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Head-to-head comparison

GPT-5.6 Sol 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
47
distinct benchmarks
25
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 GPT-5.6 Sol and Grok 4.6
AttributeGPT-5.6 SolGrok 4.6
ProviderOpenAIxAI
ReleasedJun 26, 2026Aug 12, 2026
AvailabilityActiveActive
Model typeProprietaryProprietary
ParametersNot publishedNot published
ArchitectureNot publishedNot published
Context window1,050,000 tokens500,000 tokens
Knowledge cutoffFebruary 16, 2026February 1, 2026
Technical sourcesModel, Context, Knowledge cutoffModel

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 GPT-5.6 Sol and Grok 4.6
Price typeGPT-5.6 SolGrok 4.6
API input$4 ≤272K / $8 >272K$2 ≤200K / $4 >200K
API output$20 ≤272K / $30 >272K$6 ≤200K / $12 >200K
Cache read$0.4 ≤272K / $0.8 >272K$0.5 ≤200K / $1 >200K
Cache write (5 min.)$5 ≤272K / $10 >272KNot listed
Cache write (1 hr.)Not listedNot listed
Price verified08/24/2026 Source08/16/2026 Source
GPT-5.6 SolGrok 4.6
API inputUSD per 1M tokens, base tier
GPT-5.6 Sol$4
Grok 4.6Lower price$2
API outputUSD per 1M tokens, base tier
GPT-5.6 Sol$20
Grok 4.6Lower price$6
Cache readUSD per 1M tokens, base tier
GPT-5.6 SolLower price$0.4
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 GPT-5.6 Sol and Grok 4.6
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
GPT-5.6 SolOpenAIDirect from developerUp to 272,000 context tokens$4$20Source08/24/2026
OpenAIDirect from developerAbove 272,000 context tokens$8$30Source08/24/2026
Amazon BedrockVia OpenRouteramazon-bedrock/us-east-1$4.4$22Source09/07/2026
AzureVia OpenRouterazure$5$30Source09/07/2026
AzureVia OpenRouterazure/eu$5.5$33Source09/07/2026
AzureVia OpenRouterazure/us$5.5$33Source09/07/2026
OpenAIVia OpenRouteropenai$2$10Source09/07/2026
OpenAIVia OpenRouteropenai/fast$4$20Source09/07/2026
OpenAIVia OpenRouteropenai/flexLowest listed price: $1Lowest listed price: $5Source09/07/2026
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$6.6Source09/07/2026
xAIVia OpenRouterxaiLowest listed price: $2Lowest listed price: $6Source09/07/2026
xAIVia OpenRouterxai/priority$4$12Source09/07/2026
xAIVia OpenRouterxai/zdrLowest listed price: $2Lowest listed price: $6Source09/07/2026
xAIVia OpenRouterxai/zdr/priority$4$12Source09/07/2026

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
GPT-5.6 Sol
Grok 4.6
Coding: 98.4 / 94.6 (4 benchmark families)
Reasoning: 100 / 99.5 (1 benchmark family)
Mathematics: 100 / 61.4 (1 benchmark family)
Knowledge: 99.7 / 100 (1 benchmark family)
Finance: 99.5 / 95.4 (5 benchmark families)
Legal: 71.9 / 99.7 (3 benchmark families)
Agentic tasks: 99 / 78.7 (3 benchmark families)
Productivity: 99.5 / 100 (1 benchmark family)

24 matched rows from 24 benchmark families were considered. The radar shows 8 of 11 comparable categories.

