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

Jul 11, 2026 - 14:00
2 1.34
0 1.26
xG Accuracy: 59%

AI correctly predicted the PEPO win.

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

Model vs Closing Market

Strong Disagreement

The closing market prices PEPO higher than the statistical model.

Largest probability gap: PEPO -22.1 pp

Outcome Model Closing Market Difference Signal
PEPO 37.1% 59.2% -22.1 pp Market Higher
Draw 29.6% 20.5% +9.1 pp Model Higher
HPS 33.3% 20.3% +13.0 pp Model Edge

The closing market estimates PEPO's win probability at 59.2%, compared with the model's estimate of 37.1%, a difference of 22.1 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: PRE5.

After full time, the model's directional lean matched the result (PEPO win 2–0).

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
  • 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 PEPO higher (59.2% vs model 37.1%, 22.1 pp), but the model's lean was validated (PEPO win 2–0).

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Prediction Timeline

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

  1. Jul 11, 2026 · 21:08 UTC Forecast generated
    • Model 1X2 · PEPO 37.0% · Draw 29.6% · HPS 33.4%
    • xG · PEPO 1.34 — HPS 1.26
  2. Jul 11, 2026 · 13:30 UTC Opening odds snapshot PRE30
    • 1X2 odds · PEPO 1.53 · Draw 4.41 · HPS 4.46
    • Implied 1X2 · PEPO 59.2% · Draw 20.5% · HPS 20.3%
    • Bookmaker · Pinnacle
  3. Jul 11, 2026 · 13:57 UTC Closing snapshot recorded PRE5
    • 1X2 odds · PEPO 1.53 · Draw 4.41 · HPS 4.46
    • Implied 1X2 · PEPO 59.2% · Draw 20.5% · HPS 20.3%
    • Bookmaker · Pinnacle
  4. Jul 11, 2026 · 14:00 UTC Kickoff
  5. FT Full-time result PEPO win · 2–0
  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: Cautious / Wait

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

Historical Decision Wait
Outcome Validated
Pre-match metrics (historical context)
Prediction Reliability 52/100 · Moderate
  • Validation: Warning
  • Large market gap (22 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Pricing remains divergent
  • Validation warning
Pricing proximity (inverse gap) 0/100
Betting Confidence 33/100

Validation Report

Immutable Snapshot

Prediction Time: Jul 23, 2026 · 15:18 UTC Snapshot ID: dp-1466161

Closing Odds 1.53
AI Fair Odds —
CLV Pending
Final Result PEPO win · PEPO 2–0 HPS
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

Quick read on how the model reads this matchup.

  • League: Kakkonen - Lohko A
  • Fixture: PEPO vs HPS
  • Kickoff: 2026-07-11 14:00:00
  • 1X2 (model): Home 10.0% · Draw 45.0% · Away 45.0%
  • xG (showing): PEPO 1.34 — HPS 1.26 (total xG ≈ 2.6)
  • 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

When book depth is thin or odds are missing, EV may be unavailable even though the model still prefers one side on totals or BTTS — wait for cleaner prices or skip.

Most likely correct score stays a low-probability tail: use it for context, not as a must-bet story.

Historical Recommendation

Historical Decision: Wait

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

October 06, 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