Gemini 3.1 Pro Preview Benchmark Details

Gemini 3.1 Pro Preview currently shows benchmark results led by GPQA Diamond (3 / 187, score 94.30), LiveCodeBench (3 / 123, score 91.70), LiveBench (3 / 115, score 79.93). This page also compares it with 2 competitor models and 3 predecessor or same-series models, including performance and pricing views when available. 3 source links are attached for reference.

Benchmark Results

Gemini 3.1 Pro Preview

Benchmark Results

General Knowledge

7 evaluations

Benchmark / mode

Score

Rank/total

GPQA Diamond

High

94.30

3 / 187

MMLU

High

92.60

3 / 66

LiveBench

High

79.93

3 / 115

ARC-AGI-2

High

77.10

9 / 62

HLE

High

44.40

45 / 172

HLE

HighTools

51.40

22 / 172

ARC-AGI-3

High

6 / 9

Coding and Software Engineer

4 evaluations

Benchmark / mode

Score

Rank/total

LiveCodeBench

HighTools

91.70

3 / 123

SWE-bench Verified

HighTools

80.60

11 / 112

SWE-Bench Pro - Public

HighTools

54.20

32 / 54

DeepSWE

HighTools

20 / 20

Multimodal Understanding

3 evaluations

Benchmark / mode

Score

Rank/total

CharXiv RQ

Thinking Enabled

83.30

7 / 8

CharXiv RQ

Thinking EnabledTools

83.20

8 / 8

MMMU

High

80.50

12 / 29

Common Sense Reasoning

1 evaluations

Benchmark / mode

Score

Rank/total

Simple Bench

Standard Mode

79.60

2 / 63

Agent Level Benchmark

2 evaluations

Benchmark / mode

Score

Rank/total

τ²-Bench - Telecom

HighTools

99.30

1 / 35

τ²-Bench

HighTools

90.80

2 / 43

Math and Reasoning

3 evaluations

Benchmark / mode

Score

Rank/total

FrontierMath

High

36.90

11 / 60

FrontierMath - Tier 4

Standard Mode

16.70

20 / 80

FrontierMath - Tier 4

High

16.70

20 / 80

AI Agent - Information Search

1 evaluations

Benchmark / mode

Score

Rank/total

BrowseComp

HighToolsInternet

85.90

5 / 53

AI Agent - Tool Usage

5 evaluations

Benchmark / mode

Score

Rank/total

MCP-Atlas

HighTools

78.20

9 / 27

OSWorld-Verified

Thinking EnabledTools

76.20

11 / 24

TerminalBench 2.1

HighTools

73.80

17 / 28

Terminal Bench 2.0

HighTools

68.50

8 / 47

MLE-Bench

Thinking EnabledTools

42.60

3 / 3

Claw-style Agent Evaluation

1 evaluations

Benchmark / mode

Score

Rank/total

Pinch Bench

Thinking EnabledTools

86.70

10 / 37

Productivity Knowledge

1 evaluations

Benchmark / mode

Score

Rank/total

GDPval-AA v2

Thinking Enabled

965

5 / 5

Other

2 evaluations

Benchmark / mode

Score

Rank/total

GDM-MRCR v2 (8-needle, 128K)

Thinking Enabled

84.90

2 / 3

GDM-MRCR v2 (8-needle, 1M)

Thinking Enabled

26.30

3 / 3

Compare with other models

Competitor Comparison

Benchmark scores for Gemini 3.1 Pro Preview compared against top models in its class

Gemini 3.1 Pro PreviewClaude Opus 4.6 GPT-5.3

Benchmark categories:

The chart shows each model’s highest score per benchmark within the current filter. Out-of-100 benchmarks use raw heights; out-of-range benchmarks are scaled within that benchmark while labels keep the original scores.

12 benchmarks with comparable scores. Each model shows its best score; mode label is displayed below.

Benchmark	Gemini 3.1 Pro PreviewCurrent	Claude Opus 4.6
ARC-AGI-2 综合评估	77.10Thinking Level · High	66.30Extended Thinking
GPQA Diamond 综合评估	94.30Thinking Level · High	91.31Extended Thinking
HLE 综合评估	51.40Thinking Level · High ｜ Tools	53.00Extended Thinking ｜ Tools
LiveBench 综合评估	79.93Thinking Level · High	76.33Thinking Level · High
MMLU 综合评估	92.60Thinking Level · High	91.05Extended Thinking
LiveCodeBench 编程与软件工程	91.70Thinking Level · High ｜ Tools	76.00Extended Thinking
SWE-bench Verified 编程与软件工程	80.60Thinking Level · High ｜ Tools	80.84Extended Thinking ｜ Tools
MMMU 多模态理解	80.50Thinking Level · High	77.30Extended Thinking ｜ Tools
Simple Bench 常识推理	79.60Standard Mode	67.60Standard Mode
τ²-Bench Agent能力评测	90.80Thinking Level · High ｜ Tools	91.89Extended Thinking ｜ Tools
τ²-Bench - Telecom Agent能力评测	99.30Thinking Level · High ｜ Tools	99.25Extended Thinking ｜ Tools
FrontierMath 数学推理	36.90Thinking Level · High	40.70Thinking Level · High

6 additional benchmarks remain in the chart above.

