ABH 0-2 AL- · 64% ALD 0-1 NEO · 49% KON 1-2 GAL · 54% LEH 0-2 PAR · 64% NIC 1-2 REN · 50% BOD 1-2 VIK · 46% LYN 1-1 RAN · 41% ALS 1-2 AL- · 56% SVE 1-2 FSV · 46% ZUL 0-2 CLU · 62% VIL 2-1 ESP · 56% SHE 2-1 WRE · 48% LIL 2-1 LEN · 50% CAS 0-2 SPO · 66% ABH 0-2 AL- · 64% ALD 0-1 NEO · 49% KON 1-2 GAL · 54% LEH 0-2 PAR · 64% NIC 1-2 REN · 50% BOD 1-2 VIK · 46% LYN 1-1 RAN · 41% ALS 1-2 AL- · 56% SVE 1-2 FSV · 46% ZUL 0-2 CLU · 62% VIL 2-1 ESP · 56% SHE 2-1 WRE · 48% LIL 2-1 LEN · 50% CAS 0-2 SPO · 66%
Serie A · Regular Season - 9 Oct 25, 2026 · 14:00 · UTC New Balance Arena, Bergamo Match Finished · 90'

Atalanta
vs
Frosinone.

Quick answer

Who will win Atalanta vs Frosinone?

Final score: Atalanta 4–4 Frosinone. Before kickoff, 5 of 10 AI models pick Atalanta to win (50%); the consensus was wrong. The AI predicted score was 2–1.

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

Head-to-head history → Atalanta form Frosinone form

10 AI models read this match. The plurality on 1X2 leans toward Atalanta (5 of 10 models). The mean predicted score (rounded from all models) is 2–1 at 50% 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 Frosinone stand right now
— Consensus

Where the panel lands.

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

Atalanta win 50%

5 / 10 models

Draw 10%

1 / 10 models

Frosinone win 40%

4 / 10 models

— Model breakdown

10 picks. Receipts attached.

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

#
Model
Pick
Score
Conf.
Reasoning
01
GPT-5.6 Luna
Atalanta win
2–1
58%
Atalanta’s home advantage and Krstović’s scoring form outweigh their defensive absences, but Frosinone’s stronger 4W-1D-2L start and Raimondo’s seven goals make a narrow contest likely.
02
Claude Sonnet 5
Atalanta win
2–1
46%
Atalanta struggling defensively and with injuries but at home vs weaker roster; Frosinone's Raimondo in form keeps it close and open.
03
Gemini 3.8 Flash
Draw
1–1
51%
Atalanta are severely depleted in defense with key injuries, while in-form Frosinone boast Antonio Raimondo in sharp scoring touch. An evenly contested draw is likely.
04
Grok 4.6
Frosinone win
1–2
48%
Atalanta’s many absentees and LLLWL form contrast Frosinone’s 4W start and Raimondo’s 7 goals; Bergamo edge is blunted.
05
DeepSeek V4 Pro
Frosinone win
1–2
47%
Frosinone's form (4W 1D 2L) and Raimondo's 7 goals outweigh Atalanta's poor run of LLLWL and seven absentees; away edge in an open game.
06
Qwen 3.8 Max
Frosinone win
1–2
38%
Atalanta's defensive crisis (Hien, Kossounou, Scalvini, Kolasinac all out) and poor form (LLLWL) face Frosinone's in-form attack led by Raimondo (7 goals). Home quality still yields a goal but Frosinone edge it.
07
Mistral Medium 3.5
Frosinone win
1–2
60%
Atalanta missing 6 key defenders/midfielders; Frosinone in better form (WDWLW) with Raimondo (7G) and Kvernadze (3G) on fire.
08
Kimi K3
Atalanta win
2–1
55%
Atalanta's home dominance in H2H (5-0, 4-0) and Bergamo venue edge outweigh Frosinone's better form; both defenses concede, so a narrow 2-1 home win fits best.
09
GLM 5.3
Atalanta win
2–1
52%
Atalanta's form is poor (LLLWL) and injuries bite, but home venue, Krstović scoring, and dominant H2H at Bergamo edge it; Frosinone's in-form Raimondo and solid away record keep it tight.
10
MiMo V2.6 Pro
Atalanta win
2–1
47%
Atalanta's Bergamo form is poor (LLLWL) and injuries hit defense, but Frosinone's Raimondo-led attack meets a home side needing points; H2H shows Atalanta scoring heavily at home.
— Scoreline frequency

How often each scoreline showed up.

5 of 10 models settled on 2–1. That convergence is a strong scoreline signal—many fixtures fan out wider across the panel.

  • 2–1
    5 models
  • 1–2
    4 models
  • 1–1
    1 model

Live match centre

Full-time
Atalanta
Nikola Krstović 14', 45'
Éderson José dos Santos 33' (pen)
Elif Elmas 50'
4–4
Frosinone
Romano Schmid 1', 17'
Giacomo Calò 48'
Aleksa Terzić 82'
Pro

Momentum, live stats, xG, player ratings and every event, minute by minute.

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Bookmakers vs the AI panel

Bet365 · 1.85 / 4.20 / 3.50
Atalanta Market 51% · AI 58%
Draw Market 22% · AI 8%
Frosinone Market 27% · AI 33%

Grey: bookmaker prices as probabilities, margin removed. Lime: share of the 12 AI models picking each result.

