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Head-to-head comparison

Gemini 4 Argon vs. Kimi K2.6

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

shared result series
126
distinct benchmark metrics
13
latest retrieval
2026-10-16

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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 Gemini 4 Argon and Kimi K2.6
AttributeGemini 4 ArgonKimi K2.6
ProviderGoogle DeepMindMoonshot AI
ReleasedOct 13, 2026Apr 20, 2026
AvailabilityActiveActive
Model typeProprietaryOpen Weights
ParametersNot published1T, 32B active
ArchitectureNot publishedMixture of Experts
Context window1,048,576 tokens shared across input, thinking, and output262,144 tokens
Knowledge cutoffNot publishedNot published
Technical sourcesModelModel, Context

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 Gemini 4 Argon and Kimi K2.6
Price typeGemini 4 ArgonKimi K2.6
API input$2$0.95
API output$10$4
Cache read$0.1$0.16
Cache write (5 min.)Not listedNot listed
Cache write (1 hr.)Not listedNot listed
Price verified10/25/2026 Source09/22/2026 Source

Gemini 4 Argon, Standard pricing through November 30, 2026

Per 1 million tokens: $2.00 input, $10.00 output including thinking, and $0.10 cached input. Source

Gemini 4 Argon, Standard pricing from December 1, 2026

Per 1 million tokens: $4.00 input, $20.00 output including thinking, and $0.20 cached input. Source

Gemini 4 Argon, Caching

Implicit caching only; explicit caching is not supported. Source

Gemini 4 ArgonKimi K2.6
API inputUSD per 1M tokens, base tier
Gemini 4 Argon$2
Kimi K2.6Lower price$0.95
API outputUSD per 1M tokens, base tier
Gemini 4 Argon$10
Kimi K2.6Lower price$4
Cache readUSD per 1M tokens, base tier
Gemini 4 ArgonLower price$0.1
Kimi K2.6$0.16

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.

No provider tariff for Gemini 4 Argon is available in the stored OpenRouter snapshot. The official direct price is still shown.

Provider pricing for Gemini 4 Argon and Kimi K2.6
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Gemini 4 ArgonGoogle DeepMindDirect from developerStandard APILowest listed price: $2Lowest listed price: $10Source10/25/2026
Kimi K2.6Moonshot AIDirect from developerStandard API$0.95$4Source09/22/2026
AtlasCloudVia OpenRouteratlas-cloud/int4$0.95$4Source10/26/2026
BaiduVia OpenRouterbaidu/fp4$0.95$4Source10/26/2026
ChutesVia OpenRouterchutes/int4Lowest listed price: $0.45Lowest listed price: $1.95Source10/26/2026
CloudflareVia OpenRoutercloudflare$0.95$4Source10/26/2026
CoreWeaveVia OpenRoutercoreweave/fp4$0.65$3.41Source10/26/2026
CrusoeVia OpenRoutercrusoe/bf16$0.7$3.5Source10/26/2026
DeepInfraVia OpenRouterdeepinfra/fp4$0.75$3.5Source10/26/2026
DigitalOceanVia OpenRouterdigitalocean$0.57$2.4Source10/26/2026
GMICloudVia OpenRoutergmicloud/fp8$0.855$3.6Source10/26/2026
InceptronVia OpenRouterinceptron/int4$0.63$3.5Source10/26/2026
Moonshot AIVia OpenRoutermoonshotai/int4$0.95$4Source10/26/2026
NovitaVia OpenRouternovita$0.8$3.4Source10/26/2026
ParasailVia OpenRouterparasail/int4$0.75$3.5Source10/26/2026
PhalaVia OpenRouterphala$1.09$4.6Source10/26/2026
SiliconFlowVia OpenRoutersiliconflow/fp8$0.77$3.4Source10/26/2026
VeniceVia OpenRoutervenice/int4$0.75$3.5Source10/26/2026

Benchmark index

Benchmark index compared

The index combines independent benchmarks on a scale from 0 to 100. A lead only counts when a model comes first in at least 95% of 200 recalculations with randomly redrawn test families. Otherwise both count as level.

Open the AI leaderboard

Overall index

92.6

Overall index

14.1

Gemini 4 Argon leads in 9 of 9 shared areas.

