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

Jul 25, 2026 - 13:00
5 1.32
3 1.28
xG Accuracy: 23%

AI correctly predicted the Atlantis win.

The match finished 5–3, 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 Over 2.5 (8 goals) ✖ Incorrect
  • Both Teams To Score BTTS Yes Yes ✔ Correct
  • 1X2 Atlantis Atlantis ✔ Correct
  • Correct Score Insights 1-1, 1-0, 0-1, 2-1, 1-2 5-3 ✖ Incorrect

Model vs Closing Market

Strong Disagreement

The closing market prices Atlantis higher than the statistical model.

Largest probability gap: Atlantis -13.8 pp

Outcome Model Closing Market Difference Signal
Atlantis 41.4% 55.1% -13.8 pp Market Higher
Draw 26.8% 19.4% +7.5 pp Model Higher
HPS 31.8% 25.5% +6.3 pp Model Higher

The closing market estimates Atlantis's win probability at 55.1%, compared with the model's estimate of 41.4%, a difference of 13.8 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 (Atlantis win 5–3).

Market Assessment

The market is materially more optimistic about Atlantis than the current fair estimate.

  • Investors may be incorporating information not fully reflected in the baseline model.
  • Tournament-specific context can shift market pricing.

Post Match Insights

What worked

  • Expected goals projected a high-scoring match (ΣxG 2.60) — 8 goals materialised
  • Both Teams To Score (Yes) matched the full-time result

What failed

  • Over / Under 2.5: model leaned Under 2.5; match finished Over 2.5 (8 goals)
  • 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 Atlantis higher (55.2% vs model 41.4%, 13.8 pp), but the model's lean was validated (Atlantis win 5–3).

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Prediction Timeline

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

  1. Jul 25, 2026 · 21:07 UTC Forecast generated
    • Model 1X2 · Atlantis 41.3% · Draw 26.8% · HPS 31.9%
    • xG · Atlantis 1.32 — HPS 1.28
  2. Jul 25, 2026 · 12:35 UTC Opening odds snapshot PRE30
    • 1X2 odds · Atlantis 1.64 · Draw 4.67 · HPS 3.55
    • Implied 1X2 · Atlantis 55.1% · Draw 19.4% · HPS 25.5%
    • Bookmaker · Pinnacle
  3. Jul 25, 2026 · 13:04 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Atlantis 1.64 · Draw 4.67 · HPS 3.55
    • Implied 1X2 · Atlantis 55.1% · Draw 19.4% · HPS 25.5%
    • Bookmaker · Pinnacle
  4. Jul 25, 2026 · 13:00 UTC Kickoff
  5. FT Full-time result Atlantis win · 5–3
  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: Monitor
Historical Decision Monitor
Outcome Validated
Pre-match metrics (historical context)
Prediction Reliability 56/100 · Moderate
  • Validation: Warning
  • Large market gap (14 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Market has already priced much of the edge
  • Validation warning
Pricing proximity (inverse gap) 31/100
Betting Confidence 44/100

Validation Report

Immutable Snapshot

Prediction Time: Jul 23, 2026 · 13:57 UTC Snapshot ID: dp-1453743

Closing Odds 1.64
AI Fair Odds —
CLV Pending
Final Result Atlantis win · Atlantis 5–3 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: Atlantis vs HPS
  • Kickoff: 2026-07-25 13:00:00
  • 1X2 (model): Home 45.0% · Draw 45.0% · Away 10.0%
  • xG (showing): Atlantis 1.32 — HPS 1.28 (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

Saying “no value” on a snapshot is a feature, not a bug: it protects readers from forcing a play when the edge is not there.

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

Historical Recommendation

Historical Decision: Monitor

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 26, 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