Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.
shared result series
164
distinct benchmarks
18
latest retrieval
2026-10-15
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Specifications
General specifications
Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.
Specifications for Gemini 3.1 Pro Preview and Muse Wonder
The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.
API pricing for Gemini 3.1 Pro Preview and Muse Wonder
Key to the marks:better valuebetter, but not conclusivetie
Pricing by provider
Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.
No provider tariff for Muse Wonder is available in the stored OpenRouter snapshot. The official direct price is still shown.
Provider pricing for Gemini 3.1 Pro Preview and Muse Wonder
Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.
Capability profile from matched benchmarks
Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.
Not enough directly matched categories for a reliable radar
Only 0 of at least 5 categories have comparable, direct model measurements. The benchmark tables below show the available evidence without filling missing axes.
Gemini 3.1 Pro PreviewMuse Wonder
BioMysteryBenchOverall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview60 %
Muse WonderHigher measured value67.037 %
Code MigrationOverall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview17.313 %
Muse WonderHigher measured value62.552 %
EMBOverall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview52.616 %
Muse WonderHigher measured value67.084 %
Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview42.982 %
Muse WonderHigher measured value56.637 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview0 %
Muse WonderHigher measured value17.083 %
IOIOverall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview51.833 %
Muse WonderHigher measured value66.944 %
Legal Research BenchOverall · All-pass. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview20.673 %
Muse WonderHigher measured value50.481 %
LMArena Code Arena WebDevOverall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview1,446.702
Muse WonderHigher measured value1,650.947
LMArena Text, Style ControlOverall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview1,487.081
Muse WonderHigher measured value1,512.671
MysteryMechanismOverall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview20.721 %
Muse WonderHigher measured value27.477 %
ProofBenchOverall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview26 %
Muse WonderHigher measured value84 %
Public Benefits Bench v1.1Overall. Higher is better. Test setup not documented as identical
Gemini 3.1 Pro Preview53.789 %
Muse WonderHigher measured value70.23 %
Key to the marks:better valuebetter, but not conclusivetie
Benchmark scores for Gemini 3.1 Pro Preview and Muse Wonder
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Code Arena WebDev Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDevGemini 3.1 Pro Preview: Arena rating from 24,269 published pairwise votes.Muse Wonder: Arena rating from 1,228 published pairwise votes.
1,446.702
95% confidence interval: ±5.05The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,650.947
95% confidence interval: ±18.263The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Text, style control Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style controlGemini 3.1 Pro Preview: Arena rating from 126,781 published pairwise votes.Muse Wonder: Arena rating from 1,944 published pairwise votes.
1,487.081
95% confidence interval: ±2.968The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,512.671
95% confidence interval: ±13.236The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Code Arena WebDev Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDevGemini 3.1 Pro Preview: Arena rating from 24,269 published pairwise votes.Muse Wonder: Arena rating from 1,228 published pairwise votes.
1,446.702
95% confidence interval: ±5.05The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,650.947
95% confidence interval: ±18.263The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
LMArena Text, Style ControlBusiness, management and financeTest details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Text, style control Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style controlGemini 3.1 Pro Preview: Arena rating from 24,612 published pairwise votes.Muse Wonder: Arena rating from 338 published pairwise votes.
1,478.192
95% confidence interval: ±5.014The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,500.247
95% confidence interval: ±30.856The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Code Arena WebDev Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDevGemini 3.1 Pro Preview: Arena rating from 2,627 published pairwise votes.Muse Wonder: Arena rating from 158 published pairwise votes.
1,488.881
95% confidence interval: ±12.241The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,721.908
95% confidence interval: ±51.47The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Text, style control Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style controlGemini 3.1 Pro Preview: Arena rating from 34,861 published pairwise votes.Muse Wonder: Arena rating from 487 published pairwise votes.
1,521.408
95% confidence interval: ±4.574The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,557.956
95% confidence interval: ±26.189The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Code Arena WebDev Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDevGemini 3.1 Pro Preview: Arena rating from 18,317 published pairwise votes.Muse Wonder: Arena rating from 787 published pairwise votes.
1,438.193
95% confidence interval: ±5.608The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,637.813
95% confidence interval: ±23.199The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Text, style control Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style controlGemini 3.1 Pro Preview: Arena rating from 23,465 published pairwise votes.Muse Wonder: Arena rating from 427 published pairwise votes.
1,480.912
95% confidence interval: ±5.336The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,485.682
95% confidence interval: ±29.474The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.1 Pro Preview: Snapshot: gemini-3.1-pro-preview, Harness: Arena Text, style control Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style controlGemini 3.1 Pro Preview: Arena rating from 55,799 published pairwise votes.Muse Wonder: Arena rating from 802 published pairwise votes.
1,490.199
95% confidence interval: ±3.939The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,523.395
95% confidence interval: ±20.831The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Your workload, budget, and required context length matter most. A coding benchmark says little about visual understanding or agent performance.
The standard price table uses direct developer rates. The provider comparison labels OpenRouter endpoints, regions, and special tariffs separately.
Every result links to its measurement source and retrieval date. Labels distinguish vendor reports, official benchmark leaderboards, and independent evaluations. Disputed or archived results are excluded.
More matchups
Related LLM comparisons
Compare Gemini 3.1 Pro Preview and Muse Wonder with other leading models using the same data and benchmark logic.