Prediction Audit: Atromitos vs PAOK Prediction, Odds & AI Betting Tips

Aug 30, 2026 - 17:15
1 0.65
2 1.76
xG Accuracy: 85%

AI correctly predicted the PAOK win.

The match finished 1–2, validating the model's directional assessment.

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 (3 goals) ✖ Incorrect
  • Both Teams To Score BTTS No Yes ✖ Incorrect
  • 1X2 PAOK PAOK ✔ Correct
  • Correct Score Insights 0-1, 0-2, 1-1, 1-2, 0-0 1-2 ✔ Correct

Model vs Closing Market

Moderate Disagreement

The closing market prices Atromitos higher than the statistical model.

Largest probability gap: Atromitos -6.8 pp

Outcome Model Closing Market Difference Signal
Atromitos 14.2% 21.0% -6.8 pp Market Higher
Draw 25.3% 24.6% +0.8 pp Aligned
PAOK 60.5% 54.4% +6.1 pp Model Higher

The closing market estimates Atromitos's win probability at 21.0%, compared with the model's estimate of 14.2%, a difference of 6.8 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 (PAOK win 1–2).

Market Assessment

The market and model broadly agree on Atromitos. 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

  • PAOK attacking xG significantly stronger (1.76 vs 0.65)
  • Exact score 1–2 fell within the model's highlighted bins

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 (3 goals)

Market lesson

Large model–market gaps do not automatically mean the market is right. Here the closing market priced PAOK higher (67.3% vs model 60.5%, 6.8 pp), but the model's lean was validated (PAOK win 1–2).

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Prediction Timeline

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

  1. Aug 30, 2026 · 19:41 UTC Forecast generated
    • Model 1X2 · Atromitos 14.2% · Draw 25.3% · PAOK 60.5%
    • xG · Atromitos 0.65 — PAOK 1.76
  2. Aug 30, 2026 · 16:44 UTC Opening odds snapshot PRE30
    • 1X2 odds · Atromitos 4.55 · Draw 3.90 · PAOK 1.76
    • Implied 1X2 · Atromitos 21.0% · Draw 24.6% · PAOK 54.4%
    • Bookmaker · Pinnacle
  3. Aug 30, 2026 · 17:14 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Atromitos 4.55 · Draw 3.90 · PAOK 1.76
    • Implied 1X2 · Atromitos 21.0% · Draw 24.6% · PAOK 54.4%
    • Bookmaker · Pinnacle
  4. Aug 30, 2026 · 17:15 UTC Kickoff
  5. FT Full-time result PAOK win · 1–2
  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: Observe
Historical Decision No Primary Bet
Outcome Validated
Pre-match metrics (historical context)
Prediction Reliability 76/100 · High
  • Validation: Pass
Evidence ★★★★★
  • Strong model lean
  • Direction agrees with model lean
  • Validation passed
Pricing proximity (inverse gap) 65/100
Betting Confidence 79/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 23, 2026 · 03:49 UTC Snapshot ID: dp-5150690

Closing Odds 4.55
AI Fair Odds —
CLV Pending
Final Result PAOK win · Atromitos 1–2 PAOK
Prediction ✔ Correct
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

Quick read on how the model reads this matchup.

  • League: Super League 1
  • Fixture: Atromitos vs PAOK
  • Kickoff: 2026-08-30 17:15:00
  • 1X2 (model): Home 0.0% · Draw 50.0% · Away 50.0%
  • xG (showing): Atromitos 0.65 — PAOK 1.76 (total xG ≈ 2.41)
  • 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: 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 28, 2026 (UTC)

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Super League 1 Super League 1 — Standings
# TEAM MP W D L PTS
1 Panathinaikos 5 5 0 0 15
2 PAOK 5 4 0 1 12
3 AEK Athens FC 5 3 2 0 11
4 OFI 5 3 1 1 10
5 Olympiakos Piraeus 5 3 1 1 10
6 Panetolikos 5 3 0 2 9
7 Aris Thessalonikis 5 2 1 2 7
8 Iraklis 1908 5 1 3 1 6
9 Kifisia 5 1 2 2 5
10 Kalamata 5 1 1 3 4
11 Atromitos 5 0 2 3 2
12 Asteras Tripolis 5 0 2 3 2
13 Volos NFC 5 0 2 3 2
14 Levadiakos 5 0 1 4 1
# TEAM MP GS GC +/- PTS
1 AEK Athens FC 5 13 3 +10 11
2 Panathinaikos 5 12 2 +10 15
3 PAOK 5 12 5 +7 12
4 OFI 5 8 4 +4 10
5 Panetolikos 5 8 7 +1 9
6 Kalamata 5 6 8 -2 4
7 Aris Thessalonikis 5 5 10 -5 7
8 Olympiakos Piraeus 5 4 2 +2 10
9 Iraklis 1908 5 4 6 -2 6
10 Kifisia 5 4 7 -3 5
11 Atromitos 5 4 7 -3 2
12 Asteras Tripolis 5 4 9 -5 2
13 Volos NFC 5 4 9 -5 2
14 Levadiakos 5 0 9 -9 1
# TEAM MP xG xGC +/- PTS
1 Olympiakos Piraeus 5 4.9 1.1 +3.8 10
2 Aris Thessalonikis 5 4.5 2.8 +1.7 7
3 Panathinaikos 5 3.9 2.2 +1.7 15
4 Kifisia 5 2.2 1.1 +1.1 5
5 AEK Athens FC 5 2.5 1.5 +1.0 11
6 Panetolikos 5 3.0 2.2 +0.8 9
7 PAOK 5 4.7 4.3 +0.4 12
8 Asteras Tripolis 5 3.0 3.1 -0.1 2
9 OFI 5 3.4 3.7 -0.3 10
10 Volos NFC 5 0.8 1.4 -0.6 2
11 Iraklis 1908 5 1.3 3.0 -1.7 6
12 Levadiakos 5 1.6 3.4 -1.8 1
13 Kalamata 5 2.9 5.4 -2.5 4
14 Atromitos 5 1.7 5.1 -3.4 2