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Head-to-head comparison

Claude Sonnet 4.6 vs. Gemini 3.5 Flash

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

shared result series
180
distinct benchmark metrics
23
latest retrieval
2026-10-16

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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 Claude Sonnet 4.6 and Gemini 3.5 Flash
AttributeClaude Sonnet 4.6Gemini 3.5 Flash
ProviderAnthropicGoogle
ReleasedFeb 2026May 19, 2026
AvailabilityActiveActive
Model typeProprietaryProprietary
ParametersNot publishedNot published
ArchitectureNot publishedNot published
Context window1,000,000 tokens1,048,576 tokens
Knowledge cutoffAugust 2025Not published
Technical sourcesModel, ContextModel

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 Claude Sonnet 4.6 and Gemini 3.5 Flash
Price typeClaude Sonnet 4.6Gemini 3.5 Flash
API input$3$1.5
API output$15$9
Cache read$0.3$0.15
Cache write (5 min.)$3.75Not listed
Cache write (1 hr.)$6Not listed
Price verified09/22/2026 Source09/22/2026 Source
Claude Sonnet 4.6Gemini 3.5 Flash
API inputUSD per 1M tokens, base tier
Claude Sonnet 4.6$3
Gemini 3.5 FlashLower price$1.5
API outputUSD per 1M tokens, base tier
Claude Sonnet 4.6$15
Gemini 3.5 FlashLower price$9
Cache readUSD per 1M tokens, base tier
Claude Sonnet 4.6$0.3
Gemini 3.5 FlashLower price$0.15

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.

Provider pricing for Claude Sonnet 4.6 and Gemini 3.5 Flash
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Claude Sonnet 4.6AnthropicDirect from developerStandard APILowest listed price: $3Lowest listed price: $15Source09/22/2026
Amazon BedrockVia OpenRouteramazon-bedrock/eu-west-1$3.3$16.5Source10/26/2026
Amazon BedrockVia OpenRouteramazon-bedrock/globalLowest listed price: $3Lowest listed price: $15Source10/26/2026
Amazon BedrockVia OpenRouteramazon-bedrock/us$3.3$16.5Source10/26/2026
AnthropicVia OpenRouteranthropicLowest listed price: $3Lowest listed price: $15Source10/26/2026
AzureVia OpenRouterazure/globalLowest listed price: $3Lowest listed price: $15Source10/26/2026
Claude Platform on AWSVia OpenRouterclaude-on-awsLowest listed price: $3Lowest listed price: $15Source10/26/2026
GoogleVia OpenRoutergoogle-vertex/europe$3.3$16.5Source10/26/2026
GoogleVia OpenRoutergoogle-vertex/globalLowest listed price: $3Lowest listed price: $15Source10/26/2026
GoogleVia OpenRoutergoogle-vertex/us-east5$3.3$16.5Source10/26/2026
Gemini 3.5 FlashGoogleDirect from developerStandard API$1.5$9Source09/22/2026
GoogleVia OpenRoutergoogle-vertex/global$1.5$9Source10/26/2026
GoogleVia OpenRoutergoogle-vertex/global/flexLowest listed price: $0.75Lowest listed price: $4.5Source10/26/2026
GoogleVia OpenRoutergoogle-vertex/global/priority$2.7$16.2Source10/26/2026
GoogleVia OpenRoutergoogle-vertex/us$1.65$9.9Source10/26/2026
Google AI StudioVia OpenRoutergoogle-ai-studio$1.5$9Source10/26/2026
Google AI StudioVia OpenRoutergoogle-ai-studio/flexLowest listed price: $0.75Lowest listed price: $4.5Source10/26/2026
Google AI StudioVia OpenRoutergoogle-ai-studio/priority$2.7$16.2Source10/26/2026

Benchmark index

Benchmark index compared

The index combines independent benchmarks on a scale from 0 to 100. A lead only counts when a model comes first in at least 95% of 200 recalculations with randomly redrawn test families. Otherwise both count as level.

Open the AI leaderboard

Overall index

22.0

Overall index

43.4

Gemini 3.5 Flash leads in 5 of 10 shared areas. 5 areas are tied.

AreaClaude Sonnet 4.6Gemini 3.5 Flash
Coding17.531.6
Reasoningtied22.838.4
Knowledge25.062.3
Agents14.333.7
Financetied44.648.3
Legaltied28.028.5
Healthtied13.741.2
Multimodal20.460.9
Productivitytied29.831.0
Education27.447.2

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 1 of at least 5 categories have comparable, direct model measurements. The benchmark tables below show the available evidence without filling missing axes.

