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Head-to-head comparison

Claude Fable 5.1 vs. Claude Opus 5

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

shared result series
285
distinct benchmarks
36
latest retrieval
2026-10-15

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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 Claude Fable 5.1 and Claude Opus 5
AttributeClaude Fable 5.1Claude Opus 5
ProviderAnthropicAnthropic
ReleasedSep 1, 2026Jul 24, 2026
AvailabilityActiveActive
Model typeProprietaryProprietary
ParametersNot publishedNot published
ArchitectureNot publishedNot published
Context window1,000,000 tokens1,000,000 tokens
Knowledge cutoffJune 2026May 2026
Technical sourcesModelModel, Knowledge cutoff

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 5.1 and Claude Opus 5
Price typeClaude Fable 5.1Claude Opus 5
API input$10$5
API output$50$25
Cache read$0.25$0.5
Cache write (5 min.)$12.5$6.25
Cache write (1 hr.)$20$10
Price verified09/22/2026 Source09/22/2026 Source
Claude Fable 5.1Claude Opus 5
API inputUSD per 1M tokens, base tier
Claude Fable 5.1$10
Claude Opus 5Lower price$5
API outputUSD per 1M tokens, base tier
Claude Fable 5.1$50
Claude Opus 5Lower price$25
Cache readUSD per 1M tokens, base tier
Claude Fable 5.1Lower price$0.25
Claude Opus 5$0.5

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 5.1 and Claude Opus 5
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Claude Fable 5.1AnthropicDirect from developerStandard APILowest listed price: $10Lowest listed price: $50Source09/22/2026
Amazon BedrockVia OpenRouteramazon-bedrockLowest listed price: $10Lowest listed price: $50Source10/17/2026
AnthropicVia OpenRouteranthropicLowest listed price: $10Lowest listed price: $50Source10/17/2026
AzureVia OpenRouterazureLowest listed price: $10Lowest listed price: $50Source10/17/2026
GoogleVia OpenRoutergoogle-vertex/globalLowest listed price: $10Lowest listed price: $50Source10/17/2026
Claude Opus 5AnthropicDirect from developerStandard APILowest listed price: $5Lowest listed price: $25Source09/22/2026
Amazon BedrockVia OpenRouteramazon-bedrockLowest listed price: $5Lowest listed price: $25Source10/17/2026
Amazon BedrockVia OpenRouteramazon-bedrock/eu-west-1$5.5$27.5Source10/17/2026
Amazon BedrockVia OpenRouteramazon-bedrock/us-east-1$5.5$27.5Source10/17/2026
AnthropicVia OpenRouteranthropicLowest listed price: $5Lowest listed price: $25Source10/17/2026
AnthropicVia OpenRouteranthropic/fast$10$50Source10/17/2026
AzureVia OpenRouterazure/globalLowest listed price: $5Lowest listed price: $25Source10/17/2026
AzureVia OpenRouterazure/us$5.5$27.5Source10/17/2026
Claude Platform on AWSVia OpenRouterclaude-on-awsLowest listed price: $5Lowest listed price: $25Source10/17/2026
GoogleVia OpenRoutergoogle-vertex/europe$5.5$27.5Source10/17/2026
GoogleVia OpenRoutergoogle-vertex/globalLowest listed price: $5Lowest listed price: $25Source10/17/2026
GoogleVia OpenRoutergoogle-vertex/us$5.5$27.5Source10/17/2026

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
Claude Fable 5.1
Claude Opus 5
Coding: 98.4 / 92.4 (8 benchmark families)
Reasoning: 99.8 / 99.8 (1 benchmark family)
Mathematics: 100 / 99.2 (2 benchmark families)
Knowledge: 99.9 / 99.3 (2 benchmark families)
Finance: 99.3 / 96.8 (4 benchmark families)
Legal: 96.6 / 97.7 (4 benchmark families)
Agentic tasks: 99.8 / 82.7 (4 benchmark families)
Multimodal: 100 / 99.2 (1 benchmark family)

231 matched rows from 28 benchmark families were considered. The radar shows 8 of 14 comparable categories.

