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Head-to-head comparison

Claude Fable 5 vs. Gemini 3.8 Flash

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

shared result series
229
distinct benchmarks
28
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 and Gemini 3.8 Flash
AttributeClaude Fable 5Gemini 3.8 Flash
ProviderAnthropicGoogle
ReleasedJun 9, 2026Sep 2, 2026
AvailabilityActiveActive
Model typeProprietaryProprietary
ParametersNot publishedNot published
ArchitectureNot publishedNot published
Context window1,000,000 tokens1,048,576 tokens
Knowledge cutoffJanuary 2026March 2026
Technical sourcesModel, Context, Knowledge cutoffModel, 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 and Gemini 3.8 Flash
Price typeClaude Fable 5Gemini 3.8 Flash
API input$10$0.75
API output$50$3.75
Cache read$1$0.075
Cache write (5 min.)$12.5Not listed
Cache write (1 hr.)$20Not listed
Price verified09/22/2026 Source09/22/2026 Source
Claude Fable 5Gemini 3.8 Flash
API inputUSD per 1M tokens, base tier
Claude Fable 5$10
Gemini 3.8 FlashLower price$0.75
API outputUSD per 1M tokens, base tier
Claude Fable 5$50
Gemini 3.8 FlashLower price$3.75
Cache readUSD per 1M tokens, base tier
Claude Fable 5$1
Gemini 3.8 FlashLower price$0.075

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 Gemini 3.8 Flash
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
Claude Fable 5AnthropicDirect 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
Claude Platform on AWSVia OpenRouterclaude-on-awsLowest listed price: $10Lowest listed price: $50Source10/17/2026
GoogleVia OpenRoutergoogle-vertex/europe$11$55Source10/17/2026
GoogleVia OpenRoutergoogle-vertex/globalLowest listed price: $10Lowest listed price: $50Source10/17/2026
Gemini 3.8 FlashGoogleDirect from developerStandard API$0.75$3.75Source09/22/2026
GoogleVia OpenRoutergoogle-vertex/us$0.825$4.125Source10/17/2026
Google AI StudioVia OpenRoutergoogle-ai-studio$0.75$3.75Source10/17/2026
Google AI StudioVia OpenRoutergoogle-ai-studio/flexLowest listed price: $0.375Lowest listed price: $1.875Source10/17/2026
Google AI StudioVia OpenRoutergoogle-ai-studio/priority$1.35$6.75Source10/17/2026

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.

255075100CodingReasoningMathematicsKnowledgeFinanceLegalMultimodalHealth
Claude Fable 5
Gemini 3.8 Flash
Coding: 100 / 98.1 (2 benchmark families)
Reasoning: 100 / 98.8 (1 benchmark family)
Mathematics: 100 / 99.6 (1 benchmark family)
Knowledge: 100 / 99.2 (1 benchmark family)
Finance: 100 / 98.6 (1 benchmark family)
Legal: 100 / 98.7 (1 benchmark family)
Multimodal: 99.7 / 98.6 (1 benchmark family)
Health: 99.9 / 100 (1 benchmark family)

41 matched rows from 3 benchmark families were considered. The radar shows 8 of 9 comparable categories.