Claude Sonnet 4.6Gemini 3.5 Flash
Code MigrationOverall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.6Higher measured value39.892 %
Gemini 3.5 Flash26.745 %
CorpFin v2Overall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.6Higher measured value65.307 %
Gemini 3.5 Flash64.686 %
EMBOverall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.660.154 %
Gemini 3.5 FlashHigher measured value63.548 %
Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.651.035 %
Gemini 3.5 FlashHigher measured value57.861 %
GPQA DiamondOverall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.685.606 %
Gemini 3.5 FlashHigher measured value92.676 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical
Claude Sonnet 4.6Higher measured value5 %
Gemini 3.5 Flash2.5 %
Legal Research BenchOverall · All-pass. Higher is better. Test setup not documented as identical
Claude Sonnet 4.6Higher measured value38.462 %
Gemini 3.5 Flash30.769 %
LegalBenchOverall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.682.12 %
Gemini 3.5 FlashHigher measured value83.602 %
LiveCodeBench v6Overall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.682.091 %
Gemini 3.5 FlashHigher measured value87.604 %
MMLU-ProOverall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.687.341 %
Gemini 3.5 FlashHigher measured value89.515 %
MMMU-ProOverall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.683.584 %
Gemini 3.5 FlashHigher measured value88.266 %
MortgageTaxOverall. Higher is better. Test setup not documented as identical
Claude Sonnet 4.667.726 %
Gemini 3.5 FlashHigher measured value68.124 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Claude Sonnet 4.6 and Gemini 3.5 Flash
Benchmark and taskClaude Sonnet 4.6Gemini 3.5 FlashSource
Code MigrationOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value39.892 %
26.745 %
Vals AI
Source details
Data as of: 10/12/2026
CorpFin v2Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value65.307 %
64.686 %
Vals AI
Source details
Data as of: 08/12/2026
EMBOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
60.154 %
Higher measured value63.548 %
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
51.035 %
Higher measured value57.861 %
Vals AI
Source details
Data as of: 10/12/2026
GPQA DiamondOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
85.606 %
Higher measured value92.676 %
Vals AI
Source details
Data as of: 09/01/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value5 %
2.5 %
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value38.462 %
30.769 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
82.12 %
Higher measured value83.602 %
Vals AI
Source details
Data as of: 10/13/2026
LiveCodeBench v6Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
82.091 %
Higher measured value87.604 %
Vals AI
Source details
Data as of: 09/01/2026
MMLU-ProOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
87.341 %
Higher measured value89.515 %
Vals AI
Source details
Data as of: 09/01/2026
MMMU-ProOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
83.584 %
Higher measured value88.266 %
Vals AI
Source details
Data as of: 09/01/2026
MortgageTaxOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
67.726 %
Higher measured value68.124 %
Vals AI
Source details
Data as of: 09/01/2026
ProgramBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value0.5 %
0 %
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value62.449 %
59.472 %
Vals AI
Source details
Data as of: 10/12/2026
SAGEOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 30,000 tokens
46.582 %
Higher measured value49.885 %
Vals AI
Source details
Data as of: 10/08/2026
SkillsBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Harness: OpenHands, Temperature: 1, Output limit: 65,536 tokens
49.052 %
Higher measured value52.737 %
Vals AI
Source details
Data as of: 09/27/2026
SWE-bench VerifiedOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
77.4 %
Higher measured value78.8 %
Vals AI
Source details
Data as of: 09/01/2026
Tax Agent BenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value25.84 %
21.652 %
Vals AI
Source details
Data as of: 10/12/2026
TaxEval v2Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value77.106 %
74.366 %
Vals AI
Source details
Data as of: 09/01/2026
Terminal-Bench 2.0Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.0Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
59.551 %
Higher measured value67.416 %
Vals AI
Source details
Data as of: 06/04/2026
Terminal-Bench 2.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
57.303 %
Higher measured value74.157 %
Vals AI
Source details
Data as of: 09/28/2026
Vals Multimodal IndexOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: weighted index scoreScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
60.571 %
Higher measured value62.928 %
Vals AI
Source details
Data as of: 08/11/2026
Vibe Code Bench v1.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Harness: OpenHands, Temperature: 1, Output limit: 65,536 tokens
Higher measured value51.476 %
48.683 %
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value30.333 %
17.175 %
Vals AI
Source details
Data as of: 10/12/2026
CorpFin v2Exact Pages
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value63.17 %
62.821 %
Vals AI
Source details
Data as of: 08/12/2026
EMBComps
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
61.52 %
Higher measured value69.788 %
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
48.92 %
Higher measured value54.869 %
Vals AI
Source details
Data as of: 10/12/2026
GPQA DiamondFew-Shot CoT
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
85.859 %
Higher measured value91.414 %
Vals AI
Source details
Data as of: 09/01/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value87.319 %
84.42 %
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
No direct winner43.939 %
No direct winner43.939 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchConclusion Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value87.991 %
81.939 %
Vals AI
Source details
Data as of: 10/13/2026
LiveCodeBench v6Easy
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
98.758 %
Higher measured value99.068 %
Vals AI
Source details
Data as of: 09/01/2026
MMLU-ProBiology
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
92.748 %
Higher measured value93.863 %
Vals AI
Source details
Data as of: 09/01/2026
