Prediction Audit: Estoril vs Rio Ave Prediction, Odds & AI Betting Tips

Aug 22, 2026 - 17:00
0 1.18
2 1.15
xG Accuracy: 57%

The model missed the final outcome (Rio Ave win 0–2).

The model had projected Estoril at 38.1%, but the full-time result went the other way.

Tracked markets vs full-time result

Prediction grade C

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 (2 goals) ✔ Correct
  • Both Teams To Score BTTS No No ✔ Correct
  • 1X2 Estoril Rio Ave ✖ Incorrect
  • Correct Score Insights 1-1, 1-0, 0-1, 0-0, 2-1 0-2 ✖ Incorrect

Model vs Closing Market

Moderate Disagreement

The closing market prices Estoril higher than the statistical model.

Largest probability gap: Estoril -7.9 pp

Outcome Model Closing Market Difference Signal
Estoril 38.1% 46.0% -7.9 pp Market Higher
Draw 30.5% 27.2% +3.3 pp Aligned
Rio Ave 31.4% 26.8% +4.7 pp Aligned

The closing market estimates Estoril's win probability at 46.0%, compared with the model's estimate of 38.1%, a difference of 7.9 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 Rio Ave win 0–2.

Market Assessment

The market and model broadly agree on Estoril. The remaining divergence may reflect differences in team-strength assumptions rather than a directional disagreement.

  • Monitor line movement before kickoff — not a betting recommendation.

Post Match Insights

What worked

  • Both Teams To Score (No) matched the full-time result
  • Under 2.5 goals aligned with the xG profile

What failed

  • 1X2: model leaned Estoril; match finished Rio Ave
  • Exact score: outside the model's top score bins

Market lesson

The closing market differed from the model on Estoril by 7.9 percentage points (46.0% vs model 38.1%) — 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 22, 2026 · 20:01 UTC Forecast generated
    • Model 1X2 · Estoril 38.0% · Draw 30.5% · Rio Ave 31.5%
    • xG · Estoril 1.18 — Rio Ave 1.15
  2. Aug 22, 2026 · 16:32 UTC Opening odds snapshot PRE30
    • 1X2 odds · Estoril 2.10 · Draw 3.55 · Rio Ave 3.61
    • Implied 1X2 · Estoril 46.0% · Draw 27.2% · Rio Ave 26.8%
    • Bookmaker · Pinnacle
  3. Aug 22, 2026 · 17:00 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Estoril 2.10 · Draw 3.55 · Rio Ave 3.61
    • Implied 1X2 · Estoril 46.0% · Draw 27.2% · Rio Ave 26.8%
    • Bookmaker · Pinnacle
  4. Aug 22, 2026 · 17:00 UTC Kickoff
  5. FT Full-time result Rio Ave win · 0–2
  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: Observe
Historical Decision No Primary Bet
Outcome Missed
Pre-match metrics (historical context)
Prediction Reliability 75/100 · High
  • Validation: Pass
Evidence
  • No strong statistical edge
  • Direction agrees with model lean
  • Validation passed
Pricing proximity (inverse gap) 60/100
Betting Confidence 78/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 16, 2026 · 02:52 UTC Snapshot ID: dp-4239069

Closing Odds 2.1
AI Fair Odds
CLV Pending
Final Result Rio Ave win · Estoril 0–2 Rio Ave
Prediction ✖ Missed
Decision Grade C

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: Estoril vs Rio Ave
  • Kickoff: 2026-08-22 17:00:00
  • 1X2 (model): Home 45.0% · Draw 45.0% · Away 10.0%
  • xG (showing): Estoril 1.18 — Rio Ave 1.15 (total xG ≈ 2.33)
  • Value headline: None — no positive EV could be estimated on tracked lines at current best prices (missing odds or thin book depth).
  • Structural leans (not bets): See the Over/Under and BTTS cards for any directional lean text.
  • BTTS (model): Yes N/A · No N/A
  • Correct score (top bin): N/A

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: No Primary Bet

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 16, 2026 (UTC)

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