Prediction Audit: Atlantis vs PEPO Prediction, Odds & AI Betting Tips

Sep 03, 2026 - 15:15
0 1.30
0 1.30
xG Accuracy: 49%

The model missed the final outcome (Draw 0–0).

The model had projected Atlantis at 35.2%, 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 Under 2.5 Under 2.5 (0 goals) ✔ Correct
  • Both Teams To Score BTTS Yes No ✖ Incorrect
  • 1X2 Atlantis Draw ✖ Incorrect
  • Correct Score Insights 1-1, 0-1, 1-0, 1-2, 2-1 0-0 ✖ Incorrect

Model vs Closing Market

Moderate Disagreement

The model rates Draw considerably stronger than the closing betting market.

Largest probability gap: Draw +7.6 pp

Outcome Model Closing Market Difference Signal
Atlantis 35.2% 39.3% -4.2 pp Aligned
Draw 29.6% 22.0% +7.6 pp Model Higher
PEPO 35.2% 38.7% -3.5 pp Aligned

The statistical model estimates Draw's win probability at 29.6%, compared with the closing market's implied probability of 22.0%, a difference of 7.6 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: PRE1.

After full time, the result was Draw 0–0.

Market Assessment

The fair estimate shows a modest edge over current market pricing on Draw.

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

Post Match Insights

What worked

  • Under 2.5 goals aligned with the xG profile

What failed

  • Both Teams To Score: model leaned BTTS Yes; match finished BTTS No
  • 1X2: model leaned Atlantis; match finished Draw

Market lesson

The closing market differed from the model on Atlantis by 7.6 percentage points (27.6% vs model 35.2%) — 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. Sep 03, 2026 · 15:14 UTC Forecast generated
    • Model 1X2 · Atlantis 35.2% · Draw 29.6% · PEPO 35.2%
    • xG · Atlantis 1.30 — PEPO 1.30
  2. Sep 03, 2026 · 14:44 UTC Opening odds snapshot PRE30
    • 1X2 odds · Atlantis 2.30 · Draw 4.11 · PEPO 2.34
    • Implied 1X2 · Atlantis 39.3% · Draw 22.0% · PEPO 38.7%
    • Bookmaker · Pinnacle
  3. Sep 03, 2026 · 15:14 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Atlantis 2.30 · Draw 4.11 · PEPO 2.34
    • Implied 1X2 · Atlantis 39.3% · Draw 22.0% · PEPO 38.7%
    • Bookmaker · Pinnacle
  4. Sep 03, 2026 · 15:15 UTC Kickoff
  5. FT Full-time result Draw · 0–0
  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) 61/100
Betting Confidence 78/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 28, 2026 · 01:46 UTC Snapshot ID: dp-5733195

Closing Odds 4.11
AI Fair Odds —
CLV Pending
Final Result Draw · Atlantis 0–0 PEPO
Prediction ✖ Missed
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: Kakkonen - Lohko A
  • Fixture: Atlantis vs PEPO
  • Kickoff: 2026-09-03 15:15:00
  • 1X2 (model): Home 35.2% · Draw 29.6% · Away 35.2%
  • xG (showing): Atlantis 1.3 — PEPO 1.3 (total xG ≈ 2.6)
  • Value headline: None — no positive EV on tracked lines at current best prices (same as the decision block: no default bet).
  • Structural leans (not bets): Structural lean (model): O/U 2.5 Under 2.5 (Under 2.5 51.8% · Over 2.5 48.2%); BTTS Yes (Yes 54.5% · No 45.5%) Value lean (pricing): O/U 2.5 Under 2.5; BTTS Yes
  • BTTS (model): Yes 54.5% · No 45.5%
  • Correct score (top bin): 1-1 (12.6%)

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.

If lines move materially, re-run generation or refresh — implied probabilities and any future EV readouts will change first.

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 28, 2026 (UTC)

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Kakkonen - Lohko A Kakkonen - Lohko A — Standings
# TEAM MP W D L PTS
1 Kiffen 18 12 3 3 39
2 PEPO 18 11 4 3 37
3 Atlantis 18 10 2 6 32
4 HIFK Elsinki 18 7 6 5 27
5 HPS 18 7 4 7 25
6 PPJ 18 5 8 5 23
7 Reipas 18 7 2 9 23
8 PuiU Helsinki 18 4 4 10 16
9 MyPa 18 4 3 11 15
10 Union Plaani 18 4 2 12 14
# TEAM MP GS GC +/- PTS
1 Atlantis 18 62 44 +18 32
2 Kiffen 18 41 24 +17 39
3 HIFK Elsinki 18 39 33 +6 27
4 HPS 18 39 41 -2 25
5 PEPO 18 36 23 +13 37
6 Reipas 18 35 35 0 23
7 PPJ 18 33 31 +2 23
8 PuiU Helsinki 18 26 38 -12 16
9 MyPa 18 20 39 -19 15
10 Union Plaani 18 19 42 -23 14