Football AI Beta - Research Preview - Statistical analyses are continuously improving.

Serie A - 27895

Current lifecycle fixture
Atalanta crest

Atalanta

Kickoff

2026-08-31 18:45:00

VS

Bologna crest

Bologna

Fixture: Approved analysisLifecycle: publishedData: 13/07/2026, 21:37:51 | analysis-v1

Share analysis

Share this match intelligence

Public reviewed analysis only. No odds, staking advice, or profit claims.

Intelligence overview

Balanced match

Highest 1X2 estimate 37%. Probabilities are tightly grouped; no strong winner headline is shown.

Expected goals

Atalanta: 1.3
Bologna: 1.2

Home xG / Away xG

Model

analysis-v1

live-local

Publication

published

Public view hides drafts

33%

Confidence

Low confidence

Cautious estimate

AI MATCH ANALYSIS

Validated reportSerie AModel gpt-5-mini

Balanced Serie A opener — narrow lean to Atalanta with low confidence

Model gives Atalanta a 37% chance to win, with draw 30% and Bologna 33%. Expected goals are 1.3 (home) vs 1.2 (away). Probabilities favour goalful game: 80% for Over 1.5, 43% for Over 2.5 and 69% chance both teams score. Confidence is low (score 33) and the sample underpinning the model is small.

Match Outlook

No clear favourite; Atalanta has the single highest probability (37%) but margins are slim. The model projects a modest goal expectancy on both sides (1.3 v 1.2), and statistical signals favour at least two goals and both teams scoring. Confidence in the projection is low (33).

Current Form

One of the model's explicit reasons notes a stronger recent-form trend for Bologna. The dataset used for this prediction is small (one home and one away match used for the respective teams), which limits the weight of that trend in the overall view.

  • Atalanta: 1 - Only one home match was used to derive team-form features, constraining reliability.
  • Bologna: 1 - Only one away match was used to derive team-form features, constraining reliability.

Home vs Away

Atalanta is given a slightly higher win probability (37%) than Bologna (33%), with draws at 30%. Expected goals are very close: 1.3 for the home side versus 1.2 for the visitors. These small gaps indicate limited home advantage in the model's view.

  • Atalanta: 37% - Highest single outcome probability but not decisive.
  • Both: 30% - Substantial chance of a draw relative to either win outcome.

Goals Outlook

The strongest market is Over 1.5 with an 80% probability. Over 2.5 sits at 43%, indicating a near-even split on a higher-scoring outcome. Both teams to score has a 69% probability, aligned with nearly identical expected goals on each side.

Over 1.5

High probability (80%) — model strongly anticipates at least two goals.

Over 2.5

Moderate probability (43%) — a plausible but not dominant chance for three or more goals.

BTTS

Both teams to score likely (69%) — statistical support for goals from both sides.

Expected goals

Atalanta: 1.3

Bologna: 1.2

  • Match: 69% - High chance both sides will score.
  • Match: 80% - Strong signal for at least two goals in the match.

Key Strengths

Bologna

Recent-form trend

Model lists a stronger recent-form trend for Bologna within the available sample (prediction.keyReasons).

Match

Goal probability profile

High probability for Over 1.5 (80%) and strong BTTS likelihood (69%) indicate statistical support for goals from both sides.

Match

Balanced outcome distribution

Home/draw/away probabilities are closely bunched (37/30/33), reflecting a competitively balanced fixture in the model.

Key Risks

Low model confidence

Confidence score is 33 with label 'Low', reducing reliability of the projected probabilities.

Small sample underpinning

Provenance shows one home and one away match used for feature derivation, restricting robustness of form-based signals.

Known model weaknesses

Draw prediction is a known V1 weakness and confidence calibration is acknowledged as weak in the metadata.

Final Verdict

Narrow lean to Atalanta with emphasis on goals; low confidence.