Team news

Confirmed lineups: Atalanta vs Frosinone

Atalanta

4-2-3-1
M. Sarri
90 N. Krstović
90 Krstović
11 J. Rowe
11 Rowe
17 C. De Ketelaere
17 Ketelaere
99 E. Elmas
99 Elmas
70 G. Gaetano
70 Gaetano
13 Éderson
13 Éderson
77 D. Zappacosta
77 Zappacosta
40 R. Obrić
40 Obrić
31 T. Kristensen
31 Kristensen
16 R. Bellanova
16 Bellanova
29 M. Carnesecchi
29 Carnesecchi

Bench: M. Plaia, N. Zalewski, M. Sportiello, M. Sonzogni, G. Scamacca, L. Samardžić, Mario Pasalic, J. Idele, L. Bernasconi

Frosinone

4-2-3-1
M. Alvini
9 A. Raimondo
9 Raimondo
17 G. Kvernadze
17 Kvernadze
10 R. Schmid
10 Schmid
7 F. Ghedjemis
7 Ghedjemis
73 P. Masini
73 Masini
14 G. Calò
14 Calò
79 G. Bracaglia
79 Bracaglia
3 G. Calvani
3 Calvani
2 G. Cittadini
2 Cittadini
20 A. Oyono
20 Oyono
22 L. Palmisani
22 Palmisani

Bench: W. Amey, T. Bobček, D. Bîrligea, Matteo Cichella, S. Desplanches, A. El Azzouzi, Omar Fayed, S. Fini, L. Hasa, I. Monterisi, M. Pisseri, E. Tchato, A. Terzić, K. Akpoguma, A. Zerbin

Season data

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

Atalanta

4-3-3
W-D-L
3-1-4
Goals
14-15
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'

Frosinone

4-2-3-1
W-D-L
5-2-2
Goals
22-14
Clean sheets
2
Failed to score
2
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'

Key players · Atalanta

  • N. Krstović 6 G · 2 A · 8 apps

Key players · Frosinone

  • A. Raimondo 7 G · 0 A · 8 apps
  • R. Schmid 2 G · 3 A · 8 apps
  • G. Kvernadze 3 G · 1 A · 8 apps

Top scorers · Serie A

  1. 1 Gustavo Varela Monza 8
  2. 2 D. Malen AS Roma 7
  3. 3 A. Raimondo Frosinone 7
  4. 4 N. Krstović Atalanta 6
  5. 5 M. Thuram Inter 5
Venue New Balance Arena, Bergamo
Referee Livio Marinelli
New at Atalanta J. Rowe (Bologna), T. Pompei (Cosenza), F. Kessié (Al-Ahli Jeddah)
New at Frosinone T. Bobček (Lechia Gdansk), D. Bîrligea (FCSB), E. Tchato (Montpellier)
— Aggregated insights

What’s moving the panel.

01
Consensus favors Atalanta

50% of models lean home — the clearest cluster on this fixture before kickoff.

02
Medium confidence

Mean 50% across the panel with real dispersion — compare unanimous calls vs split tickets in the model table.

03
xG tilt 1.50 vs 1.40

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 Frosinone Expected total Lean Actual
Corners 6.3 5.6 11.9 Over 11.5 53% 17 hit Ask AI
Yellow cards 1.4 2.5 3.8 Over 3.5 53% 5 hit Ask AI
Shots 16.2 14.3 30.5 Under 30.5 51% 46 miss Ask AI
Shots on target 4.7 4.9 9.6 Under 9.5 51% 19 miss Ask AI

Sample: 10 matches per side. Over the last 90 days the corners lean hit 55% of 249 graded matches, cards 58% of 250. Probabilities are Poisson estimates for information only.

Result check

Actual Draw · AI Atalanta win

1X2: Miss Score: Off
— 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
I. Hien — Muscle Injury F. Kessie — Calf Injury S. Kolasinac — Thigh Injury O. Kossounou — Thigh Injury G. Raspadori — Thigh Injury G. Scalvini — Thigh Injury K. Sulemana — Knee Injury
Frosinone
#6 · 14 PTS · GD +4
Last 5
W D W L W
15 GF · 11 GA
Recent fixtures
  • Lecce 5-1 W
  • Atalanta 4-4 D
  • Sassuolo 4-2 W
  • Napoli 3-0 L
  • Benevento 2-1 W
Team news
F. Grillitsch — Thigh Injury
— Head to head

Last five meetings.

ATA 1 · D 1 · FRO 1

ATA VS FRO
4-4
DRAW
Oct 25, 2026
ATA VS FRO
5-0
HOME WIN
Jan 15, 2024
FRO VS ATA
2-1
HOME WIN
Aug 26, 2023

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 50% of models side with Atalanta, treat that as the default script unless late team news breaks the assumptions.
  • Watch the draw lane at 10% — 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
~50%
implied lean
Draw
~10%
implied lean
Frosinone
~40%
implied lean

Over / under prediction (totals)

Model-derived xG sums to 2.90 goals in expectation. A notional totals line near 3.2 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 2.90 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 Frosinone 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 - 1; 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 50% / 10% / 40% home, draw, and away (rounded).

If you are asking who will win Atalanta vs Frosinone, 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.