Head-to-head comparison

Claude Fable 5 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: 196
distinct benchmarks: 24
latest retrieval: 2026-09-04

First modelSecond model

Specifications

General specifications

Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.

Specifications for Claude Fable 5 and Kimi K2.6
Attribute	Claude Fable 5	Kimi K2.6
Provider	Anthropic	Moonshot AI
Released	Jun 9, 2026	Apr 20, 2026
Availability	Active	Active
Model type	Proprietary	Open Weights
Parameters	Not published	1T, 32B active
Architecture	Not published	Mixture of Experts
Context window	1,000,000 tokens	262,144 tokens
Knowledge cutoff	January 2026	Not published
Technical sources	Model, Context, Knowledge cutoff	Model, 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 Claude Fable 5 and Kimi K2.6
Price type	Claude Fable 5	Kimi K2.6
API input	$10	$0.95
API output	$50	$4
Cache read	$1	$0.16
Cache write (5 min.)	$12.5	Not listed
Cache write (1 hr.)	$20	Not listed
Price verified	07/30/2026 Source	07/30/2026 Source

Claude Fable 5Kimi K2.6

API inputUSD per 1M tokens, base tier

Claude Fable 5$10

Kimi K2.6$0.95

API outputUSD per 1M tokens, base tier

Claude Fable 5$50

Kimi K2.6$4

Cache readUSD per 1M tokens, base tier

Claude Fable 5$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.

Provider pricing for Claude Fable 5 and Kimi K2.6
Model	Provider	Purchase route and tariff	Input per 1M tokens	Output per 1M tokens	Source
Claude Fable 5	Anthropic	Direct from developerStandard API	Lowest listed price: $10	Lowest listed price: $50	Source07/30/2026
	Amazon Bedrock	Via OpenRouteramazon-bedrock	Lowest listed price: $10	Lowest listed price: $50	Source09/07/2026
	Anthropic	Via OpenRouteranthropic	Lowest listed price: $10	Lowest listed price: $50	Source09/07/2026
	Azure	Via OpenRouterazure	Lowest listed price: $10	Lowest listed price: $50	Source09/07/2026
	Claude Platform on AWS	Via OpenRouterclaude-on-aws	Lowest listed price: $10	Lowest listed price: $50	Source09/07/2026
	Google	Via OpenRoutergoogle-vertex/europe	$11	$55	Source09/07/2026
	Google	Via OpenRoutergoogle-vertex/global	Lowest listed price: $10	Lowest listed price: $50	Source09/07/2026
Kimi K2.6	Moonshot AI	Direct from developerStandard API	$0.95	$4	Source07/30/2026
	AtlasCloud	Via OpenRouteratlas-cloud/int4	$0.95	$4	Source09/07/2026
	Baidu	Via OpenRouterbaidu/fp4	$0.95	$4	Source09/07/2026
	BaseTen	Via OpenRouterbaseten/fp4#1	$0.95	$4	Source09/07/2026
	BaseTen	Via OpenRouterbaseten/fp4#2	$0.95	$4	Source09/07/2026
	Chutes	Via OpenRouterchutes/int4	$0.58	$3.4	Source09/07/2026
	Cloudflare	Via OpenRoutercloudflare	$0.95	$4	Source09/07/2026
	CoreWeave	Via OpenRoutercoreweave/fp4	$0.65	$3.41	Source09/07/2026
	Crusoe	Via OpenRoutercrusoe/bf16	$0.7	$3.5	Source09/07/2026
	Decart	Via OpenRouterdecart/fp4	$0.5865	Lowest listed price: $2.4696	Source09/07/2026
	DeepInfra	Via OpenRouterdeepinfra/fp4	$0.75	$3.5	Source09/07/2026
	DigitalOcean	Via OpenRouterdigitalocean	$0.95	$4	Source09/07/2026
	Fireworks	Via OpenRouterfireworks	$0.95	$4	Source09/07/2026
	GMICloud	Via OpenRoutergmicloud/fp8	$0.855	$3.6	Source09/07/2026
	Inceptron	Via OpenRouterinceptron/int4	Lowest listed price: $0.56	$3.39	Source09/07/2026
	Moonshot AI	Via OpenRoutermoonshotai/int4	$0.95	$4	Source09/07/2026
	Novita	Via OpenRouternovita	$0.8	$3.4	Source09/07/2026
	Parasail	Via OpenRouterparasail/int4	$0.75	$3.5	Source09/07/2026
	Phala	Via OpenRouterphala	$1.09	$4.6	Source09/07/2026
	SiliconFlow	Via OpenRoutersiliconflow/fp8	$0.77	$3.4	Source09/07/2026
	StreamLake	Via OpenRouterstreamlake/fp8	$0.5985	$2.52	Source09/07/2026
	Venice	Via OpenRoutervenice/int4	$0.75	$3.5	Source09/07/2026

