Prediction Audit: Astana II vs Arys Prediction, Odds & AI Betting Tips

Jul 31, 2026 - 14:00
2 1.43
0 1.17
xG Accuracy: 62%

AI correctly predicted the Astana II 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 Astana II Astana II ✔ Correct
  • Correct Score Insights 1-1, 1-0, 2-1, 0-1, 2-0 2-0 ✔ Correct

Model vs Closing Market

Strong Disagreement

The closing market prices Astana II higher than the statistical model.

Largest probability gap: Astana II -28.3 pp

Outcome Model Closing Market Difference Signal
Astana II 41.4% 69.7% -28.3 pp Market Higher
Draw 29.4% 17.8% +11.6 pp Model Edge
Arys 29.2% 12.5% +16.8 pp Model Edge

The closing market estimates Astana II's win probability at 69.7%, compared with the model's estimate of 41.4%, a difference of 28.3 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 (Astana II win 2–0).

Post Match Insights

What worked

  • Under 2.5 goals aligned with the xG profile
  • Exact score 2–0 fell within the model's highlighted bins

What failed

  • Both Teams To Score: model leaned BTTS Yes; match finished BTTS No

Market lesson

Large model–market gaps do not automatically mean the market is right. Here the closing market priced Astana II higher (69.7% vs model 41.4%, 28.3 pp), but the model's lean was validated (Astana II win 2–0).

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Prediction Timeline

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

  1. Jul 31, 2026 · 13:59 UTC Forecast generated
    • Model 1X2 · Astana II 41.4% · Draw 29.4% · Arys 29.3%
    • xG · Astana II 1.43 — Arys 1.17
  2. Jul 31, 2026 · 13:29 UTC Opening odds snapshot PRE30
    • 1X2 odds · Astana II 1.29 · Draw 5.05 · Arys 7.20
    • Implied 1X2 · Astana II 69.7% · Draw 17.8% · Arys 12.5%
    • Bookmaker · Marathonbet
  3. Jul 31, 2026 · 13:59 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Astana II 1.29 · Draw 5.05 · Arys 7.20
    • Implied 1X2 · Astana II 69.7% · Draw 17.8% · Arys 12.5%
    • Bookmaker · Marathonbet
  4. Jul 31, 2026 · 14:00 UTC Kickoff
  5. FT Full-time result Astana II 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 49/100 · Moderate
  • Validation: Warning
  • Large market gap (28 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Market strongly disagrees on price
  • Validation warning
Pricing proximity (inverse gap) 0/100
Betting Confidence 31/100

Validation Report

Immutable Snapshot

Prediction Time: Jul 25, 2026 · 02:43 UTC Snapshot ID: dp-1671074

Closing Odds 1.29
AI Fair Odds —
CLV Pending
Final Result Astana II win · Astana II 2–0 Arys
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

Below is a compact, numbers-first snapshot aligned with the same engine as the cards above.

  • League: 1. Division
  • Fixture: Astana II vs Arys
  • Kickoff: 2026-07-31 14:00:00
  • 1X2 (model): Home 41.4% · Draw 29.4% · Away 29.3%
  • xG (showing): Astana II 1.43 — Arys 1.17 (total xG ≈ 2.6)
  • Value headline: At least one tracked line reaches the headline EV threshold — align with the hero / Primary card if shown.
  • 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 54.1% · No 45.9%) Value lean (pricing): O/U 2.5 Under 2.5; BTTS Yes
  • BTTS (model): Yes 54.1% · No 45.9%
  • Correct score (top bin): 1-1 (12.4%)

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.

Prefer skipping to over-staking when the engine is honest about missing edge.

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

September 29, 2026 (UTC)

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Back to Predictions
1. Division 1. Division — Standings
# TEAM MP W D L PTS
1 Shakhter Karagandy 23 20 2 1 62
2 Sport Academy Kairat 23 17 5 1 56
3 Turan Turkistan 23 16 2 5 50
4 Akademiya Ontustik 23 13 4 6 43
5 Astana II 23 10 3 10 33
6 Jaiyq 23 9 4 10 31
7 Taraz 23 8 6 9 30
8 Ekibastuz 23 7 5 11 26
9 Kaspij Aktau 2 23 7 4 12 25
10 Khan Tengri 23 7 4 12 25
11 Arys 23 7 3 13 24
12 Aktobe Jas 23 6 5 12 23
13 Tobol 2 23 4 4 15 16
14 Yelimay Semey 2 23 3 3 17 12
# TEAM MP GS GC +/- PTS
1 Sport Academy Kairat 23 66 12 +54 56
2 Shakhter Karagandy 23 64 8 +56 62
3 Turan Turkistan 23 51 21 +30 50
4 Astana II 23 42 43 -1 33
5 Tobol 2 23 40 57 -17 16
6 Aktobe Jas 23 38 69 -31 23
7 Akademiya Ontustik 23 36 27 +9 43
8 Ekibastuz 23 31 53 -22 26
9 Taraz 23 30 32 -2 30
10 Kaspij Aktau 2 23 29 41 -12 25
11 Arys 23 29 43 -14 24
12 Khan Tengri 23 29 44 -15 25
13 Jaiyq 23 21 26 -5 31
14 Yelimay Semey 2 23 17 47 -30 12