CHE 2-1 MAN · 51% LIN 0-1 BIR · 51% NOR 2-1 WAT · 43% STO 2-0 PRE · 59% LEV 0-2 ATL · 62% KOC 1-0 RIZ · 48% ALT 0-1 AL- · 54% BOL 2-1 MON · 51% BAY 2-1 VFB · 55% FCA 1-1 SCF · 44% BOR 2-1 SCP · 44% WER 2-1 189 · 45% FCS 0-2 RBL · 58% AL- 1-1 AL- · 41% CHE 2-1 MAN · 51% LIN 0-1 BIR · 51% NOR 2-1 WAT · 43% STO 2-0 PRE · 59% LEV 0-2 ATL · 62% KOC 1-0 RIZ · 48% ALT 0-1 AL- · 54% BOL 2-1 MON · 51% BAY 2-1 VFB · 55% FCA 1-1 SCF · 44% BOR 2-1 SCP · 44% WER 2-1 189 · 45% FCS 0-2 RBL · 58% AL- 1-1 AL- · 41%
Serie A · Regular Season - 10 New Balance Arena, Bergamo Not Started

Atalanta
vs
Parma.

Quick answer

Who will win Atalanta vs Parma?

10 of 10 AI models pick Atalanta to win (100%). The mean predicted score is 2–0 at 59% average confidence (medium).

Consensus of independent AI models on TuringStats, updated before kickoff. Not betting advice.

Head-to-head history → Atalanta form Parma form

All 10 AIs agree. When the whole council agrees, it has been right 62% of the time (775 matches).

10 AI models read this match. The plurality on 1X2 leans toward Atalanta (10 of 10 models). The mean predicted score (rounded from all models) is 2–0 at 59% mean confidence (Medium band) — see the strip and table below.

Who do you think will win?

Vote before kick-off and compare with AI

Serie A table Where Atalanta and Parma stand right now
— Consensus

Where the panel lands.

Vote share across models. Read this strip first, then the line-by-line table.

Atalanta win 100%

10 / 10 models

Draw 0%

0 / 10 models

Parma win 0%

0 / 10 models

— Model breakdown

10 picks. Receipts attached.

Line-by-line comparison of each system’s call.

#
Model
Pick
Score
Conf.
Reasoning
01
GPT-6 Luna
Atalanta win
2–0
67%
Atalanta’s home advantage and Krstović’s six goals provide a stronger attacking platform, while Parma have scored only five times and failed to score in half their matches. Parma’s defensive record also supports a controlled home win.
02
Claude Sonnet 5.5
Atalanta win
2–0
60%
Parma struggling badly (1W-1D-6L, scored only 5), Atalanta strong at home with Krstović in form; recent H2H at Bergamo also favored Atalanta heavily.
03
Gemini 3.8 Flash
Atalanta win
2–0
62%
Parma have struggled for goals, failing to score in half their games, while Atalanta possess superior firepower led by Krstovic at home.
04
Grok 4.7
Atalanta win
2–0
52%
Parma have 5 goals and 4 blanks in 8 games with no clean sheets; Atalanta home and Krstović form support a two-goal win despite mixed Atalanta results.
05
DeepSeek V4 Pro
Atalanta win
2–0
61%
Parma have lost 6 of 8, failed to score in half their games, and concede heavily away; Atalanta beat them 4-0 in January and have a stronger attack.
06
Qwen 3.8 Max
Atalanta win
2–0
52%
Parma's dire attack (5 goals in 8, failed to score 4 times) and zero clean sheets favour Atalanta at home, despite Atalanta's own shaky form.
07
Meta Muse Spark 1.3
Atalanta win
2–0
62%
Atalanta score well via Krstovic at home; Parma have 5 goals in 9 and failed to score 5 times. Recent 4-0 H2H supports home control.
08
Kimi K3
Atalanta win
2–0
58%
Atalanta's attack (14 goals, Krstović 6) faces Parma's weak away form (1W 6L, 5 scored, 0 clean sheets). H2H shows Atalanta dominance at home (4-0 last meeting). Parma's late goals (40% after 75') suggest resistance, but Atalanta's quality should secure a clean sheet win.
09
GLM 5.3
Atalanta win
2–0
60%
Parma's away struggles are severe: 1W, 5 goals, 0 clean sheets. Atalanta shaky (LLWLD) but Krstović scoring and recent 4-0 H2H home win support a comfortable home victory.
10
MiMo V2.6 Pro
Atalanta win
2–0
52%
Parma have 1W-1D-6L, 5 goals, 4 blanks and no clean sheets; Atalanta's Bergamo form and Krstović's 6 goals should decide it despite Hien's absence and Atalanta's own wobbles.
— Scoreline frequency

How often each scoreline showed up.