Performance

Shared benchmarks

Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.

Capability profile from matched benchmarks

Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.

Claude Fable 5

Kimi K2.6

Coding: 100 / 61.1 (6 benchmark families)

Reasoning: 100 / 96.3 (2 benchmark families)

Mathematics: 100 / 97.2 (1 benchmark family)

Knowledge: 100 / 96.3 (2 benchmark families)

Finance: 100 / 90.1 (6 benchmark families)

Legal: 100 / 59.9 (4 benchmark families)

Agentic tasks: 100 / 66.5 (1 benchmark family)

Multimodal: 100 / 96.6 (1 benchmark family)

54 matched rows from 24 benchmark families were considered. The radar shows 8 of 13 comparable categories.

Claude Fable 5Kimi K2.6

Code MigrationOverall. Higher is better. No documented setup difference

Claude Fable 555.065 %

Kimi K2.627.768 %

CorpFin v2Overall. Higher is better. No documented setup difference

Claude Fable 571.834 %

Kimi K2.666.744 %

EMBOverall. Higher is better. No documented setup difference

Claude Fable 573.666 %

Kimi K2.657.855 %

Finance Agent (v2)Overall. Higher is better. No documented setup difference

Claude Fable 556.314 %

Kimi K2.644.899 %

GPQA DiamondOverall. Higher is better. No documented setup difference

Claude Fable 593.182 %

Kimi K2.689.142 %

Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. No documented setup difference

Claude Fable 511.25 %

Kimi K2.61.667 %

Legal Research BenchOverall · All-pass. Higher is better. No documented setup difference

Claude Fable 549.519 %

Kimi K2.615.865 %

LegalBenchOverall. Higher is better. No documented setup difference

Claude Fable 588.561 %

Kimi K2.684.738 %

LiveCodeBench v6Overall. Higher is better. No documented setup difference

Claude Fable 589.778 %

Kimi K2.686.771 %

LMArena Text, Style ControlOverall. Higher is better. No documented setup difference

