Market Higher

The closing market estimates Benfica's win probability at 79.8%, compared with the model's estimate of 66.1%, a difference of 13.7 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 (Benfica win 0–7).

Market Assessment

The market is materially more optimistic about Benfica 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 worked

  • Expected goals projected a high-scoring match (ΣxG 3.02) — 7 goals materialised
  • Benfica attacking xG significantly stronger (2.02 vs 1.00)
  • Over 2.5 goals aligned with the xG profile

What failed

  • Both Teams To Score: model leaned BTTS Yes; match finished BTTS No
  • Exact score: outside the model's top score bins

Market lesson

Large model–market gaps do not automatically mean the market is right. Here the closing market priced Benfica higher (79.8% vs model 66.1%, 13.7 pp), but the model's lean was validated (Benfica win 0–7).

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Prediction Timeline

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

  1. Aug 17, 2026 · 19:15 UTC Forecast generated
    • Model 1X2 · Casa Pia 13.1% · Draw 20.8% · Benfica 66.1%
    • xG · Casa Pia 1.00 — Benfica 2.02
  2. Aug 17, 2026 · 18:44 UTC Opening odds snapshot PRE30
    • 1X2 odds · Casa Pia 14.41 · Draw 7.06 · Benfica 1.20
    • Implied 1X2 · Casa Pia 6.6% · Draw 13.6% · Benfica 79.8%
    • Bookmaker · Pinnacle
  3. Aug 17, 2026 · 19:14 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Casa Pia 14.41 · Draw 7.06 · Benfica 1.20
    • Implied 1X2 · Casa Pia 6.6% · Draw 13.6% · Benfica 79.8%
    • Bookmaker · Pinnacle
  4. Aug 17, 2026 · 19:15 UTC Kickoff
  5. FT Full-time result Benfica win · 0–7
  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: Monitor
Historical Decision Monitor
Outcome Validated
Pre-match metrics (historical context)
Prediction Reliability 56/100 · Moderate
  • Validation: Warning
  • Large market gap (14 pp)
Evidence ★★★★★
  • Strong model lean
  • Market has already priced much of the edge
  • Validation warning
Pricing proximity (inverse gap) 31/100
Betting Confidence 44/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 11, 2026 · 02:27 UTC Snapshot ID: dp-3620184

Closing Odds 1.2
AI Fair Odds —
CLV Pending
Final Result Benfica win · Casa Pia 0–7 Benfica
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

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

  • League: Primeira Liga
  • Fixture: Casa Pia vs Benfica
  • Kickoff: 2026-08-17 19:15:00
  • 1X2 (model): Home 13.1% · Draw 20.8% · Away 66.1%
  • xG (showing): Casa Pia 1.0 — Benfica 2.02 (total xG ≈ 3.02)
  • 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 Over 2.5 (Under 2.5 41.9% · Over 2.5 58.1%); BTTS Yes (Yes 56.1% · No 43.9%) Value lean (pricing): O/U 2.5 Over 2.5; BTTS Yes
  • BTTS (model): Yes 56.1% · No 43.9%
  • Correct score (top bin): 0-2 (10.0%)

The decision block shows no default Primary: Primary needs consensus EV ≥ +5.0% plus strength/reliability/calibration gates. A separate Lean/tracked gate is +2.0% (selective only). Lean labels are directional only — not bankroll-sized recommendations.

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

Historical Recommendation

Historical Decision: Monitor

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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Primeira Liga Primeira Liga — Standings
# TEAM MP W D L PTS
1 FC Porto 7 7 0 0 21
2 Benfica 7 5 1 1 16
3 Sporting CP 7 4 3 0 15
4 Santa Clara 7 4 3 0 15
5 Arouca 7 3 2 2 11
6 SC Braga 6 3 2 1 11
7 Academico Viseu 7 3 2 2 11
8 Estrela 7 2 4 1 10
9 GIL Vicente 6 2 2 2 8
10 Alverca 7 2 2 3 8
11 Maritimo 7 2 2 3 8
12 Moreirense 7 2 2 3 8
13 Famalicao 7 1 4 2 7
14 Guimaraes 7 1 2 4 5
15 Nacional 7 1 1 5 4
16 Rio Ave 7 1 1 5 4
17 Casa Pia 7 1 1 5 4
18 Estoril 7 0 2 5 2
# TEAM MP GS GC +/- PTS
1 Benfica 7 22 7 +15 16
2 FC Porto 7 18 3 +15 21
3 Sporting CP 7 17 8 +9 15
4 Estrela 7 14 14 0 10
5 Santa Clara 7 11 4 +7 15
6 Arouca 7 10 7 +3 11
7 Famalicao 7 9 7 +2 7
8 Academico Viseu 7 9 9 0 11
9 Alverca 7 9 11 -2 8
10 Maritimo 7 8 12 -4 8
11 Moreirense 7 8 14 -6 8
12 SC Braga 6 7 5 +2 11
13 Nacional 7 7 15 -8 4
14 GIL Vicente 6 5 5 0 8
15 Guimaraes 7 5 8 -3 5
16 Rio Ave 7 5 15 -10 4
17 Estoril 7 3 10 -7 2
18 Casa Pia 7 3 16 -13 4
# TEAM MP xG xGC +/- PTS
1 Benfica 7 8.2 1.7 +6.5 16
2 FC Porto 7 9.0 3.6 +5.4 21
3 Guimaraes 7 6.8 2.9 +3.9 5
4 GIL Vicente 6 5.4 1.6 +3.8 8
5 Santa Clara 7 7.3 3.7 +3.6 15
6 Sporting CP 7 5.9 2.7 +3.2 15
7 SC Braga 6 1.8 0.4 +1.4 11
8 Maritimo 7 4.8 4.7 +0.1 8
9 Estrela 7 4.4 5.2 -0.8 10
10 Famalicao 7 3.3 4.2 -0.9 7
11 Arouca 7 4.8 6.4 -1.6 11
12 Alverca 7 3.9 5.5 -1.6 8
13 Nacional 7 4.6 7.5 -2.9 4
14 Estoril 7 3.3 6.2 -2.9 2
15 Moreirense 7 1.0 3.9 -2.9 8
16 Casa Pia 7 2.3 6.3 -4.0 4
17 Academico Viseu 7 4.8 9.0 -4.2 11
18 Rio Ave 7 2.4 8.3 -5.9 4