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
Change model selection
Specifications
General specifications
Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.
| Attribute | Grok 4.5 | Kimi K3 |
|---|---|---|
| Provider | xAI | Moonshot AI |
| Released | Jul 16, 2026 | Jul 16, 2026 |
| Availability | Active | Active |
| Model type | Proprietary | Open Weights |
| Parameters | Not published | 2.8T, 104B active |
| Architecture | Not published | Mixture of Experts |
| Context window | 500,000 tokens | 1,048,576 tokens |
| Knowledge cutoff | February 1, 2026 | Not published |
| Technical sources | Model | Model |
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.
| Price type | Grok 4.5 | Kimi 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 listed | Not listed |
| Cache write (1 hr.) | Not listed | Not listed |
| Price verified | 08/11/2026 Source | 07/30/2026 Source |
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.
| Model | Provider | Purchase route and tariff | Input per 1M tokens | Output per 1M tokens | Source |
|---|---|---|---|---|---|
| Grok 4.5 | xAI | Direct from developerUp to 200,000 context tokens | Lowest listed price: $2 | Lowest listed price: $6 | Source08/11/2026 |
| xAI | Direct from developerAbove 200,000 context tokens | $4 | $12 | Source08/11/2026 | |
| xAI | Via OpenRouterxai | Lowest listed price: $2 | Lowest listed price: $6 | Source09/06/2026 | |
| xAI | Via OpenRouterxai/priority | $4 | $12 | Source09/06/2026 | |
| xAI | Via OpenRouterxai/zdr | Lowest listed price: $2 | Lowest listed price: $6 | Source09/06/2026 | |
| xAI | Via OpenRouterxai/zdr/priority | $4 | $12 | Source09/06/2026 | |
| Kimi K3 | Moonshot AI | Direct from developerStandard API | $3 | $15 | Source07/30/2026 |
| Alibaba | Via OpenRouteralibaba | $3.45 | $17.25 | Source09/06/2026 | |
| BaseTen | Via OpenRouterbaseten/fp8 | $3 | $15 | Source09/06/2026 | |
| Chutes | Via OpenRouterchutes/mxfp4 | $3 | $15 | Source09/06/2026 | |
| DeepInfra | Via OpenRouterdeepinfra/bf16 | $2.85 | $14.25 | Source09/06/2026 | |
| DigitalOcean | Via OpenRouterdigitalocean | $2.85 | $14.25 | Source09/06/2026 | |
| Fireworks | Via OpenRouterfireworks | $3 | $15 | Source09/06/2026 | |
| Fireworks | Via OpenRouterfireworks/fast | $4.5 | $22.5 | Source09/06/2026 | |
| Fireworks | Via OpenRouterfireworks/us | $3.3 | $16.5 | Source09/06/2026 | |
| Makora | Via OpenRoutermakora | Lowest listed price: $2.55 | Lowest listed price: $12.75 | Source09/06/2026 | |
| Modal | Via OpenRoutermodal/mxfp4 | $3 | $15 | Source09/06/2026 | |
| Moonshot AI | Via OpenRoutermoonshotai/mxfp4 | $3 | $15 | Source09/06/2026 | |
| Morph | Via OpenRoutermorph/fast | $6 | $22.5 | Source09/06/2026 | |
| Morph | Via OpenRoutermorph/fp4 | $2.6 | $14 | Source09/06/2026 | |
| Parasail | Via OpenRouterparasail/fp4 | $3 | $15 | Source09/06/2026 | |
| Phala | Via OpenRouterphala | $3 | $15 | Source09/06/2026 | |
| Sail Research | Via OpenRoutersail-research/fp4 | $2.6 | $13 | Source09/06/2026 | |
| Together | Via OpenRoutertogether | $3 | $15 | Source09/06/2026 | |
| Wafer | Via OpenRouterwafer | $3 | Lowest listed price: $12.75 | Source09/06/2026 |
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.
26 matched rows from 24 benchmark families were considered. The radar shows 8 of 11 comparable categories.
