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Head-to-head comparison

Grok 4.6 vs. Kimi K3

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

shared result series
58
distinct benchmarks
30
latest retrieval
2026-09-29

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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 Grok 4.6 and Kimi K3
AttributeGrok 4.6Kimi K3
ProviderxAIMoonshot AI
ReleasedAug 12, 2026Jul 16, 2026
AvailabilityActiveActive
Model typeProprietaryOpen Weights
ParametersNot published2.8T, 104B active
ArchitectureNot publishedMixture of Experts
Context window500,000 tokens1,048,576 tokens
Knowledge cutoffFebruary 1, 2026Not published
Technical sourcesModelModel

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 Grok 4.6 and Kimi K3
Price typeGrok 4.6Kimi K3
API input$2 ≤200K / $4 >200K$3
API output$6 ≤200K / $12 >200K$15
Cache read$0.5 ≤200K / $1 >200K$0.3
Cache write (5 min.)Not listedNot listed
Cache write (1 hr.)Not listedNot listed
Price verified09/22/2026 Source09/22/2026 Source
Grok 4.6Kimi K3
API inputUSD per 1M tokens, base tier
Grok 4.6Lower price$2
Kimi K3$3
API outputUSD per 1M tokens, base tier
Grok 4.6Lower price$6
Kimi K3$15
Cache readUSD per 1M tokens, base tier
Grok 4.6$0.5
Kimi K3Lower price$0.3

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 Grok 4.6 and Kimi K3
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Grok 4.6xAIDirect from developerUp to 200,000 context tokensLowest listed price: $2Lowest listed price: $6Source09/22/2026
xAIDirect from developerAbove 200,000 context tokens$4$12Source09/22/2026
Amazon BedrockVia OpenRouteramazon-bedrock/us-west-2$2.2$6.6Source10/03/2026
xAIVia OpenRouterxaiLowest listed price: $2Lowest listed price: $6Source10/03/2026
xAIVia OpenRouterxai/priority$4$12Source10/03/2026
xAIVia OpenRouterxai/zdrLowest listed price: $2Lowest listed price: $6Source10/03/2026
xAIVia OpenRouterxai/zdr/priority$4$12Source10/03/2026
xAIVia OpenRouterxai/zdr/us$2.2$6.6Source10/03/2026
Kimi K3Moonshot AIDirect from developerStandard API$3$15Source09/22/2026
AkashMLVia OpenRouterakashml/fp4$3$15Source10/03/2026
AlibabaVia OpenRouteralibaba$3.45$17.25Source10/03/2026
BaseTenVia OpenRouterbaseten/fp8$3$15Source10/03/2026
ChutesVia OpenRouterchutes/mxfp4$3$15Source10/03/2026
DecartVia OpenRouterdecart/mxfp4$3$15Source10/03/2026
DeepInfraVia OpenRouterdeepinfra/bf16$2.85$14.25Source10/03/2026
DigitalOceanVia OpenRouterdigitalocean$2.55$12.95Source10/03/2026
FireworksVia OpenRouterfireworks$3$15Source10/03/2026
FireworksVia OpenRouterfireworks/fast$4.5$22.5Source10/03/2026
FireworksVia OpenRouterfireworks/us$4.5$22.5Source10/03/2026
InferenceNetVia OpenRouterinference-net/fast$3$15Source10/03/2026
InferenceNetVia OpenRouterinference-net/fp4$1.39$13Source10/03/2026
MakoraVia OpenRoutermakora$2.04$12.75Source10/03/2026
ModalVia OpenRoutermodal/mxfp4$3$15Source10/03/2026
Moonshot AIVia OpenRoutermoonshotai/mxfp4$3$15Source10/03/2026
MorphVia OpenRoutermorph/fp8Lowest listed price: $1$11.357Source10/03/2026
ParasailVia OpenRouterparasail/fp4$3$15Source10/03/2026
PhalaVia OpenRouterphala$2.25Lowest listed price: $11.25Source10/03/2026
RelaceVia OpenRouterrelace/fp4$1.38$13Source10/03/2026
Sail ResearchVia OpenRoutersail-research/fp4$2.8$14Source10/03/2026
TogetherVia OpenRoutertogether$2.7$13.5Source10/03/2026
WaferVia OpenRouterwafer$1.39$14Source10/03/2026
WaferVia OpenRouterwafer/us$2.8$14Source10/03/2026

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
Grok 4.6
Kimi K3
Coding: 95.4 / 86.6 (7 benchmark families)
Reasoning: 100 / 98.1 (1 benchmark family)
Mathematics: 58.6 / 100 (1 benchmark family)
Knowledge: 100 / 98.4 (1 benchmark family)
Finance: 96.1 / 99.5 (6 benchmark families)
Legal: 100 / 86.7 (3 benchmark families)
Agentic tasks: 76.2 / 100 (2 benchmark families)
Productivity: 97.9 / 100 (1 benchmark family)

29 matched rows from 28 benchmark families were considered. The radar shows 8 of 13 comparable categories.