The model narrowly favours a home win (37%) while classifying the fixture as balanced. Expected goals are close (1.3 v 1.2), and the clearest statistical signals are for at least two total goals (80% Over 1.5) and both teams scoring (69%). Credibility of these projections is limited by low confidence and a very small sample used for form features. Treat outcome probabilities as indicative rather than definitive.

Confidence language: Low (confidence score 33). This remains an analytical view, not a guaranteed selection.

Model Transparency

Analysis Engine V1 calculates the probabilities. The AI writer explains the verified inputs and does not alter numbers, add odds, or claim certainty.

Data Used

Source datasets: live-local. Generated 2026-07-14T17:01:39.907Z.

Limitations

  • - Confidence calibration remains weak.
  • - Draw prediction is a known V1 weakness.
  • - Historical accuracy does not prove future performance.
  • - No profitability measurement exists.
  • - Performance varies by league and season.

Probability board

Exact model percentages, never bookmaker odds.

Home37%

Model-estimated probability, not odds.

Draw30%

Model-estimated probability, not odds.

Away33%

Model-estimated probability, not odds.

Over 1.580%

Model-estimated probability, not odds.

Over 2.543%

Model-estimated probability, not odds.

BTTS69%

Model-estimated probability, not odds.

A probability is an estimated chance from the local model context. It is not an outcome promise and is not bookmaker odds.

Market intelligence

Goals, corners and discipline signals

A separate explanation layer for match markets. These signals do not change Analysis Engine V1 and are not bookmaker odds.

Goals outlook

Active

V1 expects 2.5 total goals. Local team samples average 2.39 total goals in matches involving these sides.

Over 1.580%
Over 2.543%
BTTS69%

1X2 balance

Active

The winner market remains separated from goals markets, so a high goal signal does not automatically mean a strong home or away call.

Home37%
Draw30%
Away33%

Corners outlook

Source verified

Sportmonks returned corner statistics in the access audit. Per-team corner trends are not available for this fixture yet.

Cards and possession

Source verified

Sportmonks returned yellow cards, red cards and ball-possession statistics in the access audit. Match-specific trend import is pending.

Risk review

Risk and uncertainty signals

Short caution signals that explain why the analysis remains measured. These do not change the V1 prediction.

Draw tendency sample

29%

Combined draw share across both team samples.

Model draw probability30%

V1 draw estimate shown for transparency.

Confidence caution

Cautious

Low-confidence analysis should avoid strong wording.

Confidence33%

Manual publication remains required.

Historical sample context

76 matches

Current-season form will appear separately after Sportmonks current-season imports are expanded.

Historical team baseline

Longer-term profile from completed local datasets: 2025/2026. Current-season signals appear separately when Sportmonks match data is available.

AtalantaMetricBologna
1.55
Overall PPG
1.47
1.34
Goals for
1.29
0.95
Goals against
1.21
38
Sample
38

Atalanta form

LDWLD

PPG 1.55 - GF 51 - GA 36

Bologna form

LDWWD

PPG 1.47 - GF 49 - GA 46

Atalanta win rate39%
Bologna win rate42%
Draw share sample29%

Home team signal

Atalanta

LDWLD

Points profile

1.55 PPG

15W 14D 9L sample

Goals for

1.34

51 scored across local sample

Goals against

0.95

36 conceded across local sample

Win share39%
Draw share37%
Loss share24%

Away team signal

Bologna

LDWWD

Points profile

1.47 PPG

16W 8D 14L sample

Goals for

1.29

49 scored across local sample

Goals against

1.21

46 conceded across local sample

Win share42%
Draw share21%
Loss share37%

Match timeline

Key match events

Goals, cards, VAR and substitutions appear only when verified Sportmonks event data exists locally.

Related intelligence

  • 1Viborg FF vs Odense BK2026-07-24 17:00:00Superliga
  • 2AGF vs Brøndby IF2026-07-25 16:00:00Superliga
  • 3Sønderjyske Fodbold vs FC Midtjylland2026-07-26 12:00:00Superliga
  • 4FC København vs Lyngby Boldklub2026-07-26 14:00:00Superliga