Key to the marks:better valuebetter, but not conclusivetie
| Benchmark and task | Grok 4.5 | Kimi K3 | Source |
|---|---|---|---|
Code MigrationOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | Winner36.596 % | 16.099 % | Vals AISource detailsData as of: 09/03/2026 |
CorpFin v2OverallTest detailsNo documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better | 67.405 % | Winner71.562 % | Vals AISource detailsData as of: 08/12/2026 |
EMBOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 52.911 % | Winner66.399 % | Vals AISource detailsData as of: 09/03/2026 |
Finance Agent (v2)OverallTest detailsNo documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better | 48.349 % | Winner54.36 % | Vals AISource detailsData as of: 09/03/2026 |
GPQA DiamondOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | Tie92.929 % | Tie92.929 % | Vals AISource detailsData as of: 09/01/2026 |
Harvey's Legal Agent BenchmarkOverall · Task fully resolvedTest detailsNo documented difference in the test setupVersion: 1Metric: task resolution rateScoring: Higher is better | Winner12.917 % | 10.833 % | Vals AISource detailsData as of: 09/03/2026 |
Legal Research BenchOverall · All-passTest detailsNo documented difference in the test setupVersion: 1Metric: all-pass rateScoring: Higher is better | 37.981 % | Winner44.231 % | Vals AISource detailsData as of: 09/03/2026 |
LegalBenchOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 85.965 % | Winner86.016 % | Vals AISource detailsData as of: 09/01/2026 |
LiveCodeBench v6OverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | Winner87.351 % | 87.185 % | Vals AISource detailsData as of: 09/01/2026 |
LMArena Text, Style ControlOverallTest detailsTest 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 controlGrok 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. | LMArenaSource detailsData as of: 09/01/2026 |
MedCodeOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 43.291 % | Winner48.884 % | Vals AISource detailsData as of: 09/03/2026 |
MedScribeOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 86.884 % | Winner87.958 % | Vals AISource detailsData as of: 09/03/2026 |
MMLU-ProOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | Winner89.216 % | 87.973 % | Vals AISource detailsData as of: 09/01/2026 |
MMMU-ProOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 61.792 % | Winner88.15 % | Vals AISource detailsData as of: 09/01/2026 |
MortgageTaxOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 61.804 % | Winner66.336 % | Vals AISource detailsData as of: 09/01/2026 |
ProgramBenchOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 0 % | Winner2 % | Vals AISource detailsData as of: 09/01/2026 |
ProofBenchOverallTest detailsNo documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is better | 31 % | Winner87 % | Vals AISource detailsData as of: 09/01/2026 |
SAGEOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 34.967 % | Winner54.26 % | Vals AISource detailsData as of: 09/03/2026 |
SWE-bench VerifiedOverallTest detailsNo documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better | 86.6 % | Winner93.4 % | Vals AISource detailsData as of: 09/01/2026 |
TaxEval v2OverallTest detailsNo documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better | 71.668 % | Winner75.716 % | Vals AISource detailsData as of: 09/01/2026 |
Terminal-Bench 2.1OverallTest detailsNo documented difference in the test setupVersion: 2.1Metric: accuracyScoring: Higher is better | 67.79 % | Winner80.899 % | Vals AISource detailsData as of: 09/03/2026 |
Time Horizon Index: KSPOverallTest detailsNo documented difference in the test setupVersion: 1Metric: progressScoring: Higher is better | Winner6.333 % | 5.167 % | Vals AISource detailsData as of: 08/20/2026 |
Vals IndexOverallTest detailsNo documented difference in the test setupVersion: 2Metric: weighted index scoreScoring: Higher is better | 51.528 % | Winner57.813 % | Vals AISource detailsData as of: 09/03/2026 |
Vals Multimodal IndexOverallTest detailsNo documented difference in the test setupVersion: 1.2Metric: weighted index scoreScoring: Higher is better | 63.42 % | Winner73.42 % | Vals AISource detailsData as of: 08/11/2026 |
Vibe Code Bench v1.1OverallTest detailsNo documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands | 69.002 % | Winner84.963 % | Vals AISource detailsData as of: 09/03/2026 |
CorpFin v2Exact PagesTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
EMBCompsTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
Finance Agent (v2)AdjustmentsTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
GPQA DiamondFew-Shot CoTTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passedTest detailsTest 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 AISource detailsData as of: 08/07/2026 |
Legal Research BenchAdministrative / Regulatory · All-passTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
LegalBenchConclusion TasksTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
LiveCodeBench v6EasyTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
LMArena Text, Style ControlBusiness, management and financeTest detailsTest 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 controlGrok 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. | LMArenaSource detailsData as of: 09/01/2026 |
MMLU-ProBiologyTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
MortgageTaxNumerical ExtractionTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
ProgramBenchAlmost ResolvedTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
SAGEAutomataTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
SWE-bench Verified<15 min fixTest detailsTest 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 AISource detailsData as of: 08/08/2026 |
TaxEval v2CorrectnessTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
Terminal-Bench 2.1EasyTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
Time Horizon Index: KSPProgress efficiencyTest detailsTest 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 AISource detailsData as of: 08/05/2026 |
Vals IndexCorpFin v2Test detailsTest 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 AISource detailsData as of: 08/09/2026 |
Vals Multimodal IndexCorpFin v2Test detailsTest 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 AISource detailsData as of: 08/09/2026 |
CorpFin v2Max Fitting ContextTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
EMBDataroomTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
Finance Agent (v2)All-PassTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
GPQA DiamondZero-Shot CoTTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
Harvey's Legal Agent BenchmarkAntitrust Competition · Task fully resolvedTest detailsTest 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 AISource detailsData as of: 08/07/2026 |
Legal Research BenchAdministrative / Regulatory · Weighted partial creditTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
LegalBenchInterpretation TasksTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
LiveCodeBench v6HardTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
LMArena Text, Style ControlChineseTest detailsTest 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 controlGrok 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. | LMArenaSource detailsData as of: 09/01/2026 |
MMLU-ProBusinessTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
MortgageTaxSemantic ExtractionTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
ProgramBenchFully ResolvedTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
SAGECalculusTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
SWE-bench Verified>4 hoursTest detailsTest 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 AISource detailsData as of: 08/08/2026 |
TaxEval v2Stepwise ReasoningTest detailsTest 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 AISource detailsData as of: 08/09/2026 |
Terminal-Bench 2.1HardTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
Vals IndexFinance Agent v2Test detailsTest 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 AISource detailsData as of: 08/09/2026 |
Vals Multimodal IndexFinance Agent v2Test detailsTest 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 AISource detailsData as of: 08/09/2026 |
CorpFin v2Shared Max ContextTest detailsTest 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 AISource detailsData as of: 08/06/2026 |
EMBDCFTest detailsTest 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 AISource detailsData 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.
More matchups
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