GPT-5.6 SolGrok 4.6
BioMysteryBenchOverall. Higher is better. No documented setup difference
GPT-5.6 Sol71.111 %
Grok 4.6Winner72.222 %
Code MigrationOverall. Higher is better. No documented setup difference
GPT-5.6 SolWinner52.916 %
Grok 4.644.572 %
CorpFin v2Overall. Higher is better. No documented setup difference
GPT-5.6 Sol64.375 %
Grok 4.6Winner66.161 %
EMBOverall. Higher is better. No documented setup difference
GPT-5.6 SolWinner72.339 %
Grok 4.662.727 %
Finance Agent (v2)Overall. Higher is better. No documented setup difference
GPT-5.6 SolWinner53.756 %
Grok 4.653.682 %
GPQA DiamondOverall. Higher is better. No documented setup difference
GPT-5.6 SolWinner95.202 %
Grok 4.694.697 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. No documented setup difference
GPT-5.6 Sol2.5 %
Grok 4.6Winner15.833 %
Legal Research BenchOverall · All-pass. Higher is better. No documented setup difference
GPT-5.6 SolTie48.077 %
Grok 4.6Tie48.077 %
LegalBenchOverall. Higher is better. No documented setup difference
GPT-5.6 SolWinner86.965 %
Grok 4.686.307 %
LiveCodeBench v6Overall. Higher is better. No documented setup difference
GPT-5.6 Sol82.604 %
Grok 4.6Winner88.224 %
LMArena Text, Style ControlOverall. Higher is better. Test setup not documented as identical
GPT-5.6 SolHigher measured value1,482.868
Grok 4.61,461.115
MedCodeOverall. Higher is better. No documented setup difference
GPT-5.6 Sol43.974 %
Grok 4.6Winner44.712 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for GPT-5.6 Sol and Grok 4.6
Benchmark and taskGPT-5.6 SolGrok 4.6Source
BioMysteryBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Harness: Terminus 2
71.111 %
Winner72.222 %
Vals AI
Source details
Data as of: 09/02/2026
Code MigrationOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner52.916 %
44.572 %
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
64.375 %
Winner66.161 %
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
Winner72.339 %
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
Winner53.756 %
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
Winner95.202 %
94.697 %
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
2.5 %
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
Tie48.077 %
Tie48.077 %
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
Winner86.965 %
86.307 %
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
82.604 %
Winner88.224 %
Vals AI
Source details
Data as of: 09/01/2026
LMArena Text, Style ControlOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 23,153 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 3,453 anonymous pairwise votes.
Higher measured value1,482.868
95% confidence interval: ±5.12The 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
43.974 %
Winner44.712 %
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
85.233 %
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
89.1 %
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
Winner67.289 %
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
Winner83 %
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
66.509 %
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
Winner52.563 %
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
54.1 %
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
Winner96.2 %
95.6 %
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
Winner74.775 %
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
Winner85.768 %
78.277 %
Vals AI
Source details
Data as of: 09/03/2026
Time Horizon Index: KSPOverall
Test details
No documented difference in the test setupVersion: 1Metric: progressScoring: Higher is better
Winner13 %
5.833 %
Vals AI
Source details
Data as of: 08/20/2026
Vals IndexOverall
Test details
No documented difference in the test setupVersion: 2Metric: weighted index scoreScoring: Higher is better
Winner63.709 %
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
Winner80.495 %
76.239 %
Vals AI
Source details
Data as of: 09/03/2026
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 betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 4,509 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 705 anonymous pairwise votes.
Higher measured value1,490.042
95% confidence interval: ±9.485The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,467.318
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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 1,557 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 291 anonymous pairwise votes.
1,534.658
95% confidence interval: ±15.764The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,538.386
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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 6,453 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 838 anonymous pairwise votes.
Higher measured value1,529.309
95% confidence interval: ±8.116The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 4,626 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 651 anonymous pairwise votes.
Higher measured value1,477.174
95% confidence interval: ±9.69The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,458.096
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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 9,575 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 1,434 anonymous pairwise votes.
Higher measured value1,488.541
95% confidence interval: ±6.881The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 5,762 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 777 anonymous pairwise votes.
Higher measured value1,473.281
95% confidence interval: ±8.764The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,443.149
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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 17,494 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 2,522 anonymous pairwise votes.
Higher measured value1,496.656
95% confidence interval: ±6.594The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 2,507 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 401 anonymous pairwise votes.
Higher measured value1,529.852
95% confidence interval: ±12.244The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 15,201 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 2,312 anonymous pairwise votes.
Higher measured value1,506.539
95% confidence interval: ±5.993The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 6,280 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 927 anonymous pairwise votes.
Higher measured value1,506.485
95% confidence interval: ±8.148The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 7,960 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 1,223 anonymous pairwise votes.
Higher measured value1,485.641
95% confidence interval: ±7.518The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 1,957 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 284 anonymous pairwise votes.
Higher measured value1,494.755
95% confidence interval: ±13.888The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 3,733 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 512 anonymous pairwise votes.
1,485.315
95% confidence interval: ±10.16The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,492.359
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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 10,688 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 1,609 anonymous pairwise votes.
Higher measured value1,494.738
95% confidence interval: ±6.922The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 1,025 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 216 anonymous pairwise votes.
Higher measured value1,486.156
95% confidence interval: ±18.185The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 1,239 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 212 anonymous pairwise votes.
Higher measured value1,509.21
95% confidence interval: ±17.194The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 1,730 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 225 anonymous pairwise votes.
Higher measured value1,478.891
95% confidence interval: ±14.907The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 3,872 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 569 anonymous pairwise votes.
Higher measured value1,487.639
95% confidence interval: ±10.161The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 13,577 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 2,019 anonymous pairwise votes.
Higher measured value1,472.536
95% confidence interval: ±6.126The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
1,456.123
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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 2,421 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 413 anonymous pairwise votes.
Higher measured value1,490.406
95% confidence interval: ±12.497The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 9,278 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 1,379 anonymous pairwise votes.
Higher measured value1,518.86
95% confidence interval: ±7.061The 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
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGPT-5.6 Sol: Snapshot: gpt-5.6-sol-xhigh, Reasoning: xhigh, Harness: Arena text, style control
Grok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
GPT-5.6 Sol: Style-controlled Arena rating from 6,060 anonymous pairwise votes.Grok 4.6: Style-controlled Arena rating from 921 anonymous pairwise votes.
Higher measured value1,483.973
95% confidence interval: ±8.48The 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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