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Head-to-head comparison

Claude Sonnet 5 vs. Grok 4.6

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

shared result series
45
distinct benchmarks
23
latest retrieval
2026-09-04

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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 5 and Grok 4.6
AttributeClaude Sonnet 5Grok 4.6
ProviderAnthropicxAI
ReleasedJun 30, 2026Aug 12, 2026
AvailabilityActiveActive
Model typeProprietaryProprietary
ParametersNot publishedNot published
ArchitectureNot publishedNot published
Context window1,000,000 tokens500,000 tokens
Knowledge cutoffJanuary 2026February 1, 2026
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 5 and Grok 4.6
Price typeClaude Sonnet 5Grok 4.6
API input$2$2 ≤200K / $4 >200K
API output$10$6 ≤200K / $12 >200K
Cache read$0.2$0.5 ≤200K / $1 >200K
Cache write (5 min.)$2.5Not listed
Cache write (1 hr.)$4Not listed
Price verified09/02/2026 Source08/16/2026 Source
Claude Sonnet 5Grok 4.6
API inputUSD per 1M tokens, base tier
Claude Sonnet 5Tie$2
Grok 4.6Tie$2
API outputUSD per 1M tokens, base tier
Claude Sonnet 5$10
Grok 4.6Lower price$6
Cache readUSD per 1M tokens, base tier
Claude Sonnet 5Lower price$0.2
Grok 4.6$0.5

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 5 and Grok 4.6
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Claude Sonnet 5AnthropicDirect from developerStandard APILowest listed price: $2Lowest listed price: $10Source09/02/2026
Amazon BedrockVia OpenRouteramazon-bedrock/globalLowest listed price: $2Lowest listed price: $10Source09/06/2026
Amazon BedrockVia OpenRouteramazon-bedrock/us-east-1$2.2$11Source09/06/2026
AnthropicVia OpenRouteranthropicLowest listed price: $2Lowest listed price: $10Source09/06/2026
AzureVia OpenRouterazure/globalLowest listed price: $2Lowest listed price: $10Source09/06/2026
AzureVia OpenRouterazure/usLowest listed price: $2Lowest listed price: $10Source09/06/2026
Claude Platform on AWSVia OpenRouterclaude-on-awsLowest listed price: $2Lowest listed price: $10Source09/06/2026
GoogleVia OpenRoutergoogle-vertex/europe$2.2$11Source09/06/2026
GoogleVia OpenRoutergoogle-vertex/globalLowest listed price: $2Lowest listed price: $10Source09/06/2026
GoogleVia OpenRoutergoogle-vertex/us$2.2$11Source09/06/2026
Grok 4.6xAIDirect from developerUp to 200,000 context tokensLowest listed price: $2Lowest listed price: $6Source08/16/2026
xAIDirect from developerAbove 200,000 context tokens$4$12Source08/16/2026
Amazon BedrockVia OpenRouteramazon-bedrock/us-west-2$2.2$6.6Source09/06/2026
xAIVia OpenRouterxaiLowest listed price: $2Lowest listed price: $6Source09/06/2026
xAIVia OpenRouterxai/priority$4$12Source09/06/2026
xAIVia OpenRouterxai/zdrLowest listed price: $2Lowest listed price: $6Source09/06/2026
xAIVia OpenRouterxai/zdr/priority$4$12Source09/06/2026

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.

255075100CodingReasoningMathematicsKnowledgeFinanceLegalAgentic tasksProductivity
Claude Sonnet 5
Grok 4.6
Coding: 95.3 / 98.6 (5 benchmark families)
Reasoning: 96.9 / 99.4 (2 benchmark families)
Mathematics: 100 / 81.8 (2 benchmark families)
Knowledge: 99 / 99.9 (2 benchmark families)
Finance: 100 / 96.4 (6 benchmark families)
Legal: 79 / 99.9 (4 benchmark families)
Agentic tasks: 89.3 / 100 (2 benchmark families)
Productivity: 98.8 / 100 (1 benchmark family)

45 matched rows from 23 benchmark families were considered. The radar shows 8 of 12 comparable categories.