Claude Fable 51,507.405

Kimi K2.61,460.613

MedCodeOverall. Higher is better. No documented setup difference

Claude Fable 556.07 %

Kimi K2.640.142 %

MedScribeOverall. Higher is better. No documented setup difference

Claude Fable 588.522 %

Kimi K2.678.149 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Claude Fable 5 and Kimi K2.6
Benchmark and task	Claude Fable 5	Kimi K2.6	Source
Code MigrationOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner55.065 %	27.768 %	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	Winner71.834 %	66.744 %	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	Winner73.666 %	57.855 %	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	Winner56.314 %	44.899 %	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	Winner93.182 %	89.142 %	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	Winner11.25 %	1.667 %	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	Winner49.519 %	15.865 %	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	Winner88.561 %	84.738 %	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	Winner89.778 %	86.771 %	Vals AI Source details Data as of: 09/01/2026
LMArena Text, Style ControlOverall Test details No documented difference in the test setupVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Fable 5: Snapshot: claude-fable-5, Harness: Arena text, style control Kimi K2.6: Snapshot: kimi-k2.6, Harness: Arena text, style controlClaude Fable 5: Style-controlled Arena rating from 26,977 anonymous pairwise votes.Kimi K2.6: Style-controlled Arena rating from 37,573 anonymous pairwise votes.	Winner1,507.405 95% confidence interval: ±4.978The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	1,460.613 95% confidence interval: ±4.534The 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	Winner56.07 %	40.142 %	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	Winner88.522 %	78.149 %	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	Winner91.502 %	87.572 %	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	Winner89.306 %	86.301 %	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	Winner68.919 %	65.818 %	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	Winner2 %	0 %	Vals AI Source details Data as of: 09/01/2026
Public Benefits Bench v1.1Overall Test details No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is better	Winner70.433 %	56.631 %	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	Winner51.89 %	50.224 %	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	Winner95 %	76.2 %	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	Winner76.942 %	74.652 %	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	Winner80.524 %	53.558 %	Vals AI Source details Data as of: 09/03/2026
Vals IndexOverall Test details No documented difference in the test setupVersion: 2Metric: weighted index scoreScoring: Higher is better	Winner66.036 %	43.465 %	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	Winner74.154 %	56.434 %	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	Winner90.352 %	37.891 %	Vals AI Source details Data as of: 09/03/2026
Code MigrationCLI Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value60.087 %	17.977 %	Vals AI Source details Data as of: 08/09/2026
CorpFin v2Exact Pages Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 48,000 tokens	Higher measured value66.9 %	64.802 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value70.785 %	61.395 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value51.092 %	37.934 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value92.929 %	89.899 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value92.035 %	63.768 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value57.576 %	18.182 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value91.775 %	89.413 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 256,000 tokens	98.758 %	Higher measured value99.068 %	Vals AI Source details Data as of: 08/09/2026
LMArena Text, Style ControlBusiness, management and finance Test details No documented difference in the test setupVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Fable 5: Snapshot: claude-fable-5, Harness: Arena text, style control Kimi K2.6: Snapshot: kimi-k2.6, Harness: Arena text, style controlClaude Fable 5: Style-controlled Arena rating from 5,567 anonymous pairwise votes.Kimi K2.6: Style-controlled Arena rating from 7,489 anonymous pairwise votes.	Winner1,501.942 95% confidence interval: ±8.642The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	1,455.777 95% confidence interval: ±7.725The 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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 96,000 tokens	93.584 %	Higher measured value93.724 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value76.709 %	74.483 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value33 %	0.5 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 96,000 tokens	39.682 %	Higher measured value42.857 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value95.876 %	87.629 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value65.822 %	62.715 %	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 betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens	Higher measured value100 %	83.333 %	Vals AI Source details Data as of: 08/06/2026
Vals IndexCorpFin v2 Test details Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value71.562 %	68.182 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value71.562 %	68.182 %	Vals AI Source details Data as of: 08/09/2026
Code MigrationCOBOL Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	40 %	Higher measured value57.143 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 48,000 tokens	Higher measured value77.04 %	67.249 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value85.362 %	75.069 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value45.694 %	32.584 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value93.434 %	88.384 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 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: 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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value90.224 %	75.531 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value86.863 %	82.197 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 256,000 tokens	Higher measured value79.714 %	71.429 %	Vals AI Source details Data as of: 08/09/2026
LMArena Text, Style ControlChinese Test details No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Fable 5: Snapshot: claude-fable-5, Harness: Arena text, style control Kimi K2.6: Snapshot: kimi-k2.6, Harness: Arena text, style controlClaude Fable 5: Style-controlled Arena rating from 1,671 anonymous pairwise votes.Kimi K2.6: Style-controlled Arena rating from 1,900 anonymous pairwise votes.	No clear lead1,554.267 95% confidence interval: ±15.295The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	1,526.043 95% confidence interval: ±14.272The 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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 96,000 tokens	Higher measured value93.156 %	91.635 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value61.129 %	57.154 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value2 %	0 %	Vals AI Source details Data as of: 08/09/2026
SAGELinear Algebra Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 96,000 tokens	Higher measured value71.544 %	68.132 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value100 %	0 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value88.062 %	86.59 %	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 betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens	Higher measured value70 %	25.556 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value56.349 %	44.932 %	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value56.349 %	44.932 %	Vals AI Source details Data as of: 08/09/2026
Code MigrationCode Quality Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 128,000 tokens	Higher measured value4.442 / 5	3.149 / 5	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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens Kimi K2.6: Top P: 0.95, Output limit: 48,000 tokens	Higher measured value71.562 %	68.182 %	Vals AI Source details Data as of: 08/06/2026
Key to the marks:better valuebetter, but not conclusivetie

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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.

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