Final — result reviewedPremier LeagueSun, Apr 5

Arsenal vs West Ham United Prediction, Fair Odds & Result

Model answer: Home at 61%. Home is 61%, draw 23% and away 16%. These are clearly labelled sample figures until the production pipeline is connected.

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Audit history

One URL, complete history

Final — result reviewed

The original prediction is preserved beside the final score of 2–0.

Score2–0

Automatic post-match audit

Demo Hit

The result is recorded without rewriting the forecast.

The locked top call was home win at 61%. The verified result was home win at 2–0.

Final score
2–0
Actual outcome
Home win
Probability assigned to result
61%
Single-match Brier
0.077
Latest settlement
2026-04-05T18:00:00.000Z

A single match cannot prove or disprove calibration. The score joins every other settled row on the public accuracy ledger.

Calibrated 1X2 view

Home, draw and away probabilities

H · Arsenal
61%61%
D · Draw
23%23%
A · West Ham United
16%16%
Model probabilities and derived fair decimal odds. Fair odds are mathematical references, not bookmaker offers.
HArsenalD — DrawAWest Ham United
61%probability23%probability16%probability
1.64fair odds4.35fair odds6.25fair odds

Calibration mirror

What does this confidence mean in reality?

61% is the largest probability, not certainty. The other two outcomes still carry 39% combined, and the top two outcomes are separated by 38%.

No matching settled cohort yetHistory is still accumulating.

No comparable record had settled before this forecast was published, so no historical frequency is inferred.

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Historical probability shapes

Probability Neighbours

No eligible settled forecasts were available strictly before this prediction was published, so no historical-neighbour inference is made.

Demo evidenceSmall sample

As of

Total Variation compares the entire H/D/A probability split.

A distance of 5% means five probability points must be redistributed to turn one 1X2 split into the other. Match results, scores, Hit/Miss labels and Brier scores never participate in neighbour selection. This historical view does not change the current prediction.

Settled neighbours
0
Selection scope
No eligible cohort
Mean distance
Maximum distance
Average Brier

What actually happened

Observed H/D/A outcomes

Home win
00.0%
Draw
00.0%
Away win
00.0%
No eligible historical neighbour exists yet.

Only forecasts settled before the current publication time can enter this view. No future result or substitute sample is shown.

Publication proof

Forecast identity

Arsenal vs West Ham United pre-match probability proof card
Illustrative Demo proof card. The image is tied to this record's publication payload and can be opened at full size.
Published
Model version
FPAI-LGBM 0.8.4
Competition
PREMIER-LEAGUE
Confidence
61%
Record SHA-256
Not issued for demo data

Demo notice: the timestamp, model version and figures on this preview are sample data, so no production record fingerprint is issued. Official records are generated automatically at least 24 hours before kick-off.

Kito calibration challenge

Make your call before the whistle

Set your own home, draw and away split. It stays only in this browser, saves the match to your private desk, and can be scored beside the locked model after the result.

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Your selected probabilities never leave this device · anonymous aggregate use counters respect Global Privacy Control and Do Not Track · excluded from the public ledger, accuracy, APIs and structured data · not betting advice

Interactive counterfactual

What would have to change?

Move three transparent assumptions and watch the probability shape respond. This is an educational sensitivity test, not a second model and never an edit to the demo record.

Nearest illustrative flip

5-point grid

Find the smallest move from the neutral official baseline that puts another outcome at least 0.5 percentage points ahead.

This boundary is a sensitivity illustration—not a new prediction. Missing-information stress stays at 0 and the official record never changes.

Illustrative leaderArsenal · 61%
Arsenal
61%+0 pts
Draw
23%+0 pts
West Ham United
16%+0 pts
Top-two gap
38 pts
Uncertainty
High
Official record
Unchanged

Illustrative Scenario v1. Method: apply visible log-probability shifts, then normalise with softmax; the stress control raises temperature toward a flatter split. Boundary search uses only team balance and draw pressure on a 5-point grid, holds stress at zero, and requires the target to lead by at least 0.5 percentage points.

Why the model leans this way

Locked probability record

  1. 01

    The locked home probability was 61%.

  2. 02

    The locked draw probability was 23%.

  3. 03

    The locked away probability was 16%.

Grounded record explainer

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Evidence mode

Kito can read only this labelled demo record. It cannot browse for hidden context, change the probabilities, suggest a stake, or promise a result.

Instant evidence mode is deterministic and makes no external model request. Optional AI response planning remains off until a server-side OpenAI key and budget switch are configured. When enabled, the model can only choose a full or compact view of server-authored evidence.

Kito

This is a labelled demo record. The top call is home win at 61%. Across a sufficiently large set of genuinely comparable 61% forecasts, that outcome should occur about 61 times in 100—not every time. The other two outcomes still hold 39% combined probability.

Evidence from the locked record
Kito Evidence Engine v1 · deterministically calculated from the locked record · probabilities unchanged

Locked feature context

Model-generated explanation

The published top call was Home. The final result was Home at 2–0, so the forecast was recorded as a hit. This row remains visible as part of the complete demo record.

Generated only from the locked pre-match feature snapshot; maximum 120 words and no change to the official probabilities.