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Head-to-head comparison

Gemini 3.5 Flash vs. Muse Wonder

Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.

shared result series
177
distinct benchmarks
14
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 3.5 Flash and Muse Wonder
AttributeGemini 3.5 FlashMuse Wonder
ProviderGoogleMeta
ReleasedMay 19, 2026Oct 12, 2026
AvailabilityActivePreview
Model typeProprietaryProprietary
ParametersNot publishedNot published
ArchitectureNot publishedNot published
Context window1,048,576 tokens1,048,576 tokens
Knowledge cutoffNot publishedNot published
Technical sourcesModelModel, Context

Pricing

API pricing compared

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 3.5 Flash and Muse Wonder
Price typeGemini 3.5 FlashMuse Wonder
API input$1.5$4
API output$9$20
Cache read$0.15$0.2
Cache write (5 min.)Not listedNot listed
Cache write (1 hr.)Not listedNot listed
Price verified09/22/2026 Source10/15/2026 Source
Gemini 3.5 FlashMuse Wonder
API inputUSD per 1M tokens, base tier
Gemini 3.5 FlashLower price$1.5
Muse Wonder$4
API outputUSD per 1M tokens, base tier
Gemini 3.5 FlashLower price$9
Muse Wonder$20
Cache readUSD per 1M tokens, base tier
Gemini 3.5 FlashLower price$0.15
Muse Wonder$0.2

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 3.5 Flash and Muse Wonder
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Gemini 3.5 FlashGoogleDirect from developerStandard API$1.5$9Source09/22/2026
GoogleVia OpenRoutergoogle-vertex/global$1.5$9Source10/16/2026
GoogleVia OpenRoutergoogle-vertex/global/flexLowest listed price: $0.75Lowest listed price: $4.5Source10/16/2026
GoogleVia OpenRoutergoogle-vertex/global/priority$2.7$16.2Source10/16/2026
GoogleVia OpenRoutergoogle-vertex/us$1.65$9.9Source10/16/2026
Google AI StudioVia OpenRoutergoogle-ai-studio$1.5$9Source10/16/2026
Google AI StudioVia OpenRoutergoogle-ai-studio/flexLowest listed price: $0.75Lowest listed price: $4.5Source10/16/2026
Google AI StudioVia OpenRoutergoogle-ai-studio/priority$2.7$16.2Source10/16/2026
Muse WonderMetaDirect from developerStandard APILowest listed price: $4Lowest listed price: $20Source10/15/2026