MortgageTaxNumerical Extraction
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
74.96 %
Higher measured value77.504 %
Vals AI
Source details
Data as of: 09/01/2026
ProgramBenchAlmost Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: almost-resolved rateScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value2 %
1.5 %
Vals AI
Source details
Data as of: 10/12/2026
SAGEAutomata
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 30,000 tokens
35.318 %
Higher measured value38.492 %
Vals AI
Source details
Data as of: 10/08/2026
SkillsBenchNo Skills
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Harness: OpenHands, Temperature: 1, Output limit: 65,536 tokens
27.827 %
Higher measured value40.971 %
Vals AI
Source details
Data as of: 09/27/2026
SWE-bench Verified<15 min fix
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value87.113 %
86.598 %
Vals AI
Source details
Data as of: 09/01/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value10 %
3.083 %
Vals AI
Source details
Data as of: 10/12/2026
TaxEval v2Correctness
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value65.822 %
61.897 %
Vals AI
Source details
Data as of: 09/01/2026
Terminal-Bench 2.0Easy
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.0Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
75 %
Higher measured value100 %
Vals AI
Source details
Data as of: 06/04/2026
Terminal-Bench 2.1Easy
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
No direct winner100 %
No direct winner100 %
Vals AI
Source details
Data as of: 09/28/2026
Vals Multimodal IndexCorpFin v2
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value66.667 %
64.569 %
Vals AI
Source details
Data as of: 08/11/2026
Code MigrationCOBOL
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value68.571 %
55.455 %
Vals AI
Source details
Data as of: 10/12/2026
CorpFin v2Max Fitting Context
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
66.084 %
Higher measured value66.667 %
Vals AI
Source details
Data as of: 08/12/2026
EMBDataroom
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
78.493 %
Higher measured value80.921 %
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
38.795 %
Higher measured value45.706 %
Vals AI
Source details
Data as of: 10/12/2026
GPQA DiamondZero-Shot CoT
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
85.354 %
Higher measured value93.939 %
Vals AI
Source details
Data as of: 09/01/2026
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
No direct winner0 %
No direct winner0 %
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 betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
86.797 %
Higher measured value87.126 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchInterpretation Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
82.469 %
Higher measured value88.675 %
Vals AI
Source details
Data as of: 10/13/2026
LiveCodeBench v6Hard
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
60.571 %
Higher measured value73.143 %
Vals AI
Source details
Data as of: 09/01/2026
MMLU-ProBusiness
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
91.888 %
Higher measured value93.283 %
Vals AI
Source details
Data as of: 09/01/2026
MortgageTaxSemantic Extraction
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value60.493 %
58.744 %
Vals AI
Source details
Data as of: 09/01/2026
ProgramBenchFully Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value0.5 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
SAGELinear Algebra
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 30,000 tokens
63.158 %
Higher measured value68.305 %
Vals AI
Source details
Data as of: 10/08/2026
SkillsBenchWith Skills
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Harness: OpenHands, Temperature: 1, Output limit: 65,536 tokens
49.052 %
Higher measured value52.737 %
Vals AI
Source details
Data as of: 09/27/2026
SWE-bench Verified>4 hours
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
No direct winner33.333 %
No direct winner33.333 %
Vals AI
Source details
Data as of: 09/01/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value57.949 %
34.209 %
Vals AI
Source details
Data as of: 10/12/2026
TaxEval v2Stepwise Reasoning
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value88.389 %
86.836 %
Vals AI
Source details
Data as of: 09/01/2026
Terminal-Bench 2.0Hard
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.0Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
40 %
Higher measured value53.333 %
Vals AI
Source details
Data as of: 06/04/2026
Terminal-Bench 2.1Hard
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
34.444 %
Higher measured value60 %
Vals AI
Source details
Data as of: 09/28/2026
Vals Multimodal IndexFinance Agent v2
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
51.033 %
Higher measured value58.101 %
Vals AI
Source details
Data as of: 08/11/2026
Code MigrationCode Quality
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterClaude Sonnet 4.6: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.5 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value3.997 / 5
2.789 / 5
Vals AI
Source details
Data as of: 10/12/2026

Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

SVG short test

One SVG prompt and fixed output settings. Captures are shown only with 0 reported reasoning tokens or documented lack of reasoning controls. Identical test conditions do not make the models' internal compute identical.

Shared test round: 43b8c5c46830

Claude Sonnet 4.6

Claude Sonnet 4.6: SVG short test
API reports 0 reasoning tokensTest run: Oct 14, 2026Provider: anthropicAPI model: anthropic/claude-sonnet-4.6738 output tokens

Gemini 3.5 Flash

Unavailable in this round

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Claude Sonnet 4.6

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
anthropic/claude-sonnet-4.6
API model reported in response
anthropic/claude-sonnet-4.6
Reasoning setting
high
Pinned endpoint
Anthropic | anthropic/claude-4.6-sonnet-20260217
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
106 s

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

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

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
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 Claude Sonnet 4.6 and Gemini 3.5 Flash with other leading models using the same data and benchmark logic.

View the complete LLM comparison