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Head-to-head comparison

Muse Wonder Full vs. DeepSeek-V4-Pro

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

shared result series
148
distinct benchmarks
24
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 Muse Wonder Full and DeepSeek-V4-Pro
AttributeMuse Wonder FullDeepSeek-V4-Pro
ProviderMetaDeepSeek
ReleasedOct 12, 2026Apr 24, 2026
AvailabilitySubscription onlyActive
Model typeProprietaryOpen Weights
ParametersNot published1.6T, 49B active
ArchitectureNot publishedMixture of Experts
Context window1M tokens1,000,000 tokens
Knowledge cutoffNot publishedNot published
Technical sourcesModel, ContextModel, 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 Muse Wonder Full and DeepSeek-V4-Pro
Price typeMuse Wonder FullDeepSeek-V4-Pro
API input—$0.66 (Off-Peak)
API output—$1.98 (Off-Peak)
Cache readNot listed$0.022 (Off-Peak)
Cache write (5 min.)Not listedNot listed
Cache write (1 hr.)Not listedNot listed
Price verified10/15/2026 09/22/2026 Source
DeepSeek-V4-Pro: peak pricing is $1.32 input / $3.96 output per 1M tokens during Mon, Tue, Wed, Thu, Fri, 01:00-04:00 UTC; Mon, Tue, Wed, Thu, Fri, 06:00-10:00 UTC; off-peak rates apply at all other times.
Pricing by provider

Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.

No provider tariff for Muse Wonder Full is available in the stored OpenRouter snapshot. The official direct price is still shown.

Provider pricing for Muse Wonder Full and DeepSeek-V4-Pro
ModelProviderPurchase route and tariffInput per 1M tokensOutput per 1M tokensSource
DeepSeek-V4-ProDeepSeekDirect from developerStandard API$0.66$1.98Source09/22/2026
AlibabaVia OpenRouteralibaba$0.5808$1.7424Source10/16/2026
AlibabaVia OpenRouteralibaba/us-east-1$0.66$1.98Source10/16/2026
AtlasCloudVia OpenRouteratlas-cloud/fp8$1.32$3.96Source10/16/2026
BaiduVia OpenRouterbaidu/fp8$1.32$3.96Source10/16/2026
CloudflareVia OpenRoutercloudflare$1.32$3.96Source10/16/2026
CoreWeaveVia OpenRoutercoreweave/fp8$1.31$3.96Source10/16/2026
DeepInfraVia OpenRouterdeepinfra/fp8$1.3$2.6Source10/16/2026
DeepSeekVia OpenRouterdeepseek$0.66$1.98Source10/16/2026
DigitalOceanVia OpenRouterdigitalocean$1.32$3.96Source10/16/2026
GMICloudVia OpenRoutergmicloud/fp8$1.056$3.168Source10/16/2026
IonstreamVia OpenRouterionstream$0.37$2.93Source10/16/2026
NovitaVia OpenRouternovita/fp8$0.99$2.97Source10/16/2026
ParasailVia OpenRouterparasail/fp8$1.32$3.96Source10/16/2026
PhalaVia OpenRouterphala$0.957$2.8776Source10/16/2026
RelaceVia OpenRouterrelace/fp4Lowest listed price: $0.1307$8Source10/16/2026
Sail ResearchVia OpenRoutersail-research/fp4$0.8957Lowest listed price: $0.99Source10/16/2026
Sail ResearchVia OpenRoutersail-research/us$0.8957Lowest listed price: $0.99Source10/16/2026
SiliconFlowVia OpenRoutersiliconflow/fp8$1.32$3.96Source10/16/2026
StreamLakeVia OpenRouterstreamlake$0.66$1.98Source10/16/2026
VeniceVia OpenRoutervenice$1.65$4.95Source10/16/2026
WaferVia OpenRouterwafer$0.25$5Source10/16/2026

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.

255075100CodingReasoningKnowledgeAgentic tasksOverall
Muse Wonder Full
DeepSeek-V4-Pro
Coding: 100 / 24.8 (1 benchmark family)
Reasoning: 100 / 69.2 (3 benchmark families)
Knowledge: 100 / 2.8 (1 benchmark family)
Agentic tasks: 100 / 76.8 (3 benchmark families)
Overall: 100 / 64.5 (1 benchmark family)

9 matched rows from 9 benchmark families were considered. The radar shows 5 of 5 comparable categories.