Claude Sonnet 5Grok 4.6
Code MigrationOverall. Higher is better. No documented setup difference
Claude Sonnet 544.392 %
Grok 4.6Winner44.572 %
CorpFin v2Overall. Higher is better. No documented setup difference
Claude Sonnet 5Winner66.977 %
Grok 4.666.161 %
EMBOverall. Higher is better. No documented setup difference
Claude Sonnet 5Winner66.316 %
Grok 4.662.727 %
Finance Agent (v2)Overall. Higher is better. No documented setup difference
Claude Sonnet 5Winner53.909 %
Grok 4.653.682 %
GPQA DiamondOverall. Higher is better. No documented setup difference
Claude Sonnet 588.889 %
Grok 4.6Winner94.697 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. No documented setup difference
Claude Sonnet 55 %
Grok 4.6Winner15.833 %
Legal Research BenchOverall · All-pass. Higher is better. No documented setup difference
Claude Sonnet 541.827 %
Grok 4.6Winner48.077 %
LegalBenchOverall. Higher is better. No documented setup difference
Claude Sonnet 583.922 %
Grok 4.6Winner86.307 %
LiveCodeBench v6Overall. Higher is better. No documented setup difference
Claude Sonnet 582.429 %
Grok 4.6Winner88.224 %
LMArena Text, Style ControlOverall. Higher is better. No documented setup difference
Claude Sonnet 5No clear lead1,462.16
Grok 4.61,461.115
MedCodeOverall. Higher is better. No documented setup difference
Claude Sonnet 5Winner47.54 %
Grok 4.644.712 %
MedScribeOverall. Higher is better. No documented setup difference
Claude Sonnet 576.054 %
Grok 4.6Winner86.534 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Claude Sonnet 5 and Grok 4.6
Benchmark and taskClaude Sonnet 5Grok 4.6Source
Code MigrationOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
44.392 %
Winner44.572 %
Vals AI
Source details
Data as of: 09/03/2026
CorpFin v2Overall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better
Winner66.977 %
66.161 %
Vals AI
Source details
Data as of: 08/12/2026
EMBOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner66.316 %
62.727 %
Vals AI
Source details
Data as of: 09/03/2026
Finance Agent (v2)Overall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better
Winner53.909 %
53.682 %
Vals AI
Source details
Data as of: 09/03/2026
GPQA DiamondOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
88.889 %
Winner94.697 %
Vals AI
Source details
Data as of: 09/01/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved
Test details
No documented difference in the test setupVersion: 1Metric: task resolution rateScoring: Higher is better
5 %
Winner15.833 %
Vals AI
Source details
Data as of: 09/03/2026
Legal Research BenchOverall · All-pass
Test details
No documented difference in the test setupVersion: 1Metric: all-pass rateScoring: Higher is better
41.827 %
Winner48.077 %
Vals AI
Source details
Data as of: 09/03/2026
LegalBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
83.922 %
Winner86.307 %
Vals AI
Source details
Data as of: 09/01/2026
LiveCodeBench v6Overall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
82.429 %
Winner88.224 %
Vals AI
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlOverall
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 31,096 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 3,453 anonymous pairwise votes.
No clear lead1,462.16
95% confidence interval: ±4.745The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,461.115
95% confidence interval: ±10.144The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
MedCodeOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner47.54 %
44.712 %
Vals AI
Source details
Data as of: 09/03/2026
MedScribeOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
76.054 %
Winner86.534 %
Vals AI
Source details
Data as of: 09/03/2026
MMLU-ProOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
87.545 %
Winner89.4 %
Vals AI
Source details
Data as of: 09/01/2026
MortgageTaxOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner70.032 %
64.189 %
Vals AI
Source details
Data as of: 09/01/2026
ProofBenchOverall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is better
Winner77 %
51 %
Vals AI
Source details
Data as of: 09/01/2026
Public Benefits Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is better
66.035 %
Winner66.847 %
Vals AI
Source details
Data as of: 09/01/2026
SAGEOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner48.925 %
28.9 %
Vals AI
Source details
Data as of: 09/03/2026
SkillsBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands
46.476 %
Winner55.766 %
Vals AI
Source details
Data as of: 09/01/2026
SWE-bench VerifiedOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
79.6 %
Winner95.6 %
Vals AI
Source details
Data as of: 09/01/2026
TaxEval v2Overall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better
Winner75.634 %
71.096 %
Vals AI
Source details
Data as of: 09/01/2026
Terminal-Bench 2.1Overall
Test details
No documented difference in the test setupVersion: 2.1Metric: accuracyScoring: Higher is better
74.532 %
Winner78.277 %
Vals AI
Source details
Data as of: 09/03/2026
Vals IndexOverall
Test details
No documented difference in the test setupVersion: 2Metric: weighted index scoreScoring: Higher is better
Winner59.61 %
59.167 %
Vals AI
Source details
Data as of: 09/03/2026
Vibe Code Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands
Winner81.325 %
76.239 %
Vals AI
Source details
Data as of: 09/03/2026
LMArena Text, Style ControlBusiness, management and finance
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 6,214 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 705 anonymous pairwise votes.
1,462.981
95% confidence interval: ±8.229The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
No clear lead1,467.318
95% confidence interval: ±22.146The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlChinese
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 2,074 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 291 anonymous pairwise votes.
1,499.492
95% confidence interval: ±13.64The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
No clear lead1,538.386
95% confidence interval: ±33.69The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlCoding
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 8,576 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 838 anonymous pairwise votes.
No clear lead1,520.647
95% confidence interval: ±7.348The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,510.751
95% confidence interval: ±20.826The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlCreative writing
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 6,087 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 651 anonymous pairwise votes.
1,437.519
95% confidence interval: ±8.524The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
No clear lead1,458.096
95% confidence interval: ±23.926The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlEnglish
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 13,422 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 1,434 anonymous pairwise votes.
