Predictions / Football / Poland. III Liga - Group 2 / Lipno Stęszew vs Unia Swarzędz

Prediction Audit: Lipno Stęszew vs Unia Swarzędz Prediction, Odds & AI Betting Tips

May 30, 2026 - 15:00
4 1.45
3 1.25
xG Accuracy: 31%

AI correctly predicted the Lipno Stęszew win.

The match finished 4–3, 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 (7 goals) ✖ Incorrect
  • Both Teams To Score BTTS No Yes ✖ Incorrect
  • 1X2 Lipno Stęszew Lipno Stęszew ✔ Correct
  • Correct Score Insights 1-1, 0-1, 1-0, 1-2, 2-1 4-3 ✖ Incorrect

Model vs Closing Market

Strong Disagreement

The closing market prices Unia Swarzędz higher than the statistical model.

Largest probability gap: Unia Swarzędz -10.8 pp

Outcome Model Closing Market Difference Signal
Lipno Stęszew 41.8% 33.0% +8.8 pp Model Higher
Draw 25.7% 23.7% +2.0 pp Aligned
Unia Swarzędz 32.6% 43.4% -10.8 pp Market Higher

The closing market estimates Unia Swarzędz's win probability at 43.4%, compared with the model's estimate of 32.6%, a difference of 10.8 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 (Lipno Stęszew win 4–3).

Market Assessment

The market is materially more optimistic about Unia Swarzędz 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 2.70) — 7 goals materialised

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 (7 goals)

Market lesson

Large model–market gaps do not automatically mean the market is right. Here the closing market priced Lipno Stęszew higher (52.6% vs model 41.8%, 10.8 pp), but the model's lean was validated (Lipno Stęszew win 4–3).

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Prediction Timeline

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

  1. May 30, 2026 · 19:53 UTC Forecast generated
    • Model 1X2 · Lipno Stęszew 41.8% · Draw 25.7% · Unia Swarzędz 32.6%
    • xG · Lipno Stęszew 1.45 — Unia Swarzędz 1.25
  2. May 30, 2026 · 15:29 UTC Opening odds snapshot PRE30
    • 1X2 odds · Lipno Stęszew 2.70 · Draw 3.76 · Unia Swarzędz 2.05
    • Implied 1X2 · Lipno Stęszew 33.0% · Draw 23.7% · Unia Swarzędz 43.4%
    • Bookmaker · Pinnacle
  3. May 30, 2026 · 15:59 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Lipno Stęszew 2.70 · Draw 3.76 · Unia Swarzędz 2.05
    • Implied 1X2 · Lipno Stęszew 33.0% · Draw 23.7% · Unia Swarzędz 43.4%
    • Bookmaker · Pinnacle
  4. May 30, 2026 · 15:00 UTC Kickoff
  5. FT Full-time result Lipno Stęszew win · 4–3
  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 58/100 · Moderate
  • Validation: Warning
  • Large market gap (11 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Market has already priced much of the edge
  • Validation warning
Pricing proximity (inverse gap) 15/100
Monitoring Confidence 20/100

Validation Report

Immutable Snapshot

Prediction Time: Aug 04, 2026 · 12:34 UTC Snapshot ID: dp-2987521

Closing Odds 2.05
AI Fair Odds —
CLV Pending
Final Result Lipno Stęszew win · Lipno Stęszew 4–3 Unia Swarzędz
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

Pre-match snapshot for this fixture.

  • League: III Liga - Group 2
  • Fixture: Lipno Stęszew vs Unia Swarzędz
  • Kickoff: 2026-05-30 16:00:00
  • 1X2 (model): Home 41.8% · Draw 25.7% · Away 32.6%
  • xG (showing): Lipno Stęszew 1.45 — Unia Swarzędz 1.25 (total xG ≈ 2.7)
  • Primary / headline line (Betting Primary Pick when shown): BTTS No
  • Model: 54.6% · Implied: 34.4% · Probability edge: +20.2 pts · Est. EV: +47.4%
  • BTTS (model): Yes 45.4% · No 54.6%
  • Correct score (top bin): 1-1 (12.5%)

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: 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

October 02, 2026 (UTC)

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III Liga - Group 2 III Liga - Group 2 — Standings
# TEAM MP W D L PTS
1 Zawisza Bydgoszcz 34 25 5 4 80
2 Luzino 34 24 4 6 76
3 Polonia Środa 34 20 6 8 66
4 Lipno Stęszew 34 15 6 13 51
5 Noteć Czarnków 34 14 7 14 49
6 Elana Toruń 34 14 7 13 49
7 Lech Poznań II 34 14 7 13 49
8 Flota Świnoujście 34 14 7 13 49
9 Wda Świecie 34 14 6 14 48
10 Unia Swarzędz 34 13 8 13 47
11 Kluczevia Stargard 34 13 7 14 46
12 Stargard Szczeciński 34 12 9 13 45
13 Victoria Września 34 13 3 18 42
14 Pogoń Szczecin II 34 12 5 17 41
15 Pogoń Nowe Skalmierzyce 34 10 9 15 39
16 Cartusia Kartuzy 34 11 5 18 38
17 Tłuchowia 34 8 6 19 31
18 Wybrzeże Rewalskie Rewal 34 3 6 25 15
# TEAM MP GS GC +/- PTS
1 Luzino 34 79 39 +40 76
2 Pogoń Szczecin II 34 75 66 +9 41
3 Zawisza Bydgoszcz 34 73 23 +50 80
4 Polonia Środa 34 67 43 +24 66
5 Lech Poznań II 34 67 54 +13 49
6 Stargard Szczeciński 34 56 51 +5 45
7 Kluczevia Stargard 34 54 43 +11 46
8 Noteć Czarnków 34 49 46 +3 49
9 Elana Toruń 34 49 55 -6 49
10 Flota Świnoujście 34 48 52 -4 49
11 Unia Swarzędz 34 47 41 +6 47
12 Lipno Stęszew 34 47 54 -7 51
13 Wda Świecie 34 44 66 -22 48
14 Victoria Września 34 41 46 -5 42
15 Cartusia Kartuzy 34 38 51 -13 38
16 Tłuchowia 34 37 66 -29 31
17 Pogoń Nowe Skalmierzyce 34 35 46 -11 39
18 Wybrzeże Rewalskie Rewal 34 20 84 -64 15