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Head-to-head comparison

Grok 4.5 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
196
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 Grok 4.5 and Kimi K3
AttributeGrok 4.5Kimi K3
ProviderxAIMoonshot AI
ReleasedJul 16, 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 4.5 and Kimi K3
Price typeGrok 4.5Kimi K3
API input$2 ≤200K / $4 >200K$3
API output$6 ≤200K / $12 >200K$15
Cache read$0.3 ≤200K / $0.6 >200K$0.3
Cache write (5 min.)Not listedNot listed
Cache write (1 hr.)Not listedNot listed
Price verified08/11/2026 Source07/30/2026 Source
Grok 4.5Kimi K3
API inputUSD per 1M tokens, base tier
Grok 4.5Lower price$2
Kimi K3$3
API outputUSD per 1M tokens, base tier
Grok 4.5Lower price$6
Kimi K3$15
Cache readUSD per 1M tokens, base tier
Grok 4.5Tie$0.3
Kimi K3Tie$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 4.5 and Kimi K3
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Grok 4.5xAIDirect from developerUp to 200,000 context tokensLowest listed price: $2Lowest listed price: $6Source08/11/2026
xAIDirect from developerAbove 200,000 context tokens$4$12Source08/11/2026
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
Kimi K3Moonshot AIDirect from developerStandard API$3$15Source07/30/2026
AlibabaVia OpenRouteralibaba$3.45$17.25Source09/06/2026
BaseTenVia OpenRouterbaseten/fp8$3$15Source09/06/2026
ChutesVia OpenRouterchutes/mxfp4$3$15Source09/06/2026
DeepInfraVia OpenRouterdeepinfra/bf16$2.85$14.25Source09/06/2026
DigitalOceanVia OpenRouterdigitalocean$2.85$14.25Source09/06/2026
FireworksVia OpenRouterfireworks$3$15Source09/06/2026
FireworksVia OpenRouterfireworks/fast$4.5$22.5Source09/06/2026
FireworksVia OpenRouterfireworks/us$3.3$16.5Source09/06/2026
MakoraVia OpenRoutermakoraLowest listed price: $2.55Lowest listed price: $12.75Source09/06/2026
ModalVia OpenRoutermodal/mxfp4$3$15Source09/06/2026
Moonshot AIVia OpenRoutermoonshotai/mxfp4$3$15Source09/06/2026
MorphVia OpenRoutermorph/fast$6$22.5Source09/06/2026
MorphVia OpenRoutermorph/fp4$2.6$14Source09/06/2026
ParasailVia OpenRouterparasail/fp4$3$15Source09/06/2026
PhalaVia OpenRouterphala$3$15Source09/06/2026
Sail ResearchVia OpenRoutersail-research/fp4$2.6$13Source09/06/2026
TogetherVia OpenRoutertogether$3$15Source09/06/2026
WaferVia OpenRouterwafer$3Lowest listed price: $12.75Source09/06/2026

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 tasksMultimodal
Grok 4.5
Kimi K3
Coding: 74.8 / 88.8 (5 benchmark families)
Reasoning: 100 / 100 (1 benchmark family)
Mathematics: 35.6 / 100 (1 benchmark family)
Knowledge: 100 / 98.6 (1 benchmark family)
Finance: 90.1 / 100 (5 benchmark families)
Legal: 95.3 / 94.6 (3 benchmark families)
Agentic tasks: 91.9 / 90.8 (2 benchmark families)
Multimodal: 70.1 / 100 (1 benchmark family)