AreaGemini 4 ArgonKimi K2.6
Coding92.411.2
Reasoning91.623.7
Knowledge93.617.3
General90.216.3
Finance94.619.7
Legal94.910.0
Health92.89.8
Productivity90.612.0
Education93.623.1

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.

Not enough directly matched categories for a reliable radar

Only 0 of at least 5 categories have comparable, direct model measurements. The benchmark tables below show the available evidence without filling missing axes.

Gemini 4 ArgonKimi K2.6
Code MigrationOverall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value68.173 %
Kimi K2.627.768 %
EMBOverall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value75.244 %
Kimi K2.657.855 %
Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value65.401 %
Kimi K2.644.899 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value19.583 %
Kimi K2.61.667 %
Legal Research BenchOverall · All-pass. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value54.808 %
Kimi K2.615.865 %
LegalBenchOverall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value88.299 %
Kimi K2.684.738 %
MedCodeOverall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value58.801 %
Kimi K2.640.142 %
MedScribeOverall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value87.427 %
Kimi K2.678.149 %
ProgramBenchOverall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value2.5 %
Kimi K2.60 %
Public Benefits Bench v1.1Overall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value69.756 %
Kimi K2.656.631 %
SAGEOverall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value53.645 %
Kimi K2.650.224 %
Tax Agent BenchOverall. Higher is better. Test setup not documented as identical
Gemini 4 ArgonHigher measured value44.56 %
Kimi K2.612.404 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Gemini 4 Argon and Kimi K2.6
Benchmark and taskGemini 4 ArgonKimi K2.6Source
Code MigrationOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value68.173 %
27.768 %
Vals AI
Source details
Data as of: 10/12/2026
EMBOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value75.244 %
57.855 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value65.401 %
44.899 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value19.583 %
1.667 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchOverall · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value54.808 %
15.865 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value88.299 %
84.738 %
Vals AI
Source details
Data as of: 10/13/2026
MedCodeOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens
Higher measured value58.801 %
40.142 %
Vals AI
Source details
Data as of: 10/13/2026
MedScribeOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens
Higher measured value87.427 %
78.149 %
Vals AI
Source details
Data as of: 10/13/2026
ProgramBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value2.5 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Public Benefits Bench v1.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value69.756 %
56.631 %
Vals AI
Source details
Data as of: 10/12/2026
SAGEOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens
Higher measured value53.645 %
50.224 %
Vals AI
Source details
Data as of: 10/08/2026
Tax Agent BenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value44.56 %
12.404 %
Vals AI
Source details
Data as of: 10/12/2026
Vibe Code Bench v1.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Harness: OpenHands, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Harness: OpenHands, Top P: 0.95, Output limit: 128,000 tokens
Higher measured value91.906 %
37.891 %
Vals AI
Source details
Data as of: 10/12/2026
Code MigrationCLI
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value67.564 %
17.977 %
Vals AI
Source details
Data as of: 10/12/2026
EMBComps
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value82.979 %
61.395 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Adjustments
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value60.527 %
37.934 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value94.203 %
63.768 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value68.182 %
18.182 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchConclusion Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value90.847 %
89.413 %
Vals AI
Source details
Data as of: 10/13/2026
ProgramBenchAlmost Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: almost-resolved rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value41 %
0.5 %
Vals AI
Source details
Data as of: 10/12/2026
SAGEAutomata
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens
Higher measured value45.635 %
42.857 %
Vals AI
Source details
Data as of: 10/08/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value20 %
3.333 %
Vals AI
Source details
Data as of: 10/12/2026
Code MigrationCOBOL
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value70 %
57.143 %
Vals AI
Source details
Data as of: 10/12/2026
EMBDataroom
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value85.109 %
75.069 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)All-Pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value55.789 %
32.584 %
Vals AI
Source details
Data as of: 10/12/2026
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 betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value20 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value92.945 %
75.531 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchInterpretation Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value84.097 %
82.197 %
Vals AI
Source details
Data as of: 10/13/2026
ProgramBenchFully Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value2.5 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
SAGECalculus
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens
Higher measured value84.877 %
22.839 %
Vals AI
Source details
Data as of: 10/08/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value63.603 %
42.296 %
Vals AI
Source details
Data as of: 10/12/2026
Code MigrationCode Quality
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value3.574 / 5
3.149 / 5
Vals AI
Source details
Data as of: 10/12/2026
EMBDCF
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value65.719 %
49.675 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Comparables
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value50.956 %
41.069 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value94.265 %
50.179 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value46.512 %
20.93 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchIssue Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value92.941 %
90.089 %
Vals AI
Source details
Data as of: 10/13/2026
ProgramBenchRaw Pass Rate
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: raw test pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value83.715 %
47.952 %
Vals AI
Source details
Data as of: 10/12/2026
SAGELinear Algebra
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens
Higher measured value74.031 %
68.132 %
Vals AI
Source details
Data as of: 10/08/2026
Tax Agent BenchCurrent & Temporal Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value66.667 %
26.467 %
Vals AI
Source details
Data as of: 10/12/2026
EMBLBO
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value68.543 %
43.117 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Disclosure Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value74.496 %
52.124 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
No direct winner0 %
No direct winner0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value91.87 %
78.436 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchRhetoric Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value82.838 %
81.4 %
Vals AI
Source details
Data as of: 10/13/2026
SAGEPartial Differential Equations
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 30,000 tokens
Higher measured value41.27 %
39.683 %
Vals AI
Source details
Data as of: 10/08/2026
Tax Agent BenchCurrent & Temporal Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value84.637 %
51.239 %
Vals AI
Source details
Data as of: 10/12/2026
EMBM&A
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value80.97 %
64.205 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Earnings Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value84.807 %
63.824 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value95.911 %
84.758 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchCivil Litigation · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value51.852 %
18.519 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchRule Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value90.774 %
80.592 %
Vals AI
Source details
Data as of: 10/13/2026
Tax Agent BenchFact-Pattern Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value39.535 %
9.302 %
Vals AI
Source details
Data as of: 10/12/2026
EMBMisc
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value73.951 %
54.599 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Financial Modeling
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value29.803 %
14.201 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBanking Finance · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
No direct winner0 %
No direct winner0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchCivil Litigation · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value95.082 %
75.8 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchFact-Pattern Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value76.678 %
46.747 %
Vals AI
Source details
Data as of: 10/12/2026
EMBOperating
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value69.433 %
56.923 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)General Qualitative Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value76.963 %
57.295 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkBankruptcy Restructuring · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value91.349 %
54.325 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchConstitutional / Civil Rights · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value47.368 %
21.053 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchForms & Filings
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value26.667 %
3.333 %
Vals AI
Source details
Data as of: 10/12/2026
EMBScratch
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterGemini 4 Argon: Reasoning: high, Temperature: 1, Output limit: 262,144 tokens
Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens
Higher measured value70.798 %
59.678 %
Vals AI
Source details
Data as of: 10/12/2026

Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

SVG short test

One SVG prompt and fixed output settings. Captures are shown only with 0 reported reasoning tokens or documented lack of reasoning controls. Identical test conditions do not make the models' internal compute identical.

Shared test round: 43b8c5c46830

Gemini 4 Argon

Unavailable in this round

Kimi K2.6

Kimi K2.6: SVG short test
API reports 0 reasoning tokensTest run: Oct 14, 2026Provider: chutes/int4API model: moonshotai/kimi-k2.6745 output tokens
Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Gemini 4 Argon

Not tested yet

Kimi K2.6

Output withheld for safety

Reasoning (requested): high

Current attempt
Run date
Oct 5, 2026
API provider
openrouter
Requested API model
moonshotai/kimi-k2.6
API model reported in response
moonshotai/kimi-k2.6
Reasoning setting
high
Pinned endpoint
Moonshot AI | moonshotai/kimi-k2.6-20260420
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
124 s

Not yet visually reviewed. A successful recording does not confirm correct physics or full compliance with the prompt.

Earlier attempts (3)
  • Oct 2, 2026Output withheld for safetyReasoning setting: high
  • Oct 1, 2026Output withheld for safetyReasoning setting: high
  • Sep 7, 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 Gemini 4 Argon and Kimi K2.6 with other leading models using the same data and benchmark logic.

View the complete LLM comparison