10 of 10 models settled on 2–0. That convergence is a strong scoreline signal—many fixtures fan out wider across the panel.

  • 2–0
    10 models

Bookmakers vs the AI panel

Bet365 · 1.50 / 4.50 / 6.00
Atalanta Market 63% · AI 100%
Draw Market 21% · AI 0%
Parma Market 16% · AI 0%

Grey: bookmaker prices as probabilities, margin removed. Lime: share of the 11 AI models picking each result.

Team news

Predicted lineups: Atalanta vs Parma

Each side's last starting XI, with players ruled out of this match marked. The confirmed lineups replace this about an hour before kickoff.

Atalanta

4-2-3-1 · XI v Fiorentina, 29 Oct
M. Sarri
90 N. Krstović
90 Krstović
59 N. Zalewski
59 Zalewski
70 G. Gaetano
70 Gaetano
47 L. Bernasconi
47 Bernasconi
40 R. Obrić
40 Obrić
Doubt
31 T. Kristensen
31 Kristensen
77 D. Zappacosta
77 Zappacosta
29 M. Carnesecchi
29 Carnesecchi
99 E. Elmas
99 Elmas
13 Éderson
13 Éderson
17 C. De Ketelaere
17 Ketelaere

Parma

3-5-2 · XI v Udinese, 28 Oct
A. Gilardino
19 E. Touré
19 Touré
9 D. Romero
9 Romero
29 F. Carboni
29 Carboni
16 M. Keita
16 Keita
4 V. Sierro
4 Sierro
10 Adrián Bernabé
10 Bernabé
27 S. Britschgi
27 Britschgi
72 D. Drobnic
72 Drobnic
37 M. Troilo
37 Troilo
15 E. Del Prato
15 Prato
30 G. Daffara
30 Daffara

Season data

Serie A numbers for both sides, when they score and the players who carry them.

Atalanta

4-3-3
W-D-L
3-2-4
Goals
16-17
Clean sheets
1
Failed to score
1
Best win run
2
Penalties
1/1
When they score
15'30'45'60'75'90'
When they concede
15'30'45'60'75'90'

Parma

3-4-2-1
W-D-L
1-2-6
Goals
5-15
Clean sheets
1
Failed to score
5
Best win run
1
Penalties
0/1
When they score
15'30'45'60'75'90'
When they concede
15'30'45'60'75'90'

Key players · Atalanta

  • N. Krstović 6 G · 2 A · 9 apps
  • C. De Ketelaere 1 G · 3 A · 9 apps
  • N. Zalewski 1 G · 3 A · 7 apps

Key players · Parma

  • No player in the competition's top scorers or assisters.

Top scorers · Serie A

  1. 1 A. Raimondo Frosinone 8
  2. 2 Gustavo Varela Monza 8
  3. 3 D. Malen AS Roma 7
  4. 4 N. Krstović Atalanta 6
  5. 5 M. Thuram Inter 5
Venue New Balance Arena, Bergamo
New at Atalanta J. Rowe (Bologna), T. Pompei (Cosenza), F. Kessié (Al-Ahli Jeddah)
New at Parma V. Sierro (Al Shabab), S. Ghidotti (Sampdoria), Diego Carlos (Fenerbahçe)
— Aggregated insights

What’s moving the panel.

01
Consensus favors Atalanta

100% of models lean home — the clearest cluster on this fixture before kickoff.

02
Medium confidence

Mean 59% across the panel with real dispersion — compare unanimous calls vs split tickets in the model table.

03
xG tilt 2.00 vs 0.00

Derived from predicted scorelines (model means), not live match data — useful for pace vs vote-share sanity checks.

04
Match context

Expected-goals tilt and home-field rhythm (see xG on this page) usually explain whether the game stays open or compresses late.

Ask the Council about this match

Pro

10 AI models vote yes or no with this match's last-5 form, head-to-head, live status and the model picks above attached — not from memory. Then keep asking the same council follow-ups.

Match stats forecast

Corners, cards and shots from each side's last 10 matches at this venue, blended with the league average. Pure statistics, not an AI vote.

No AI
Metric Atalanta Parma Expected total Lean
Corners 5.4 3.4 8.8 Over 8.5 52% Ask AI
Yellow cards 1.1 1.1 2.2 Under 2.5 62% Ask AI
Shots 15.9 8.8 24.7 Over 24.5 51% Ask AI
Shots on target 4.9 2.9 7.7 Over 7.5 51% Ask AI

Sample: 10 matches per side. Over the last 90 days the corners lean hit 56% of 256 graded matches, cards 59% of 257. Probabilities are Poisson estimates for information only.