Claude Fable 5.1Claude Opus 5
Code MigrationOverall. Higher is better. No documented setup difference
Claude Fable 5.154.607 %
Claude Opus 5Winner57.473 %
CUA-benchOverall. Higher is better. No documented setup difference
Claude Fable 5.1Winner13.167 %
Claude Opus 59 %
CyberBench v1.1Overall. Higher is better. No documented setup difference
Claude Fable 5.1Winner70.416 %
Claude Opus 565.357 %
EMBOverall. Higher is better. No documented setup difference
Claude Fable 5.1Winner76.67 %
Claude Opus 573.556 %
Finance Agent (v2)Overall. Higher is better. No documented setup difference
Claude Fable 5.1Winner58.877 %
Claude Opus 558.633 %
GPQA DiamondOverall. Higher is better. Test setup not documented as identical
Claude Fable 5.1No direct winner93.434 %
Claude Opus 5No direct winner93.434 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. No documented setup difference
Claude Fable 5.1Tie6.667 %
Claude Opus 5Tie6.667 %
IOIOverall. Higher is better. No documented setup difference
Claude Fable 5.1Winner90.778 %
Claude Opus 584.333 %
Legal Research BenchOverall · All-pass. Higher is better. No documented setup difference
Claude Fable 5.1Tie55.288 %
Claude Opus 5Tie55.288 %
LegalBenchOverall. Higher is better. No documented setup difference
Claude Fable 5.1Winner88.511 %
Claude Opus 586.974 %
LiveCodeBench v6Overall. Higher is better. No documented setup difference
Claude Fable 5.1Winner90.515 %
Claude Opus 589.033 %
LMArena Code Arena WebDevOverall. Higher is better. Test setup not documented as identical
Claude Fable 5.1Higher measured value1,742.652
Claude Opus 51,657.837