No clear lead1,473.71
95% confidence interval: ±6.123The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,459.46
95% confidence interval: ±15.407The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlEntertainment, sports and media
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 7,751 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 777 anonymous pairwise votes.
1,432.479
95% confidence interval: ±7.757The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
No clear lead1,443.149
95% confidence interval: ±21.821The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlExcluding ties
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 23,349 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 2,522 anonymous pairwise votes.
No clear lead1,467.502
95% confidence interval: ±6.142The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,465.128
95% confidence interval: ±14.002The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlExpert prompts
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 3,376 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 401 anonymous pairwise votes.
No clear lead1,510.217
95% confidence interval: ±10.682The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,479.844
95% confidence interval: ±28.841The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlHard prompts
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 20,640 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 2,312 anonymous pairwise votes.
No clear lead1,490.094
95% confidence interval: ±5.487The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,484.219
95% confidence interval: ±12.5The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlHard prompts, English
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 8,973 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 927 anonymous pairwise votes.
No clear lead1,497.22
95% confidence interval: ±7.16The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,475.235
95% confidence interval: ±19.394The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlInstruction following
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 10,907 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 1,223 anonymous pairwise votes.
No clear lead1,465.887
95% confidence interval: ±6.647The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,458.276
95% confidence interval: ±17.043The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlLegal and government
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 2,686 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 284 anonymous pairwise votes.
No clear lead1,480.894
95% confidence interval: ±12.038The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,475.664
95% confidence interval: ±33.128The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlLife, physical and social science
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 5,123 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 512 anonymous pairwise votes.
1,487.544
95% confidence interval: ±8.817The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
No clear lead1,492.359
95% confidence interval: ±25.684The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlLonger queries
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 14,382 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 1,609 anonymous pairwise votes.
No clear lead1,482.113
95% confidence interval: ±6.3The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,478.218
95% confidence interval: ±15.132The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlMath
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 1,355 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 216 anonymous pairwise votes.
No clear lead1,473.628
95% confidence interval: ±15.97The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,426.012
95% confidence interval: ±40.021The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlMathematical professions
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 1,635 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 212 anonymous pairwise votes.
No clear lead1,487.105
95% confidence interval: ±14.914The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,456.037
95% confidence interval: ±39.211The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlMedicine and healthcare
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 2,269 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 225 anonymous pairwise votes.
No clear lead1,478.121
95% confidence interval: ±13.327The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,460.477
95% confidence interval: ±37.871The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlMulti-turn
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 5,435 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 569 anonymous pairwise votes.
No clear lead1,471.179
95% confidence interval: ±8.759The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,446.12
95% confidence interval: ±25.079The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlNon-English
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 17,674 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 2,019 anonymous pairwise votes.
1,447.544
95% confidence interval: ±5.655The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
No clear lead1,456.123
95% confidence interval: ±13.128The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlRussian
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 3,153 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 413 anonymous pairwise votes.
No clear lead1,471.763
95% confidence interval: ±10.923The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,446.297
95% confidence interval: ±28.9The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlSoftware and IT services
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 12,308 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 1,379 anonymous pairwise votes.
No clear lead1,504.552
95% confidence interval: ±6.385The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,503.685
95% confidence interval: ±16.15The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlWriting, literature and language
Test details
No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Sonnet 5: Snapshot: claude-sonnet-5-high, Reasoning: high, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Claude Sonnet 5: Style-controlled Arena rating from 8,238 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 921 anonymous pairwise votes.
No clear lead1,451.744
95% confidence interval: ±7.447The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,445.223
95% confidence interval: ±19.746The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
LMArena
Source details
Data as of: 09/01/2026

Key to the marks:better valuebetter, but not conclusivetie

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