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

Grok 4.5Kimi K3
Code MigrationOverall. Higher is better. No documented setup difference
Grok 4.5Winner36.596 %
Kimi K316.099 %
CorpFin v2Overall. Higher is better. No documented setup difference
Grok 4.567.405 %
Kimi K3Winner71.562 %
EMBOverall. Higher is better. No documented setup difference
Grok 4.552.911 %
Kimi K3Winner66.399 %
Finance Agent (v2)Overall. Higher is better. No documented setup difference
Grok 4.548.349 %
Kimi K3Winner54.36 %
GPQA DiamondOverall. Higher is better. No documented setup difference
Grok 4.5Tie92.929 %
Kimi K3Tie92.929 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. No documented setup difference
Grok 4.5Winner12.917 %
Kimi K310.833 %
Legal Research BenchOverall · All-pass. Higher is better. No documented setup difference
Grok 4.537.981 %
Kimi K3Winner44.231 %
LegalBenchOverall. Higher is better. No documented setup difference
Grok 4.585.965 %
Kimi K3Winner86.016 %
LiveCodeBench v6Overall. Higher is better. No documented setup difference
Grok 4.5Winner87.351 %
Kimi K387.185 %
LMArena Text, Style ControlOverall. Higher is better. Test setup not documented as identical
Grok 4.51,470.015
Kimi K3Higher measured value1,489.017
MedCodeOverall. Higher is better. No documented setup difference
Grok 4.543.291 %
Kimi K3Winner48.884 %
MedScribeOverall. Higher is better. No documented setup difference
Grok 4.586.884 %
Kimi K3Winner87.958 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Grok 4.5 and Kimi K3
Benchmark and taskGrok 4.5Kimi K3Source
Code MigrationOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
Winner36.596 %
16.099 %
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
67.405 %
Winner71.562 %
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
52.911 %
Winner66.399 %
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
48.349 %
Winner54.36 %
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
Tie92.929 %
Tie92.929 %
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
Winner12.917 %
10.833 %
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
37.981 %
Winner44.231 %
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
85.965 %
Winner86.016 %
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
Winner87.351 %
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 4.5: Snapshot: grok-4.5, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.5: Style-controlled Arena rating from 25,873 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 17,895 anonymous pairwise votes.
1,470.015
95% confidence interval: ±4.921The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,489.017
95% confidence interval: ±5.47The 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
43.291 %
Winner48.884 %
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
86.884 %
Winner87.958 %
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
Winner89.216 %
87.973 %
Vals AI
Source details
Data as of: 09/01/2026
MMMU-ProOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
61.792 %
Winner88.15 %
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
61.804 %
Winner66.336 %
Vals AI
Source details
Data as of: 09/01/2026
ProgramBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
0 %
Winner2 %
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
31 %
Winner87 %
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
34.967 %
Winner54.26 %
Vals AI
Source details
Data as of: 09/03/2026
SWE-bench VerifiedOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better
86.6 %
Winner93.4 %
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
71.668 %
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
67.79 %
Winner80.899 %
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
Winner6.333 %
5.167 %
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
51.528 %
Winner57.813 %
Vals AI
Source details
Data as of: 09/03/2026
Vals Multimodal IndexOverall
Test details
No documented difference in the test setupVersion: 1.2Metric: weighted index scoreScoring: Higher is better
63.42 %
Winner73.42 %
Vals AI
Source details
Data as of: 08/11/2026
Vibe Code Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands
69.002 %
Winner84.963 %
Vals AI
Source details
Data as of: 09/03/2026
CorpFin v2Exact Pages
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
66.317 %
Higher measured value69.347 %
Vals AI
Source details
Data as of: 08/06/2026
EMBComps
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
39.489 %
Higher measured value72.685 %
Vals AI
Source details
Data as of: 08/06/2026
Finance Agent (v2)Adjustments
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
38.568 %
Higher measured value51.461 %
Vals AI
Source details
Data as of: 08/06/2026
GPQA DiamondFew-Shot CoT
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
92.929 %
Higher measured value93.434 %
Vals AI
Source details
Data as of: 08/09/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
No direct winner87.319 %
No direct winner87.319 %
Vals AI
Source details
Data as of: 08/07/2026
Legal Research BenchAdministrative / Regulatory · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
51.515 %
Higher measured value54.545 %
Vals AI
Source details
Data as of: 08/06/2026
LegalBenchConclusion Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
89.507 %
Higher measured value90.733 %
Vals AI
Source details
Data as of: 08/09/2026
LiveCodeBench v6Easy
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
Higher measured value99.068 %
98.758 %
Vals AI
Source details
Data as of: 08/09/2026
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 4.5: Snapshot: grok-4.5, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.5: Style-controlled Arena rating from 5,122 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 3,520 anonymous pairwise votes.
1,465.734
95% confidence interval: ±8.936The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,489.216