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Claude Fable 5.1 and Claude Opus 5
Benchmark and taskClaude Fable 5.1Claude Opus 5Source
Code MigrationOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
54.607 %
Winner57.473 %
Vals AI
Source details
Data as of: 10/12/2026
CUA-benchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Reasoning: max, Compute: max, Harness: claude-code, Output limit: 128,000 tokens
Winner13.167 %
9 %
Vals AI
Source details
Data as of: 10/13/2026
CyberBench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner70.416 %
65.357 %
Vals AI
Source details
Data as of: 10/12/2026
EMBOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner76.67 %
73.556 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Overall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner58.877 %
58.633 %
Vals AI
Source details
Data as of: 10/12/2026
GPQA DiamondOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5.1: Compute: max, Temperature: 1, Output limit: 128,000 tokens
No direct winner93.434 %
No direct winner93.434 %
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 betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Tie6.667 %
Tie6.667 %
Vals AI
Source details
Data as of: 10/12/2026
IOIOverall
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner90.778 %
84.333 %
Vals AI
Source details
Data as of: 10/14/2026
Legal Research BenchOverall · All-pass
Test details
No documented difference in the test setupVersion: 1Metric: all-pass rateScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Tie55.288 %
Tie55.288 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner88.511 %
86.974 %
Vals AI
Source details
Data as of: 10/13/2026
LiveCodeBench v6Overall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner90.515 %
89.033 %
Vals AI
Source details
Data as of: 09/01/2026
LMArena Code Arena WebDevOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterClaude Fable 5.1: Snapshot: claude-fable-5.1-max, Reasoning: max, Harness: Arena Code Arena WebDev
Claude Opus 5: Snapshot: claude-opus-5-high, Reasoning: high, Harness: Arena Code Arena WebDev
Claude Fable 5.1: Arena rating from 7,230 published pairwise votes.Claude Opus 5: Arena rating from 23,519 published pairwise votes.
Higher measured value1,742.652
95% confidence interval: ±9.147The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,657.837
95% confidence interval: ±5.533The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
LMArena
Source details
Data as of: 10/13/2026
LMArena Text, Style ControlOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Fable 5.1: Snapshot: claude-fable-5.1-max, Reasoning: max, Harness: Arena Text, style control
Claude Opus 5: Snapshot: claude-opus-5-high, Reasoning: high, Harness: Arena Text, style control
Claude Fable 5.1: Arena rating from 14,121 published pairwise votes.Claude Opus 5: Arena rating from 65,663 published pairwise votes.
Higher measured value1,500.568
95% confidence interval: ±6.106The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,489.847
95% confidence interval: ±3.689The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
LMArena
Source details
Data as of: 10/13/2026
LMArena Vision, Style ControlOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Fable 5.1: Snapshot: claude-fable-5.1-max, Reasoning: max, Harness: Arena Vision, style control
Claude Opus 5: Snapshot: claude-opus-5-high, Reasoning: high, Harness: Arena Vision, style control
Claude Fable 5.1: Arena rating from 4,648 published pairwise votes.Claude Opus 5: Arena rating from 16,665 published pairwise votes.
1,286.407
95% confidence interval: ±9.66The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,287.417
95% confidence interval: ±6.783The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
LMArena
Source details
Data as of: 10/09/2026
MedCodeOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5.1: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Claude Opus 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens
53.509 %
Higher measured value63.57 %
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 betterClaude Fable 5.1: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Claude Opus 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Higher measured value91.294 %
90.985 %
Vals AI
Source details
Data as of: 10/13/2026
MMLU-ProOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner92.375 %
91.591 %
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 betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner90.636 %
89.884 %
Vals AI
Source details
Data as of: 09/01/2026
MortgageTaxOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5.1: Compute: max, Temperature: 1, Output limit: 128,000 tokens
70.786 %
Higher measured value72.059 %
Vals AI
Source details
Data as of: 09/01/2026
MysteryMechanismOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner47.748 %
37.387 %
Vals AI
Source details
Data as of: 10/12/2026
ProgramBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: fully resolved rateScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner7 %
3 %
Vals AI
Source details
Data as of: 10/12/2026
ProofBenchOverall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner100 %
99 %
Vals AI
Source details
Data as of: 10/12/2026
Public Benefits Bench v1.1Overall
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
74.899 %
Winner76.928 %
Vals AI
Source details
Data as of: 10/12/2026
SAGEOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 30,000 tokens
48.526 %
Winner49.426 %
Vals AI
Source details
Data as of: 10/08/2026
SkillsBenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
Winner61.552 %
60.441 %
Vals AI
Source details
Data as of: 09/27/2026
SRE BenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: fully solved rateScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner22.901 %
12.214 %
Vals AI
Source details
Data as of: 10/14/2026
Tax Agent BenchOverall