Performance

Shared benchmarks

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 3.5 FlashMuse Wonder
Code MigrationOverall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash26.745 %
Muse WonderHigher measured value62.552 %
EMBOverall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash63.548 %
Muse WonderHigher measured value67.084 %
Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical
Gemini 3.5 FlashHigher measured value57.861 %
Muse Wonder56.637 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash2.5 %
Muse WonderHigher measured value17.083 %
Legal Research BenchOverall · All-pass. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash30.769 %
Muse WonderHigher measured value50.481 %
LMArena Code Arena WebDevOverall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash1,499.426
Muse WonderHigher measured value1,650.947
LMArena Text, Style ControlOverall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash1,477.344
Muse WonderHigher measured value1,512.671
ProofBenchOverall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash31 %
Muse WonderHigher measured value84 %
Public Benefits Bench v1.1Overall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash59.472 %
Muse WonderHigher measured value70.23 %
Tax Agent BenchOverall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash21.652 %
Muse WonderHigher measured value36.269 %
Terminal-Bench 4.0Overall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash6.061 %
Muse WonderHigher measured value49.495 %
Terminal-Bench ScienceOverall. Higher is better. Test setup not documented as identical
Gemini 3.5 Flash5.714 %
Muse WonderHigher measured value22.857 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Gemini 3.5 Flash and Muse Wonder
Benchmark and taskGemini 3.5 FlashMuse WonderSource
Code MigrationOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
26.745 %
Higher measured value62.552 %
Vals AI
Source details
Data as of: 10/12/2026
EMBOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
63.548 %
Higher measured value67.084 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value57.861 %
56.637 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
2.5 %
Higher measured value17.083 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchOverall · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
30.769 %
Higher measured value50.481 %
Vals AI
Source details
Data as of: 10/12/2026
LMArena Code Arena WebDevOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-high, Reasoning: high, Harness: Arena Code Arena WebDev
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDev
Gemini 3.5 Flash: Arena rating from 9,415 published pairwise votes.Muse Wonder: Arena rating from 1,228 published pairwise votes.
1,499.426
95% confidence interval: ±7.264The 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
Source details
Data as of: 10/13/2026
LMArena Text, Style ControlOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-high, Reasoning: high, Harness: Arena Text, style control
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style control
Gemini 3.5 Flash: Arena rating from 48,486 published pairwise votes.Muse Wonder: Arena rating from 1,944 published pairwise votes.
1,477.344
95% confidence interval: ±3.892The 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.
LMArena
Source details
Data as of: 10/13/2026
ProofBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
31 %
Higher measured value84 %
Vals AI
Source details
Data as of: 10/12/2026
Public Benefits Bench v1.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
59.472 %
Higher measured value70.23 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
21.652 %
Higher measured value36.269 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
6.061 %
Higher measured value49.495 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench ScienceOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 0.1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
5.714 %
Higher measured value22.857 %
Vals AI
Source details
Data as of: 10/14/2026
Vals IndexOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: weighted index scoreScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
44.786 %
Higher measured value61.062 %
Vals AI
Source details
Data as of: 10/13/2026
Vibe Code Bench v1.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Harness: OpenHands, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens
48.683 %
Higher measured value83.089 %
Vals AI
Source details
Data as of: 10/12/2026
Code MigrationCLI
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
17.175 %
Higher measured value60.07 %
Vals AI
Source details
Data as of: 10/12/2026
EMBComps
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
69.788 %
Higher measured value79.488 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Adjustments
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value54.869 %
52.67 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
84.42 %
Higher measured value93.841 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
43.939 %
Higher measured value63.636 %
Vals AI
Source details
Data as of: 10/12/2026
LMArena Code Arena WebDevOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-medium, Reasoning: medium, Harness: Arena Code Arena WebDev
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDev
Gemini 3.5 Flash: Arena rating from 12,182 published pairwise votes.Muse Wonder: Arena rating from 1,228 published pairwise votes.
1,490.915
95% confidence interval: ±6.662The 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
Source details
Data as of: 10/13/2026
LMArena Text, Style ControlOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-medium, Reasoning: medium, Harness: Arena Text, style control
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style control
Gemini 3.5 Flash: Arena rating from 47,286 published pairwise votes.Muse Wonder: Arena rating from 1,944 published pairwise votes.
1,475.847
95% confidence interval: ±4.145The 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.
LMArena
Source details
Data as of: 10/13/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
3.083 %
Higher measured value20 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0Hardware
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
6.667 %
Higher measured value46.667 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench ScienceEarth Sciences
Test details
Test setup not documented as identicalNo direct winnerVersion: 0.1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
25 %
Higher measured value50 %
Vals AI
Source details
Data as of: 10/14/2026
Vals IndexCode Migration
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
27.148 %
Higher measured value62.009 %
Vals AI
Source details
Data as of: 10/13/2026
Code MigrationCOBOL
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
55.455 %
Higher measured value70 %
Vals AI
Source details
Data as of: 10/12/2026
EMBDataroom
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value80.921 %
79.232 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)All-Pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
45.706 %
Higher measured value45.936 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value20 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
87.126 %
Higher measured value90.571 %
Vals AI
Source details
Data as of: 10/12/2026
LMArena Code Arena WebDevWebdev
Test details
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-high, Reasoning: high, Harness: Arena Code Arena WebDev
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDev
Gemini 3.5 Flash: Arena rating from 9,415 published pairwise votes.Muse Wonder: Arena rating from 1,228 published pairwise votes.
1,499.426
95% confidence interval: ±7.264The 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
Source details
Data as of: 10/13/2026
LMArena Text, Style ControlBusiness, management and finance
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-high, Reasoning: high, Harness: Arena Text, style control
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style control
Gemini 3.5 Flash: Arena rating from 9,394 published pairwise votes.Muse Wonder: Arena rating from 338 published pairwise votes.
1,467.672
95% confidence interval: ±6.917The 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.
LMArena
Source details
Data as of: 10/13/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