— Match context

Form, history, team news.

Atalanta
#11 · 10 PTS · GD -1
Last 5
D D L L W
11 GF · 12 GA
Recent fixtures
  • Fiorentina 2-2 D
  • Frosinone 4-4 D
  • Ajax 2-0 L
  • AC Milan 3-2 L
  • Pafos 3-1 W
Team news
R. Bellanova — Thigh Injury I. Hien — Muscle Injury F. Kessie — Calf Injury S. Kolasinac — Thigh Injury O. Kossounou — Thigh Injury G. Raspadori — Thigh Injury G. Scamacca — Thigh Injury T. Kristensen — Injury
Parma
#19 · 4 PTS · GD -10
Last 5
D L L L W
3 GF · 9 GA
Recent fixtures
  • Udinese 0-0 D
  • Lazio 2-1 L
  • Torino 0-3 L
  • Inter 3-0 L
  • Genoa 2-1 W
Team news
N. Elphege — Illness L. Valenti — Coach's decision
— Head to head

Last five meetings.

ATA 3 · D 1 · PAR 1

ATA VS PAR
4-0
HOME WIN
Jan 25, 2026
PAR VS ATA
1-1
DRAW
Aug 30, 2025
ATA VS PAR
2-3
AWAY WIN
May 25, 2025
PAR VS ATA
1-3
AWAY WIN
Nov 23, 2024
PAR VS ATA
2-5
AWAY WIN
May 9, 2021

Confidence trend

Cumulative average confidence in table order.

First model Last model

Betting tips (AI-signal view)

Educational only — not financial advice. We summarize how the AI picks cluster so you can cross-check with your own staking plan.

  • Lean with the plurality: when 100% of models side with Atalanta, treat that as the default script unless late team news breaks the assumptions.
  • Watch the draw lane at 0% — tight Serie A games often compress toward stalemates when both midfields win the second-ball.
  • If you chase “best bets today” narratives, require alignment between the headline pick and the score-frequency table; conflicting signals usually mean thinner edge.

Odds & analysis (implied probabilities)

Implied fair percentages from the model vote share (normalized to 100%) approximate how a balanced market might price the 1X2 if it mirrored this panel — useful for odds analysis homework even though we do not quote sportsbook ticks here.

Atalanta
~100%
implied lean
Draw
~0%
implied lean
Parma
~0%
implied lean

Over / under prediction (totals)

Model-derived xG sums to 2.00 goals in expectation. A notional totals line near 2.3 is consistent with that pace (rounded for readability). If your sportsbook posts a similar number, compare juice and live team news before deciding either side of the total.

Handicap prediction (spread-style read)

When Atalanta is priced as the stronger side in the model vote, a −1 handicap narrative only clears if the most common scorelines include multi-goal wins. Cross-check the score-frequency list: if tight one-goal wins dominate, Asian handicaps near pick’em or −0.5 / −0.75 splits often fit the story better than a full −1.5 sell.

BTTS prediction (both teams to score)

With combined offensive weight near 2.00 xG, a heuristic “both teams score” prior lands around 55% yes before defensive adjustments. If several top models forecast clean-sheet pathways, downgrade BTTS enthusiasm even when the raw xG sum looks juicy.

Best bet framing (consensus-led)

Our headline best bet label follows the consensus recommendation: Atalanta win. Pair that with the confidence band (Medium) — high dispersion across models usually argues for smaller stake or pass, even when the headline pick looks tempting for a today prediction card on social.

Match overview

Looking for a today prediction on Atalanta vs Parma in Serie A? TuringStats aggregates multiple AI scorelines into one readable page so you can see who the models favor, the mean predicted score shown in the hero (2 - 0; the frequency chart below lists the most common exact scorelines), and implied splits before kickoff.

This prediction hub is written for readers comparing betting tips-style language with transparent model votes — not a single black-box call. The headline read is Atalanta win, with vote shares roughly 100% / 0% / 0% home, draw, and away (rounded).

If you are asking who will win Atalanta vs Parma, start with the consensus strip and model table, then cross-check form and injuries in Match context further down — that order keeps the strongest signals first.

Explore more

Keep browsing today prediction coverage and league hubs.

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— Journal

Articles linked to these clubs or AI forecasting.

Ask multiple AIs about this match.

10 models vote yes or no with this match's last-5 form, head-to-head, live status and our model picks attached — not from memory. Then ask follow-ups to the same council.