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner49.194 %
45.548 %
Vals AI
Source details
Data as of: 10/12/2026
TaxEval v2Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Fable 5.1: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Higher measured value75.961 %
75.143 %
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 betterSettings: Compute: high, Temperature: 1, Output limit: 128,000 tokens
Winner85.019 %
84.644 %
Vals AI
Source details
Data as of: 09/28/2026
Terminal-Bench 4.0Overall
Test details
No documented difference in the test setupVersion: 4.0Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner58.081 %
53.535 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench 4.0Overall
Test details
No documented difference in the test setupVersion: 4.0Metric: trial pass rateScoring: Higher is betterSettings: Reasoning: high, Agent: Claude Code, Attempts: 330 graded trials330 graded trials, Claude Code agent, high reasoning. Dataset version 1922072f-a433-429a-8929-350d5e1bcf02.
Winner54.55 %
Selection of exactly identified models from the official 35-row leaderboard. Agents and reasoning efforts differ. These values do not belong to the separate Vals Mini-SWE-agent cohort.
50.3 %
95% confidence interval: ±3.73Selection of exactly identified models from the official 35-row leaderboard. Agents and reasoning efforts differ. These values do not belong to the separate Vals Mini-SWE-agent cohort.
Terminal-Bench
Source details
Data as of: 10/06/2026
Terminal-Bench ScienceOverall
Test details
No documented difference in the test setupVersion: 0.1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 128,000 tokens
Winner40 %
27.143 %
Vals AI
Source details
Data as of: 10/14/2026
Time Horizon Index: KSPOverall
Test details
No documented difference in the test setupVersion: 1Metric: progressScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner63.333 %
18.833 %
Vals AI
Source details
Data as of: 10/07/2026
Vals IndexOverall
Test details
No documented difference in the test setupVersion: 2.1Metric: weighted index scoreScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner65.827 %
63.674 %
Vals AI
Source details
Data as of: 10/13/2026
Vibe Code Bench 1-100Overall
Test details
No documented difference in the test setupVersion: 1.0Metric: accuracyScoring: Higher is betterSettings: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
28 %
Winner28.533 %
Vals AI
Source details
Data as of: 10/14/2026
Vibe Code Bench v1.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterClaude Fable 5.1: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
Claude Opus 5: Harness: OpenHands
Higher measured value90.263 %
88.404 %
Vals AI
Source details
Data as of: 10/12/2026
Code MigrationCLI
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
52.809 %
Winner53.297 %
Vals AI
Source details
Data as of: 10/12/2026
CUA-bencheFootball
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Reasoning: max, Compute: max, Harness: claude-code, Output limit: 128,000 tokens
Winner30 %
0 %
Vals AI
Source details
Data as of: 10/13/2026
CyberBench v1.1Patch
Test details
No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner87.5 %
85.714 %
Vals AI
Source details
Data as of: 10/12/2026
EMBComps
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner82.233 %
75.171 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Adjustments
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
54.393 %
Winner54.617 %
Vals AI
Source details
Data as of: 10/12/2026
GPQA DiamondFew-Shot CoT
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5.1: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Higher measured value92.929 %
92.424 %
Vals AI
Source details
Data as of: 09/01/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed
Test details
No documented difference in the test setupVersion: 1Metric: criteria pass rateScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner89.855 %
87.319 %
Vals AI
Source details
Data as of: 10/12/2026
IOIIOI 2024
Test details
No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Tie100 %
Tie100 %
Vals AI
Source details
Data as of: 10/14/2026
Legal Research BenchAdministrative / Regulatory · All-pass
Test details
No documented difference in the test setupVersion: 1Metric: all-pass rateScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner68.182 %
65.152 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchConclusion Tasks
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner92.511 %
91.56 %
Vals AI
Source details
Data as of: 10/13/2026
LiveCodeBench v6Easy
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Tie99.068 %
Tie99.068 %
Vals AI
Source details
Data as of: 09/01/2026
LMArena Code Arena WebDevOverall
Test details
No documented difference in the test setupVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterClaude Fable 5.1: Snapshot: claude-fable-5.1-max, Reasoning: max, Harness: Arena Code Arena WebDev
Claude Opus 5: Snapshot: claude-opus-5-max, Reasoning: max, Harness: Arena Code Arena WebDev
Claude Fable 5.1: Arena rating from 7,230 published pairwise votes.Claude Opus 5: Arena rating from 17,934 published pairwise votes.
Winner1,742.652
95% confidence interval: ±9.147The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,689.967
95% confidence interval: ±6.28The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
LMArena
Source details
Data as of: 10/13/2026
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 5.1: Snapshot: claude-fable-5.1-max, Reasoning: max, Harness: Arena Text, style control
Claude Opus 5: Snapshot: claude-opus-5-max, Reasoning: max, Harness: Arena Text, style control
Claude Fable 5.1: Arena rating from 14,121 published pairwise votes.Claude Opus 5: Arena rating from 31,907 published pairwise votes.
Winner1,500.568
95% confidence interval: ±6.106The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,489.524
95% confidence interval: ±4.846The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