Standard API Pricing: Gemini 3.1 Pro Preview vs. Peer Models

Shows standard text input and output pricing side by side for each model. If extended-context pricing exists, the chart keeps the base rate and explains the threshold below.

Source: DataLearnerAI. Standard text prices shown here use the default supplier. · USD / 1M tokens

When a context threshold exists, the charted base price only applies within these limits:

Gemini 3.1 Pro Preview: Base price applies to <= 200K

Claude Opus 4.6: Base price applies to <= 200K

Model	Supplier	Standard input	Standard output	Base price applies to
Gemini 3.1 Pro Preview	Google Deep Mind	$2 / 1M tokens	$12 / 1M tokens	<= 200K
Claude Opus 4.6	Anthropic	$5 / 1M tokens	$25 / 1M tokens	<= 200K

Version History

How each version of the Gemini 3.1 Pro Preview series stacks up on benchmark tests

Gemini 3.1 Pro PreviewGemini 3.0 Pro (Preview 11-2025)Gemini 2.5-Pro Gemini 2.5 Pro Experimental 03-25

Benchmark categories:

12 benchmarks with comparable scores. Each model shows its best score; mode label is displayed below.· Click a row to view its trend chart.

Benchmark	Gemini 3.1 Pro PreviewCurrent	Gemini 3.0 Pro (Preview 11-2025)	Gemini 2.5-Pro	Gemini 2.5 Pro Experimental 03-25
ARC-AGI-2 综合评估	77.10Thinking Level · High	45.10Thinking Enabled	4.90Thinking Enabled	--
GPQA Diamond 综合评估	94.30Thinking Level · High	93.80Thinking Enabled	86.40Thinking Enabled	84.00Standard Mode
HLE 综合评估	51.40Thinking Level · High ｜ Tools	45.80Thinking Level · High ｜ Tools	21.60Thinking Enabled	18.80Standard Mode
LiveBench 综合评估	79.93Thinking Level · High	73.39Thinking Level · High	58.33Thinking Level · High	--
LiveCodeBench 编程与软件工程	91.70Thinking Level · High ｜ Tools	92.00Thinking Enabled	77.10Standard Mode	70.40Standard Mode
SWE-bench Verified 编程与软件工程	80.60Thinking Level · High ｜ Tools	76.20Thinking Enabled	67.20Thinking Enabled	63.80Standard Mode
MMMU 多模态理解	80.50Thinking Level · High	--	82.00Thinking Enabled	--
Simple Bench 常识推理	79.60Standard Mode	76.40Thinking Enabled	62.40Thinking Enabled	51.60Standard Mode
τ²-Bench Agent能力评测	90.80Thinking Level · High ｜ Tools	85.40Thinking Enabled ｜ Tools	--	--
τ²-Bench - Telecom Agent能力评测	99.30Thinking Level · High ｜ Tools	98.00Thinking Level · High ｜ Tools	54.00Thinking Enabled ｜ Tools	--
FrontierMath 数学推理	36.90Thinking Level · High	38.00Thinking Enabled	11.00Standard Mode	--
FrontierMath - Tier 4 数学推理	16.70Standard Mode	18.80Thinking Enabled	2.10Standard Mode	4.20Standard Mode

4 additional benchmarks remain in the chart above.

Single-Benchmark Version Trend

Viewing: ARC-AGI-2 · 综合评估

Benchmark

NormalNormal + ToolsThinkingThinking + ToolsDeepDeep + Tools

X-axis shows model and release date, Y-axis shows score; solid lines connect the same mode across versions, while dotted guides align modes within the same generation.

Standard API Pricing Across the Gemini 3.1 Pro Preview Series

Shows standard text input and output pricing side by side for each model. If extended-context pricing exists, the chart keeps the base rate and explains the threshold below.

Source: DataLearnerAI. Standard text prices shown here use the default supplier. · USD / 1M tokens

When a context threshold exists, the charted base price only applies within these limits:

Gemini 3.1 Pro Preview: Base price applies to <= 200K

Gemini 3.0 Pro (Preview 11-2025): Base price applies to <= 200000

Gemini 2.5-Pro: Base price applies to <= 200000

Model	Supplier	Standard input	Standard output	Base price applies to
Gemini 3.1 Pro Preview	Google Deep Mind	$2 / 1M tokens	$12 / 1M tokens	<= 200K
Gemini 3.0 Pro (Preview 11-2025)	Google Deep Mind	$2 / 1M tokens	$12 / 1M tokens	<= 200000
Gemini 2.5-Pro	Google Deep Mind	$1.25 / 1M tokens	$10 / 1M tokens	<= 200000

Sources

blog.googleblog.google arcprize.orgarcprize.org epoch.aiepoch.ai