Prediction Audit: Pdrm vs Penang Prediction, Odds & AI Betting Tips

May 08, 2026 - 13:00
1 1.45
1 1.25
xG Accuracy: 82%

AI correctly predicted the Draw.

The match finished 1–1, 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 No Yes ✖ Incorrect
  • 1X2 draw Draw ✔ Correct
  • Correct Score Insights 1-2, 1-1, 0-2, 0-1, 1-3 1-1 ✔ Correct

Model vs Closing Market

Strong Disagreement

The closing market prices Penang higher than the statistical model.

Largest probability gap: Penang -45.4 pp

Outcome Model Closing Market Difference Signal
Pdrm 41.8% 8.6% +33.2 pp Model Edge
Draw 25.7% 13.4% +12.2 pp Model Edge
Penang 32.6% 78.0% -45.4 pp Market Higher

The closing market estimates Penang's win probability at 78.0%, compared with the model's estimate of 32.6%, a difference of 45.4 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 (Draw 1–1).

Post Match Insights

What worked

  • Under 2.5 goals aligned with the xG profile
  • Exact score 1–1 fell within the model's highlighted bins

What failed

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

Market lesson

Large model–market gaps do not automatically mean the market is right. Here the closing market priced Pdrm higher (87.2% vs model 41.8%, 45.4 pp), but the model's lean was validated (Draw 1–1).

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Prediction Timeline

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

  1. May 08, 2026 · 12:59 UTC Forecast generated
    • Model 1X2 · Pdrm 41.8% · Draw 25.7% · Penang 32.6%
    • xG · Pdrm 1.45 — Penang 1.25
  2. May 08, 2026 · 12:29 UTC Opening odds snapshot PRE30
    • 1X2 odds · Pdrm 10.60 · Draw 6.79 · Penang 1.17
    • Implied 1X2 · Pdrm 8.6% · Draw 13.4% · Penang 78.0%
    • Bookmaker · Pinnacle
  3. May 08, 2026 · 12:59 UTC Closing snapshot recorded PRE1
    • 1X2 odds · Pdrm 10.60 · Draw 6.79 · Penang 1.17
    • Implied 1X2 · Pdrm 8.6% · Draw 13.4% · Penang 78.0%
    • Bookmaker · Pinnacle
  4. May 08, 2026 · 13:00 UTC Kickoff
  5. FT Full-time result Draw · 1–1
  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 26/100 · Low
  • Validation: Fail
  • Large market gap (45 pp)
Evidence ★★★★★
  • No strong statistical edge
  • Market strongly disagrees on price
  • Validation failed
Pricing proximity (inverse gap) 0/100
Monitoring Confidence 7/100

Validation Report

Immutable Snapshot

Prediction Time: Jul 24, 2026 · 13:19 UTC Snapshot ID: dp-1598066

Closing Odds 1.17
AI Fair Odds —
CLV Pending
Final Result Draw · Pdrm 1–1 Penang
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

Model favours Pdrm; market prices Penang instead — inputs may be missing or stale.

  • Model: Pdrm 1.45 xG vs Penang 1.25 → Pdrm 41.8%
  • Market: Penang ~8.6% implied
  • Validation failed — do not treat 1X2 EV as actionable.

Do not act on 1X2 value until validation passes. Structural leans (O/U, BTTS) need separate odds review.

Structural lean (model): O/U 2.5 Under 2.5 (Under 2.5 34.0% · Over 2.5 66.0%); BTTS No (Yes 29.8% · No 70.2%) Value lean (pricing): O/U 2.5 Under 2.5; BTTS No

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 02, 2026 (UTC)

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Super League Super League — Standings
# TEAM MP W D L PTS
1 Johor Darul Takzim FC 24 23 1 0 70
2 Kuching FA 24 16 5 3 53
3 Selangor 24 16 4 4 52
4 Kuala Lumpur FA 24 12 7 5 43
5 Terengganu 24 10 6 8 36
6 Imigresen 24 9 5 10 32
7 Negeri Sembilan 24 6 11 7 29
8 Penang 24 6 7 11 25
9 Sabah FA 24 5 8 11 23
10 DPMM FC 24 6 5 13 23
11 Melaka 24 4 7 13 19
12 Kelantan United 24 4 3 17 15
13 Pdrm 24 2 5 17 11
# TEAM MP GS GC +/- PTS
1 Johor Darul Takzim FC 24 117 10 +107 70
2 Selangor 24 59 20 +39 52
3 Kuching FA 24 45 14 +31 53
4 Kuala Lumpur FA 24 40 29 +11 43
5 Terengganu 24 39 34 +5 36
6 Negeri Sembilan 24 39 35 +4 29
7 Imigresen 24 38 43 -5 32
8 DPMM FC 24 30 57 -27 23
9 Sabah FA 24 29 44 -15 23
10 Penang 24 26 41 -15 25
11 Melaka 24 18 45 -27 19
12 Kelantan United 24 17 63 -46 15
13 Pdrm 24 17 79 -62 11