LMArena
Source details
Data as of: 10/13/2026
LMArena Vision, Style ControlChinese
Test details
Test setup not documented as identicalNo direct winnerVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Fable 5.1: Snapshot: claude-fable-5.1-max, Reasoning: max, Harness: Arena Vision, style control
Claude Opus 5: Snapshot: claude-opus-5-high, Reasoning: high, Harness: Arena Vision, style control
Claude Fable 5.1: Arena rating from 260 published pairwise votes.Claude Opus 5: Arena rating from 985 published pairwise votes.
1,340.8
95% confidence interval: ±36.169The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
Higher measured value1,366.609
95% confidence interval: ±20.761The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
LMArena
Source details
Data as of: 10/09/2026
MMLU-ProBiology
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner96.095 %
95.676 %
Vals AI
Source details
Data as of: 09/01/2026
MortgageTaxNumerical Extraction
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5.1: Compute: max, Temperature: 1, Output limit: 128,000 tokens
77.583 %
Higher measured value81.399 %
Vals AI
Source details
Data as of: 09/01/2026
ProgramBenchAlmost Resolved
Test details
No documented difference in the test setupVersion: 1Metric: almost-resolved rateScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner53.5 %
41.5 %
Vals AI
Source details
Data as of: 10/12/2026
SAGEAutomata
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Winner34.524 %
32.54 %
Vals AI
Source details
Data as of: 10/08/2026
SkillsBenchNo Skills
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
44.828 %
Winner45.191 %
Vals AI
Source details
Data as of: 09/27/2026
SRE BenchCapability Score
Test details
No documented difference in the test setupVersion: 1Metric: capability scoreScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner36.641 %
31.107 %
Vals AI
Source details
Data as of: 10/14/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner26.667 %
23.295 %
Vals AI
Source details
Data as of: 10/12/2026
TaxEval v2Correctness
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterClaude Fable 5.1: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Higher measured value64.105 %
61.979 %
Vals AI
Source details
Data as of: 09/01/2026
Terminal-Bench 2.1Easy
Test details
No documented difference in the test setupVersion: 2.1Metric: accuracyScoring: Higher is betterSettings: Compute: high, Temperature: 1, Output limit: 128,000 tokens
Tie100 %
Tie100 %
Vals AI
Source details
Data as of: 09/28/2026
Terminal-Bench 4.0Hardware
Test details
No documented difference in the test setupVersion: 4.0Metric: accuracyScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner60 %
33.333 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench 4.0Overall
Test details
No documented difference in the test setupNo clear leadVersion: 4.0Metric: trial pass rateScoring: Higher is betterSettings: Reasoning: max, Agent: Claude Code, Attempts: 330 graded trials330 graded trials, Claude Code agent, max reasoning. Dataset version 1922072f-a433-429a-8929-350d5e1bcf02.
No clear lead57.88 %
95% confidence interval: ±3.76Selection of exactly identified models from the official 35-row leaderboard. Agents and reasoning efforts differ. These values do not belong to the separate Vals Mini-SWE-agent cohort.
51.82 %
95% confidence interval: ±3.39Selection of exactly identified models from the official 35-row leaderboard. Agents and reasoning efforts differ. These values do not belong to the separate Vals Mini-SWE-agent cohort.
Terminal-Bench
Source details
Data as of: 10/06/2026
Terminal-Bench ScienceEarth Sciences
Test details
No documented difference in the test setupVersion: 0.1Metric: accuracyScoring: Higher is betterSettings: Compute: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 128,000 tokens
Winner25 %
12.5 %
Vals AI
Source details
Data as of: 10/14/2026
Time Horizon Index: KSPProgress efficiency
Test details
No documented difference in the test setupVersion: 1Metric: progressScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner33.384 %
17.527 %
Vals AI
Source details
Data as of: 10/07/2026
Vals IndexCode Migration
Test details
No documented difference in the test setupVersion: 2.1Metric: benchmark scoreScoring: Higher is betterSettings: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Winner60.033 %
56.68 %
Vals AI
Source details
Data as of: 10/13/2026

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: 4ae5d8eeb9a9

Claude Fable 5.1

Unavailable in this round

Claude Opus 5

Unavailable in this round

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Claude Fable 5.1

Claude Fable 5.1: Pelican on a bicycle
A community classic for free-form SVG drawing.

Reasoning (requested): high

Current attempt
Run date
Sep 7, 2026
API provider
openrouter
Requested API model
anthropic/claude-fable-5.1
API model reported in response
anthropic/claude-fable-5.1
Reasoning setting
high
Pinned endpoint
Anthropic | anthropic/claude-fable-5.1-20260831
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Passed, not a quality rating
Response time
27 s

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

Claude Opus 5

Claude Opus 5: Pelican on a bicycle
A community classic for free-form SVG drawing.

Reasoning (requested): high

Current attempt
Run date
Oct 1, 2026
API provider
openrouter
Requested API model
anthropic/claude-opus-5
API model reported in response
anthropic/claude-opus-5
Reasoning setting
high
Pinned endpoint
Anthropic | anthropic/claude-opus-5-20260723
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Passed, not a quality rating
Response time
63 s

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

Earlier attempts (1)
  • 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 Claude Fable 5.1 and Claude Opus 5 with other leading models using the same data and benchmark logic.

View the complete LLM comparison