95% confidence interval: ±10.41The 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
MMLU-ProBiology
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
Higher measured value94.282 %
93.863 %
Vals AI
Source details
Data as of: 08/09/2026
MortgageTaxNumerical Extraction
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
62.798 %
Higher measured value78.855 %
Vals AI
Source details
Data as of: 08/09/2026
ProgramBenchAlmost Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
4.5 %
Higher measured value17.5 %
Vals AI
Source details
Data as of: 08/09/2026
SAGEAutomata
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 1, Top P: 0.95, Output limit: 30,000 tokens
Kimi K3: Temperature: 1, Output limit: 30,000 tokens
32.54 %
Higher measured value44.048 %
Vals AI
Source details
Data as of: 08/09/2026
SWE-bench Verified<15 min fix
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
Higher measured value93.814 %
92.268 %
Vals AI
Source details
Data as of: 08/08/2026
TaxEval v2Correctness
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
62.551 %
Higher measured value65.331 %
Vals AI
Source details
Data as of: 08/09/2026
Terminal-Bench 2.1Easy
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
No direct winner91.667 %
No direct winner91.667 %
Vals AI
Source details
Data as of: 08/06/2026
Time Horizon Index: KSPProgress efficiency
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: progressScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
Higher measured value5.939 %
4.072 %
Vals AI
Source details
Data as of: 08/05/2026
Vals IndexCorpFin v2
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
68.415 %
Higher measured value72.611 %
Vals AI
Source details
Data as of: 08/09/2026
Vals Multimodal IndexCorpFin v2
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
68.415 %
Higher measured value72.611 %
Vals AI
Source details
Data as of: 08/09/2026
CorpFin v2Max Fitting Context
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
67.483 %
Higher measured value72.727 %
Vals AI
Source details
Data as of: 08/06/2026
EMBDataroom
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
64.953 %
Higher measured value85.13 %
Vals AI
Source details
Data as of: 08/06/2026
Finance Agent (v2)All-Pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
36.743 %
Higher measured value41.69 %
Vals AI
Source details
Data as of: 08/06/2026
GPQA DiamondZero-Shot CoT
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
Higher measured value92.929 %
92.424 %
Vals AI
Source details
Data as of: 08/09/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
No direct winner0 %
No direct winner0 %
Vals AI
Source details
Data as of: 08/07/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
88.75 %
Higher measured value90.731 %
Vals AI
Source details
Data as of: 08/06/2026
LegalBenchInterpretation Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
Higher measured value83.22 %
82.612 %
Vals AI
Source details
Data as of: 08/09/2026
LiveCodeBench v6Hard
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
73.429 %
Higher measured value74.286 %
Vals AI
Source details
Data as of: 08/09/2026
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 4.5: Snapshot: grok-4.5, Harness: Arena text, style control
Kimi K3: Snapshot: kimi-k3-max, Reasoning: max, Harness: Arena text, style control
Grok 4.5: Style-controlled Arena rating from 1,737 anonymous pairwise votes.Kimi K3: Style-controlled Arena rating from 1,168 anonymous pairwise votes.
1,512.8
95% confidence interval: ±15.002The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.
Higher measured value1,528.536
95% confidence interval: ±17.657The 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
MMLU-ProBusiness
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
Higher measured value93.283 %
92.015 %
Vals AI
Source details
Data as of: 08/09/2026
MortgageTaxSemantic Extraction
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
Higher measured value60.811 %
53.816 %
Vals AI
Source details
Data as of: 08/09/2026
ProgramBenchFully Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
0 %
Higher measured value2 %
Vals AI
Source details
Data as of: 08/09/2026
SAGECalculus
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 1, Top P: 0.95, Output limit: 30,000 tokens
Kimi K3: Temperature: 1, Output limit: 30,000 tokens
59.568 %
Higher measured value75.617 %
Vals AI
Source details
Data as of: 08/09/2026
SWE-bench Verified>4 hours
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
No direct winner66.667 %
No direct winner66.667 %
Vals AI
Source details
Data as of: 08/08/2026
TaxEval v2Stepwise Reasoning
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
80.785 %
Higher measured value86.1 %
Vals AI
Source details
Data as of: 08/09/2026
Terminal-Bench 2.1Hard
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
56.667 %
Higher measured value74.444 %
Vals AI
Source details
Data as of: 08/06/2026
Vals IndexFinance Agent v2
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
48.751 %
Higher measured value55.882 %
Vals AI
Source details
Data as of: 08/09/2026
Vals Multimodal IndexFinance Agent v2
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
48.751 %
Higher measured value55.882 %
Vals AI
Source details
Data as of: 08/09/2026
CorpFin v2Shared Max Context
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
68.415 %
Higher measured value72.611 %
Vals AI
Source details
Data as of: 08/06/2026
EMBDCF
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGrok 4.5: Reasoning: high, Temperature: 0.7, Top P: 0.95
Kimi K3: Temperature: 1, Output limit: 262,144 tokens
41.455 %
Higher measured value58.877 %
Vals AI
Source details
Data as of: 08/06/2026

Key to the marks:better valuebetter, but not conclusivetie

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.

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