Predictions / Football / Finland. Veikkausliiga / AC Oulu vs Gnistan

Prediction Audit: AC Oulu vs Gnistan Prediction, Odds & AI Betting Tips

AC Oulu AC Oulu
Jul 18, 2026 - 14:00
0 3.20
2 1.32
xG Accuracy: 34%
Gnistan Gnistan

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

The model had projected AC Oulu at 68.4%, 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 Over 2.5 Under 2.5 (2 goals) ✖ Incorrect
  • Both Teams To Score BTTS Yes No ✖ Incorrect
  • 1X2 AC Oulu Gnistan ✖ Incorrect
  • Correct Score Insights 3-1, 2-1, 4-1, 3-0, 2-0 0-2 ✖ Incorrect

Model vs Closing Market

Strong Disagreement

The model rates AC Oulu considerably stronger than the closing betting market.

Largest probability gap: AC Oulu +24.6 pp

Outcome Model Closing Market Difference Signal
AC Oulu 68.4% 43.8% +24.6 pp Model Edge
Draw 17.1% 26.5% -9.3 pp Market Higher
Gnistan 14.5% 29.7% -15.2 pp Market Higher

The statistical model estimates AC Oulu's win probability at 68.4%, compared with the closing market's implied probability of 43.8%, a difference of 24.6 percentage points. This highlights a substantial disagreement between the model's assessment and the market consensus, rather than 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: PRE10.

After full time, the result was Gnistan win 0–2.

Post Match Insights

What failed

  • Both Teams To Score: model leaned BTTS Yes; match finished BTTS No
  • Over / Under 2.5: model leaned Over 2.5; match finished Under 2.5 (2 goals)

Market lesson

The closing market differed from the model on AC Oulu by 24.6 percentage points (43.8% vs model 68.4%) — in this case the market view proved closer.

Premium betting site stake: New users can use the promo code FHn2uDc1 to receive $100 cash.

Prediction Timeline

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

  1. Jul 18, 2026 · 15:17 UTC Forecast generated
    • Model 1X2 · AC Oulu 68.4% · Draw 17.1% · Gnistan 14.5%
    • xG · AC Oulu 3.20 — Gnistan 1.32
  2. Jul 18, 2026 · 13:32 UTC Opening odds snapshot PRE30
    • 1X2 odds · AC Oulu 2.21 · Draw 3.66 · Gnistan 3.26
    • Implied 1X2 · AC Oulu 43.8% · Draw 26.5% · Gnistan 29.7%
    • Bookmaker · Pinnacle
  3. Jul 18, 2026 · 13:51 UTC Closing snapshot recorded PRE10
    • 1X2 odds · AC Oulu 2.21 · Draw 3.66 · Gnistan 3.26
    • Implied 1X2 · AC Oulu 43.8% · Draw 26.5% · Gnistan 29.7%
    • Bookmaker · Pinnacle
  4. Jul 18, 2026 · 14:00 UTC Kickoff
  5. FT Full-time result Gnistan 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: Cautious / Wait

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

Historical Decision Wait
Outcome Missed
Pre-match metrics (historical context)
Prediction Reliability 39/100 · Low
  • Validation: Warning
  • Large market gap (25 pp)
  • High xG deviation from league baseline (137%+)
Evidence ★★★★★
  • Strong model lean
  • Pricing remains divergent
  • Validation warning
Pricing proximity (inverse gap) 0/100
Betting Confidence 25/100

Validation Report

Immutable Snapshot

Prediction Time: Jul 24, 2026 · 03:23 UTC Snapshot ID: dp-1543233

Closing Odds 2.21
AI Fair Odds 1.46
CLV Pending
Final Result Gnistan win · AC Oulu 0–2 Gnistan
Prediction ✖ Missed
Decision Grade F

Probability Calibration

  • Expected: 68.4%
  • Historical Bucket: 65–70% — Building sample

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: Veikkausliiga
  • Fixture: AC Oulu vs Gnistan
  • Kickoff: 2026-07-18 14:00:00
  • 1X2 (model): Home 68.4% · Draw 17.1% · Away 14.5%
  • xG (showing): AC Oulu 3.2 — Gnistan 1.32 (total xG ≈ 4.52)
  • Best +EV line (same label as hero card when Primary thresholds are not met): AC Oulu
  • Model: 68.4% · Implied: 43.8% · Probability edge: +24.6 pts · Est. EV: +12.3%
  • BTTS (model): Yes 70.9% · No 29.1%
  • Correct score (top bin): 3-1 (7.8%)

Where EV is shown, it is estimated return per unit stake at the best tracked decimal price — not the same thing as a raw probability gap.

Correct score remains high-variance even when a line is most likely on paper.

Historical Recommendation

Historical Decision: Wait

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 30, 2026 (UTC)

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Veikkausliiga Veikkausliiga — Standings
# TEAM MP W D L PTS
1 KuPS 22 12 7 3 43
2 Inter Turku 22 11 9 2 42
3 HJK helsinki 22 11 4 7 37
4 Gnistan 22 10 6 6 36
5 AC Oulu 22 10 4 8 34
6 VPS 22 9 6 7 33
7 Lahti 22 9 5 8 32
8 Turku PS 22 8 7 7 31
9 Ilves 22 7 4 11 25
10 SJK 22 4 7 11 19
11 FF Jaro 22 3 6 13 15
12 Mariehamn 22 3 5 14 14
# TEAM MP GS GC +/- PTS
1 KuPS 22 38 23 +15 43
2 HJK helsinki 22 36 27 +9 37
3 Gnistan 22 36 29 +7 36
4 Ilves 22 34 37 -3 25
5 Inter Turku 22 29 16 +13 42
6 VPS 22 29 22 +7 33
7 Turku PS 22 28 23 +5 31
8 Lahti 22 26 19 +7 32
9 AC Oulu 22 25 25 0 34
10 SJK 22 25 33 -8 19
11 FF Jaro 22 18 44 -26 15
12 Mariehamn 22 17 43 -26 14
# TEAM MP xG xGC +/- PTS
1 Ilves 22 4.2 1.7 +2.5 25
2 AC Oulu 22 2.7 2.2 +0.5 34
3 HJK helsinki 22 2.0 1.6 +0.4 37
4 KuPS 22 2.3 2.0 +0.3 43
5 SJK 22 2.5 2.4 +0.1 19
6 Lahti 22 2.4 2.5 -0.1 32
7 VPS 22 2.0 2.3 -0.3 33
8 Mariehamn 22 2.2 2.7 -0.5 14
9 Turku PS 22 0.9 1.6 -0.7 31
10 FF Jaro 22 2.4 4.6 -2.2 15
11 Inter Turku 22 — — — 42
12 Gnistan 22 — — — 36