34.209 %
Higher measured value71.362 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0Media
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value33.333 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench ScienceEngineering Sciences
Test details
Test setup not documented as identicalNo direct winnerVersion: 0.1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
No direct winner0 %
No direct winner0 %
Vals AI
Source details
Data as of: 10/14/2026
Vals IndexEMB
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
63.548 %
Higher measured value67.084 %
Vals AI
Source details
Data as of: 10/13/2026
Code MigrationCode Quality
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
2.789 / 5
Higher measured value4.061 / 5
Vals AI
Source details
Data as of: 10/12/2026
EMBDCF
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value58.36 %
51.035 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Comparables
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value48.782 %
47.933 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
78.495 %
Higher measured value92.473 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
27.907 %
Higher measured value48.837 %
Vals AI
Source details
Data as of: 10/12/2026
LMArena Code Arena WebDevWebdev
Test details
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-medium, Reasoning: medium, Harness: Arena Code Arena WebDev
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDev
Gemini 3.5 Flash: Arena rating from 12,182 published pairwise votes.Muse Wonder: Arena rating from 1,228 published pairwise votes.
1,490.915
95% confidence interval: ±6.662The 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
Source details
Data as of: 10/13/2026
LMArena Text, Style ControlBusiness, management and finance
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-medium, Reasoning: medium, Harness: Arena Text, style control
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style control
Gemini 3.5 Flash: Arena rating from 9,099 published pairwise votes.Muse Wonder: Arena rating from 338 published pairwise votes.
1,462.579
95% confidence interval: ±7.101The 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.
LMArena
Source details
Data as of: 10/13/2026
Tax Agent BenchCurrent & Temporal Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
26.444 %
Higher measured value50 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0ML
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
6.061 %
Higher measured value45.455 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench ScienceLife Sciences
Test details
Test setup not documented as identicalNo direct winnerVersion: 0.1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
5.263 %
Higher measured value21.053 %
Vals AI
Source details
Data as of: 10/14/2026
Vals IndexFinance Agent v2
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value57.861 %
56.637 %
Vals AI
Source details
Data as of: 10/13/2026
EMBLBO
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
46.47 %
Higher measured value60.69 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Disclosure Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
63.948 %
Higher measured value67.252 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
No direct winner0 %
No direct winner0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
84.143 %
Higher measured value86.88 %
Vals AI
Source details
Data as of: 10/12/2026
LMArena Code Arena WebDevWebdev-html
Test details
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-high, Reasoning: high, Harness: Arena Code Arena WebDev
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDev
Gemini 3.5 Flash: Arena rating from 1,143 published pairwise votes.Muse Wonder: Arena rating from 158 published pairwise votes.
1,513.471
95% confidence interval: ±19.06The 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.
LMArena
Source details
Data as of: 10/13/2026
LMArena Text, Style ControlCoding
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-high, Reasoning: high, Harness: Arena Text, style control
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style control
Gemini 3.5 Flash: Arena rating from 13,853 published pairwise votes.Muse Wonder: Arena rating from 487 published pairwise votes.
1,507.809
95% confidence interval: ±6.095The 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.
LMArena
Source details
Data as of: 10/13/2026
Tax Agent BenchCurrent & Temporal Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
61.648 %
Higher measured value77.655 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0Operations
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
7.407 %
Higher measured value40.741 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench ScienceMathematical Sciences
Test details
Test setup not documented as identicalNo direct winnerVersion: 0.1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 131,072 tokens
0 %
Higher measured value23.529 %
Vals AI
Source details
Data as of: 10/14/2026
Vals IndexHLAB
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
2.5 %
Higher measured value17.083 %
Vals AI
Source details
Data as of: 10/13/2026
EMBM&A
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
68.445 %
Higher measured value76.852 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Earnings Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
Higher measured value79.013 %
76.768 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
80.669 %
Higher measured value94.424 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchCivil Litigation · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
22.222 %
Higher measured value37.037 %
Vals AI
Source details
Data as of: 10/12/2026
LMArena Code Arena WebDevWebdev-html
Test details
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-medium, Reasoning: medium, Harness: Arena Code Arena WebDev
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Code Arena WebDev
Gemini 3.5 Flash: Arena rating from 1,341 published pairwise votes.Muse Wonder: Arena rating from 158 published pairwise votes.
1,523.099
95% confidence interval: ±17.149The 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.
LMArena
Source details
Data as of: 10/13/2026
LMArena Text, Style ControlCoding
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGemini 3.5 Flash: Snapshot: gemini-3.5-flash-medium, Reasoning: medium, Harness: Arena Text, style control
Muse Wonder: Snapshot: muse-wonder-max, Reasoning: max, Harness: Arena Text, style control
Gemini 3.5 Flash: Arena rating from 13,619 published pairwise votes.Muse Wonder: Arena rating from 487 published pairwise votes.
1,506.104
95% confidence interval: ±6.235The 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.
LMArena
Source details
Data as of: 10/13/2026
Tax Agent BenchFact-Pattern Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Muse Wonder: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
16.279 %
Higher measured value39.535 %
Vals AI
Source details
Data as of: 10/12/2026

Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

There is no shared test round for this selection. Results from different rounds are not mixed.

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Gemini 3.5 Flash

The response reached the token limit. No complete recording is available.

Reasoning (requested): high

Current attempt
Run date
Oct 6, 2026
API provider
openrouter
Requested API model
google/gemini-3.5-flash
API model reported in response
google/gemini-3.5-flash
Reasoning setting
high
Pinned endpoint
Google AI Studio | google/gemini-3.5-flash-20260519
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
31.7 s

Not yet visually reviewed. A successful recording does not confirm correct physics or full compliance with the prompt.

Earlier attempts (3)
  • Oct 2, 2026API request failedReasoning setting: high
  • Oct 1, 2026API request failedReasoning setting: high
  • Sep 7, 2026API request failedReasoning setting: high

Muse Wonder

Not tested yet

Prompt and test conditions

Generate an SVG of a pelican riding a bicycle

Token limit including reasoning: 8,192 tokens

Task origin (Simon Willison)

How to read this comparison

Winning one benchmark is not an overall verdict

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

Compare Gemini 3.5 Flash and Muse Wonder with other leading models using the same data and benchmark logic.

View the complete LLM comparison