Claude Fable 5Gemini 3.8 Flash
Code MigrationOverall. Higher is better. Test setup not documented as identical
Claude Fable 5Higher measured value55.065 %
Gemini 3.8 Flash36.546 %
EMBOverall. Higher is better. Test setup not documented as identical
Claude Fable 5Higher measured value73.666 %
Gemini 3.8 Flash72.196 %
Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical
Claude Fable 556.314 %
Gemini 3.8 FlashHigher measured value61.435 %
GPQA DiamondOverall. Higher is better. Test setup not documented as identical
Claude Fable 593.182 %
Gemini 3.8 FlashHigher measured value94.444 %
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical
Claude Fable 5Higher measured value11.25 %
Gemini 3.8 Flash10 %
Legal Research BenchOverall · All-pass. Higher is better. Test setup not documented as identical
Claude Fable 5Higher measured value49.519 %
Gemini 3.8 Flash38.942 %
LegalBenchOverall. Higher is better. Test setup not documented as identical
Claude Fable 5Higher measured value88.561 %
Gemini 3.8 Flash86.993 %
LiveCodeBench v6Overall. Higher is better. Test setup not documented as identical
Claude Fable 5Higher measured value89.778 %
Gemini 3.8 Flash89.484 %
LMArena Code Arena WebDevOverall. Higher is better. No documented setup difference
Claude Fable 5Winner1,623.828
Gemini 3.8 Flash1,584.77
LMArena Text, Style ControlOverall. Higher is better. No documented setup difference
Claude Fable 5No clear lead1,503.377
Gemini 3.8 Flash1,496.319
LMArena Vision, Style ControlOverall. Higher is better. No documented setup difference
Claude Fable 5Winner1,307.966
Gemini 3.8 Flash1,289.129
MedCodeOverall. Higher is better. Test setup not documented as identical
Claude Fable 5Higher measured value56.07 %
Gemini 3.8 Flash48.135 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Claude Fable 5 and Gemini 3.8 Flash
Benchmark and taskClaude Fable 5Gemini 3.8 FlashSource
Code MigrationOverall
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value55.065 %
36.546 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value73.666 %
72.196 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
56.314 %
Higher measured value61.435 %
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: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
93.182 %
Higher measured value94.444 %
Vals AI
Source details
Data as of: 09/01/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value11.25 %
10 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value49.519 %
38.942 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value88.561 %
86.993 %
Vals AI
Source details
Data as of: 10/13/2026
LiveCodeBench v6Overall
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value89.778 %
89.484 %
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: Snapshot: claude-fable-5-high, Reasoning: high, Harness: Arena Code Arena WebDev
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Code Arena WebDev
Claude Fable 5: Arena rating from 15,295 published pairwise votes.Gemini 3.8 Flash: Arena rating from 10,077 published pairwise votes.
Winner1,623.828
95% confidence interval: ±6.238The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,584.77
95% confidence interval: ±7.59The 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 setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Fable 5: Snapshot: claude-fable-5-high, Reasoning: high, Harness: Arena Text, style control
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Text, style control
Claude Fable 5: Arena rating from 41,439 published pairwise votes.Gemini 3.8 Flash: Arena rating from 35,670 published pairwise votes.
No clear lead1,503.377
95% confidence interval: ±4.304The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,496.319
95% confidence interval: ±4.654The 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
No documented difference in the test setupVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterClaude Fable 5: Snapshot: claude-fable-5-high, Reasoning: high, Harness: Arena Vision, style control
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Vision, style control
Claude Fable 5: Arena rating from 14,175 published pairwise votes.Gemini 3.8 Flash: Arena rating from 3,792 published pairwise votes.
Winner1,307.966
95% confidence interval: ±7.156The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,289.129
95% confidence interval: ±10.62The 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: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value56.07 %
48.135 %
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: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value88.522 %
84.496 %
Vals AI
Source details
Data as of: 10/13/2026
MMLU-ProOverall
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value91.502 %
90.221 %
Vals AI
Source details
Data as of: 09/01/2026
MMMU-ProOverall
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value89.306 %
89.075 %
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: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value68.919 %
65.342 %
Vals AI
Source details
Data as of: 09/01/2026
ProgramBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value2 %
1 %
Vals AI
Source details
Data as of: 10/12/2026
ProofBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value95 %
48 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value70.433 %
65.291 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 30,000 tokens
Higher measured value51.89 %
35.064 %
Vals AI
Source details
Data as of: 10/08/2026
SWE-bench VerifiedOverall
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value95 %
80 %
Vals AI
Source details
Data as of: 09/01/2026
Tax Agent BenchOverall
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value38.281 %
32.124 %
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: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value76.942 %
74.448 %
Vals AI
Source details
Data as of: 09/01/2026
Terminal-Bench 2.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
80.524 %
Higher measured value81.273 %
Vals AI
Source details
Data as of: 09/28/2026
Terminal-Bench 4.0Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value41.414 %
19.697 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench ScienceOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 0.1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens
Higher measured value15.714 %
8.571 %
Vals AI
Source details
Data as of: 10/14/2026
Vals IndexOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: weighted index scoreScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value61.388 %
54.887 %
Vals AI
Source details
Data as of: 10/13/2026
Vibe Code Bench v1.1Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1.1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Harness: OpenHands, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Harness: OpenHands, Temperature: 1, Output limit: 65,536 tokens
Higher measured value90.352 %
78.651 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value60.087 %
25.871 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
70.785 %
Higher measured value76.435 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
51.092 %
Higher measured value54.828 %
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: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
92.929 %
Higher measured value94.949 %
Vals AI
Source details
Data as of: 09/01/2026
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value92.035 %
87.681 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value57.576 %
46.97 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value91.775 %
90.691 %
Vals AI
Source details
Data as of: 10/13/2026
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
98.758 %
Higher measured value99.068 %
Vals AI
Source details
Data as of: 09/01/2026
LMArena Code Arena WebDevImage to webdev
Test details
No documented difference in the test setupVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterClaude Fable 5: Snapshot: claude-fable-5-high, Reasoning: high, Harness: Arena Code Arena WebDev
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Code Arena WebDev