Grok 4.6Kimi K3
BioMysteryBenchOverall. Higher is better. No documented setup difference
Grok 4.6Winner72.222 %
Kimi K371.481 %
Code MigrationOverall. Higher is better. No documented setup difference
Grok 4.6Winner44.572 %
Kimi K316.099 %
CorpFin v2Overall. Higher is better. No documented setup difference
Grok 4.666.161 %
Kimi K3Winner71.562 %
CyberBench v1.1Overall. Higher is better. No documented setup difference
Grok 4.667.678 %
Kimi K3Winner75.238 %
EMBOverall. Higher is better. No documented setup difference
Grok 4.662.727 %
Kimi K3Winner66.399 %
Finance Agent (v2)Overall. Higher is better. No documented setup difference
Grok 4.653.682 %
Kimi K3Winner54.36 %
GPQA DiamondOverall. Higher is better. No documented setup difference
Grok 4.6Winner94.697 %
Kimi K392.929 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. No documented setup difference
Grok 4.6Winner15.833 %
Kimi K310.833 %
IOIOverall. Higher is better. No documented setup difference
Grok 4.647.611 %
Kimi K3Winner48.944 %
Legal Research BenchOverall · All-pass. Higher is better. No documented setup difference
Grok 4.6Winner48.077 %
Kimi K344.231 %
LegalBenchOverall. Higher is better. No documented setup difference
Grok 4.6Winner86.307 %
Kimi K386.016 %
LiveCodeBench v6Overall. Higher is better. No documented setup difference
Grok 4.6Winner88.224 %
Kimi K387.185 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Grok 4.6 and Kimi K3
Benchmark and taskGrok 4.6Kimi K3Source
BioMysteryBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Harness: Terminus 2
Winner72.222 %
71.481 %
Vals AI
Source details
Data as of: 09/27/2026
Code MigrationOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner44.572 %
16.099 %
Vals AI
Source details
Data as of: 09/27/2026
CorpFin v2Overall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better
66.161 %
Winner71.562 %
Vals AI
Source details
Data as of: 08/12/2026
CyberBench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is better
67.678 %
Winner75.238 %
Vals AI
Source details
Data as of: 09/27/2026
EMBOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
62.727 %
Winner66.399 %
Vals AI
Source details
Data as of: 09/27/2026
Finance Agent (v2)Overall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better
53.682 %
Winner54.36 %
Vals AI
Source details
Data as of: 09/27/2026
GPQA DiamondOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner94.697 %
92.929 %
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
Winner15.833 %
10.833 %
Vals AI
Source details
Data as of: 09/27/2026
IOIOverall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better
47.611 %
Winner48.944 %
Vals AI
Source details
Data as of: 09/27/2026
Legal Research BenchOverall · All-pass
Test details
No documented difference in the test setupVersion: 1Metric: all-pass rateScoring: Higher is better
Winner48.077 %
44.231 %
Vals AI
Source details
Data as of: 09/27/2026
LegalBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner86.307 %
86.016 %
Vals AI
Source details
Data as of: 09/27/2026
LiveCodeBench v6Overall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner88.224 %
87.185 %
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 21,380 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 26,400 anonymous pairwise votes.
1,453.397
95% confidence interval: ±5.242The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,487.964
95% confidence interval: ±4.866The 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: 09/25/2026
MedCodeOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
44.712 %
Winner48.884 %
Vals AI
Source details
Data as of: 09/26/2026
MedScribeOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
86.534 %
Winner87.958 %
Vals AI
Source details
Data as of: 09/26/2026
MMLU-ProOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner89.4 %
87.973 %
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
64.189 %
Winner66.336 %
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
51 %
Winner87 %
Vals AI
Source details
Data as of: 09/28/2026
Public Benefits Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is better
66.847 %
Winner68.268 %
Vals AI
Source details
Data as of: 09/27/2026
SAGEOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
28.9 %
Winner54.26 %
Vals AI
Source details
Data as of: 09/26/2026
SWE-bench VerifiedOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner95.6 %
93.4 %
Vals AI
Source details
Data as of: 09/01/2026
Tax Agent BenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner70.788 %
68.672 %
Vals AI
Source details
Data as of: 09/27/2026
TaxEval v2Overall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better
71.096 %
Winner75.716 %
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
78.277 %
Winner80.899 %
Vals AI
Source details
Data as of: 09/27/2026
Terminal-Bench 4.0Overall
Test details
No documented difference in the test setupVersion: 4.0Metric: accuracyScoring: Higher is better
Winner17.172 %
12.626 %
Vals AI
Source details
Data as of: 09/27/2026
Terminal-Bench ScienceOverall
Test details
No documented difference in the test setupVersion: 0.1Metric: accuracyScoring: Higher is better
Winner4.286 %
2.857 %
Vals AI
Source details
Data as of: 09/27/2026
Time Horizon Index: KSPOverall
Test details
No documented difference in the test setupVersion: 1Metric: progressScoring: Higher is better
5.833 %
Winner10.5 %
Vals AI
Source details
Data as of: 09/14/2026
Vals IndexOverall
Test details
No documented difference in the test setupVersion: 2Metric: weighted index scoreScoring: Higher is better
Winner59.167 %
57.813 %
Vals AI
Source details
Data as of: 09/27/2026
Vibe Code Bench 1-100Overall
Test details
No documented difference in the test setupVersion: 1.0Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands
14.75 %
Winner18.244 %
Vals AI
Source details
Data as of: 09/22/2026
Vibe Code Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands
76.239 %
Winner84.963 %
Vals AI
Source details
Data as of: 09/27/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 4,164 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 5,149 anonymous pairwise votes.
1,447.416
95% confidence interval: ±9.612The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,489.173
95% confidence interval: ±8.766The 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: 09/25/2026
LMArena Text, Style ControlChinese
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 1,707 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 1,940 anonymous pairwise votes.
1,502.981
95% confidence interval: ±14.739The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,539.78
95% confidence interval: ±13.819The 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: 09/25/2026
LMArena Text, Style ControlCoding
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 5,539 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 6,878 anonymous pairwise votes.
1,507.402
95% confidence interval: ±8.493The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,540.544
95% confidence interval: ±7.811The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 4,559 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 5,249 anonymous pairwise votes.
1,444.507
95% confidence interval: ±9.71The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,458.257
95% confidence interval: ±9.02The 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: 09/25/2026
LMArena Text, Style ControlEnglish
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 8,594 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 10,028 anonymous pairwise votes.
1,456.489
95% confidence interval: ±7.091The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,493.173