Claude Fable 5: Arena rating from 5,457 published pairwise votes.Gemini 3.8 Flash: Arena rating from 2,015 published pairwise votes.
Winner1,622.483
95% confidence interval: ±9.201The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,593.067
95% confidence interval: ±13.862The 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
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-high, Reasoning: high, Harness: Arena Text, style control
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Text, style control
Claude Fable 5: Arena rating from 8,265 published pairwise votes.Gemini 3.8 Flash: Arena rating from 6,520 published pairwise votes.
Winner1,501.237
95% confidence interval: ±7.279The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,479.887
95% confidence interval: ±8.136The 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
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-high, Reasoning: high, Harness: Arena Vision, style control
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Vision, style control
Claude Fable 5: Arena rating from 765 published pairwise votes.Gemini 3.8 Flash: Arena rating from 182 published pairwise votes.
1,355.183
95% confidence interval: ±23.131The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
No clear lead1,379.729
95% confidence interval: ±43.521The 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
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
93.584 %
Higher measured value94.979 %
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: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value76.709 %
70.588 %
Vals AI
Source details
Data as of: 09/01/2026
ProgramBenchAlmost Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: almost-resolved rateScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value33 %
14 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 30,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 30,000 tokens
Higher measured value39.682 %
33.334 %
Vals AI
Source details
Data as of: 10/08/2026
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value95.876 %
89.691 %
Vals AI
Source details
Data as of: 09/01/2026
Tax Agent BenchControversy & Precedence Analysis
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value13.333 %
6.667 %
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: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value65.822 %
62.469 %
Vals AI
Source details
Data as of: 09/01/2026
Terminal-Bench 2.1Easy
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
No direct winner100 %
No direct winner100 %
Vals AI
Source details
Data as of: 09/28/2026
Terminal-Bench 4.0Hardware
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value40 %
26.667 %
Vals AI
Source details
Data as of: 10/13/2026
Terminal-Bench ScienceEarth Sciences
Test details
Test setup not documented as identicalNo direct winnerVersion: 0.1Metric: accuracyScoring: Higher is betterClaude Fable 5: Compute: max, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Harness: Mini-SWE-agent, Temperature: 1, Output limit: 65,536 tokens
Higher measured value25 %
0 %
Vals AI
Source details
Data as of: 10/14/2026
Vals IndexCode Migration
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value54.635 %
31.558 %
Vals AI
Source details
Data as of: 10/13/2026
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
40 %
Higher measured value68.571 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
85.362 %
Higher measured value86.218 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
45.694 %
Higher measured value49.694 %
Vals AI
Source details
Data as of: 10/12/2026
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
93.434 %
Higher measured value93.939 %
Vals AI
Source details
Data as of: 09/01/2026
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
No direct winner0 %
No direct winner0 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value90.224 %
87.613 %
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 betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value86.863 %
84.589 %
Vals AI
Source details
Data as of: 10/13/2026
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value79.714 %
78 %
Vals AI
Source details
Data as of: 09/01/2026
LMArena Code Arena WebDevWebdev
Test details
No documented difference in the test setupVersion: webdevMetric: WebDev Arena Bradley-Terry ratingScoring: Higher is betterClaude Fable 5: Snapshot: claude-fable-5-high, Reasoning: high, Harness: Arena Code Arena WebDev
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Code Arena WebDev
Claude Fable 5: Arena rating from 15,295 published pairwise votes.Gemini 3.8 Flash: Arena rating from 10,077 published pairwise votes.
Winner1,623.828
95% confidence interval: ±6.238The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,584.77
95% confidence interval: ±7.59The 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 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-high, Reasoning: high, Harness: Arena Text, style control
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Text, style control
Claude Fable 5: Arena rating from 3,073 published pairwise votes.Gemini 3.8 Flash: Arena rating from 2,903 published pairwise votes.
No clear lead1,554.631
95% confidence interval: ±11.32The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,532.833
95% confidence interval: ±11.757The 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 ControlCreative writing vision
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-high, Reasoning: high, Harness: Arena Vision, style control
Gemini 3.8 Flash: Snapshot: gemini-3.8-flash-high, Reasoning: high, Harness: Arena Vision, style control
Claude Fable 5: Arena rating from 1,115 published pairwise votes.Gemini 3.8 Flash: Arena rating from 363 published pairwise votes.
Winner1,320.194
95% confidence interval: ±18.881The Arena score measures human preference rather than a fixed capability test. The confidence interval, Arena category, and model configuration are part of the result.
1,263.378
95% confidence interval: ±32.508The 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-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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
93.156 %
Higher measured value93.79 %
Vals AI
Source details
Data as of: 09/01/2026
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
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value61.129 %
60.095 %
Vals AI
Source details
Data as of: 09/01/2026
ProgramBenchFully Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterClaude Fable 5: Compute: max, Temperature: 1, Output limit: 128,000 tokens
Gemini 3.8 Flash: Reasoning: high, Temperature: 1, Output limit: 65,536 tokens
Higher measured value2 %
1 %
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: 4ae5d8eeb9a9

Claude Fable 5

Unavailable in this round

Gemini 3.8 Flash

Unavailable in this round

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Claude Fable 5

Claude Fable 5: 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
API model reported in response
anthropic/claude-fable-5
Reasoning setting
high
Pinned endpoint
Anthropic | anthropic/claude-5-fable-20260609
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
53.1 s

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

Gemini 3.8 Flash

The response reached the token limit. No complete recording is available.

Reasoning (requested): high

Current attempt
Run date
Oct 5, 2026
API provider
openrouter
Requested API model
google/gemini-3.8-flash
API model reported in response
google/gemini-3.8-flash
Reasoning setting
high
Pinned endpoint
Google AI Studio | google/gemini-3.8-flash-20260902
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
40.2 s

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

Earlier attempts (3)
  • Oct 2, 2026API request failedReasoning setting: high
  • Oct 1, 2026API request failedReasoning 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 Claude Fable 5 and Gemini 3.8 Flash with other leading models using the same data and benchmark logic.

View the complete LLM comparison