95% confidence interval: ±6.62The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 5,466 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 6,417 anonymous pairwise votes.
1,440.971
95% confidence interval: ±8.913The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,459.187
95% confidence interval: ±8.256The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 15,795 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 19,504 anonymous pairwise votes.
1,455.675
95% confidence interval: ±6.93The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,501.41
95% confidence interval: ±6.35The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 2,489 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 2,457 anonymous pairwise votes.
1,489.565
95% confidence interval: ±12.215The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,532.809
95% confidence interval: ±12.276The 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: 09/25/2026
LMArena Text, Style ControlFrench
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 574 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 944 anonymous pairwise votes.
1,488.187
95% confidence interval: ±25.71The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,506.507
95% confidence interval: ±20.255The 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: 09/25/2026
LMArena Text, Style ControlGerman
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 387 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 508 anonymous pairwise votes.
1,455.753
95% confidence interval: ±30.673The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,487.756
95% confidence interval: ±26.837The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 14,049 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 17,130 anonymous pairwise votes.
1,478.04
95% confidence interval: ±6.111The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,516.598
95% confidence interval: ±5.615The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 5,649 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 6,516 anonymous pairwise votes.
1,475.829
95% confidence interval: ±8.469The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,514.741
95% confidence interval: ±7.894The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 7,687 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 8,851 anonymous pairwise votes.
1,450.943
95% confidence interval: ±7.537The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,486.2
95% confidence interval: ±7.06The 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: 09/25/2026
LMArena Text, Style ControlJapanese
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 350 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 465 anonymous pairwise votes.
1,408.852
95% confidence interval: ±33.025The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,505.193
95% confidence interval: ±29.212The 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: 09/25/2026
LMArena Text, Style ControlKorean
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 406 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 567 anonymous pairwise votes.
1,428.58
95% confidence interval: ±30.047The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,476.936
95% confidence interval: ±24.854The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 1,884 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 2,120 anonymous pairwise votes.
1,452.3
95% confidence interval: ±14.019The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,513.54
95% confidence interval: ±13.409The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 3,518 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 4,134 anonymous pairwise votes.
1,471.756
95% confidence interval: ±10.373The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,521.44
95% confidence interval: ±9.547The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 10,166 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 11,778 anonymous pairwise votes.
1,471.292
95% confidence interval: ±6.966The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,503.731
95% confidence interval: ±6.651The 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: 09/25/2026
LMArena Text, Style ControlMath
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 1,019 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 1,131 anonymous pairwise votes.
1,442.604
95% confidence interval: ±18.439The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,499.153
95% confidence interval: ±17.579The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 1,259 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 1,381 anonymous pairwise votes.
1,483.156
95% confidence interval: ±16.859The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,512.282
95% confidence interval: ±16.286The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 1,465 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 1,822 anonymous pairwise votes.
1,461.875
95% confidence interval: ±15.828The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,510.85
95% confidence interval: ±14.327The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 3,295 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 4,075 anonymous pairwise votes.
1,443.518
95% confidence interval: ±10.813The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,500.724
95% confidence interval: ±9.804The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 12,779 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 16,361 anonymous pairwise votes.
1,446.555
95% confidence interval: ±6.207The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,477.001
95% confidence interval: ±5.678The 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: 09/25/2026
LMArena Text, Style ControlPolish
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 307 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 428 anonymous pairwise votes.
1,446.755
95% confidence interval: ±32.557The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,489.166
95% confidence interval: ±27.535The 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: 09/25/2026
LMArena Text, Style ControlRussian
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 2,635 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 3,175 anonymous pairwise votes.
1,453.105
95% confidence interval: ±11.963The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,493.777
95% confidence interval: ±10.901The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 8,277 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 10,253 anonymous pairwise votes.
1,492.962
95% confidence interval: ±7.164The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,526.074
95% confidence interval: ±6.653The 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: 09/25/2026
LMArena Text, Style ControlSpanish
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 542 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 810 anonymous pairwise votes.
1,429.388
95% confidence interval: ±25.495The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,484.797
95% confidence interval: ±20.864The 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: 09/25/2026
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 betterGrok 4.6: Snapshot: grok-4.6-high, Reasoning: high, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.6: Style-controlled Arena rating from 5,980 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 6,938 anonymous pairwise votes.
1,445.501
95% confidence interval: ±8.401The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,474.679
95% confidence interval: ±7.931The 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: 09/25/2026

Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

Compare how the models respond to the same prompt. Each test shows the latest attempt, with no subsequent fixes to the generated code. Earlier runs remain available in the test details. These results do not contribute to an overall score.

Pelican on a bicycle

A community classic for free-form SVG drawing.

Grok 4.6

Grok 4.6: Pelican on a bicycle
A community classic for free-form SVG drawing.

Reasoning (requested): high

Current attempt
Run date
1 Oct 2026
API provider
openrouter
Requested API model
x-ai/grok-4.6
API model reported in response
x-ai/grok-4.6
Reasoning setting
high
Pinned endpoint
xAI | x-ai/grok-4.6-20260810
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Passed, not a quality rating
Response time
113.6 s

Visually reviewed. This individual test does not establish overall model quality.

Earlier attempts (1)
  • 7 Sept 2026API request failedReasoning setting: high

Kimi K3

Kimi K3: Pelican on a bicycle
A community classic for free-form SVG drawing.

Reasoning (requested): high

Current attempt
Run date
1 Oct 2026
API provider
openrouter
Requested API model
moonshotai/kimi-k3
API model reported in response
moonshotai/kimi-k3
Reasoning setting
high
Pinned endpoint
Moonshot AI | moonshotai/kimi-k3-20260715
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Passed, not a quality rating
Response time
173.4 s

Visually reviewed. This individual test does not establish overall model quality.

Earlier attempts (1)
  • 7 Sept 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 Grok 4.6 and Kimi K3 with other leading models using the same data and benchmark logic.

View the complete LLM comparison