Muse Wonder FullDeepSeek-V4-Pro
AA-BriefcaseOverall. Higher is better. No documented setup difference
Muse Wonder FullWinner1,729.32 elo
DeepSeek-V4-Pro1,256.94 elo
AA-LCROverall. Higher is better. No documented setup difference
Muse Wonder FullWinner83.7%
DeepSeek-V4-Pro80.3%
AA-OmniscienceOverall. Higher is better. No documented setup difference
Muse Wonder FullWinner30.15 points
DeepSeek-V4-Pro0.833 points
Artificial Analysis Intelligence IndexOverall. Higher is better. No documented setup difference
Muse Wonder FullWinner55.802 points
DeepSeek-V4-Pro35.997 points
AutomationBench-AAOverall. Higher is better. No documented setup difference
Muse Wonder FullWinner71.3%
DeepSeek-V4-Pro56.7%
Code MigrationOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value61.033 %
DeepSeek-V4-Pro26.201 %
EMBOverall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value71.917 %
DeepSeek-V4-Pro51.623 %
Finance Agent (v2)Overall. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value59.061 %
DeepSeek-V4-Pro44.083 %
GDP.pdfOverall. Higher is better. No documented setup difference
Muse Wonder FullWinner32.6%
DeepSeek-V4-Pro11.4%
GDPval-AAOverall. Higher is better. No documented setup difference
Muse Wonder FullWinner1,857.09 elo
DeepSeek-V4-Pro1,450.47 elo
Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. Test setup not documented as identical
Muse Wonder FullHigher measured value21.667 %
DeepSeek-V4-Pro3.75 %
Humanity's Last ExamOverall. Higher is better. No documented setup difference
Muse Wonder FullWinner53.6%
DeepSeek-V4-Pro41.0%

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Muse Wonder Full and DeepSeek-V4-Pro
Benchmark and taskMuse Wonder FullDeepSeek-V4-ProSource
AA-BriefcaseOverall
Test details
No documented difference in the test setupVersion: v1.1Metric: AA-Briefcase EloScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner1,729.32 elo
1,256.94 elo
Artificial Analysis
Source details
Data as of: 10/15/2026
AA-LCROverall
Test details
No documented difference in the test setupVersion: v1.1Metric: Pass rateScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner83.7%
80.3%
Artificial Analysis
Source details
Data as of: 10/15/2026
AA-OmniscienceOverall
Test details
No documented difference in the test setupVersion: unspecifiedMetric: AA-Omniscience IndexScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner30.15 points
The index can be negative and ranges from -100 to 100 according to Artificial Analysis.
0.833 points
The index can be negative and ranges from -100 to 100 according to Artificial Analysis.		Artificial Analysis
Source details
Data as of: 10/15/2026
Artificial Analysis Intelligence IndexOverall
Test details
No documented difference in the test setupVersion: v4.3.2Metric: Artificial Analysis Intelligence IndexScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner55.802 points
35.997 points
Artificial Analysis
Source details
Data as of: 10/15/2026
AutomationBench-AAOverall
Test details
No documented difference in the test setupVersion: unspecifiedMetric: Objectives completed without guardrail violationsScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner71.3%
56.7%
Artificial Analysis
Source details
Data as of: 10/15/2026
Code MigrationOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value61.033 %
26.201 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value71.917 %
51.623 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value59.061 %
44.083 %
Vals AI
Source details
Data as of: 10/12/2026
GDP.pdfOverall
Test details
No documented difference in the test setupVersion: unspecifiedMetric: All-pass rateScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner32.6%
11.4%
Artificial Analysis
Source details
Data as of: 10/15/2026
GDPval-AAOverall
Test details
No documented difference in the test setupVersion: v2.1Metric: GDPval-AA EloScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner1,857.09 elo
1,450.47 elo
Artificial Analysis
Source details
Data as of: 10/15/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value21.667 %
3.75 %
Vals AI
Source details
Data as of: 10/12/2026
Humanity's Last ExamOverall
Test details
No documented difference in the test setupVersion: unspecifiedMetric: Text-only pass@1 accuracyScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner53.6%
Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.
41.0%
Artificial Analysis describes this comparable run as 2,158 text-only questions, not the full 2,500-question dataset.		Artificial Analysis
Source details
Data as of: 10/15/2026
Legal Research BenchOverall · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value53.365 %
23.077 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 256,000 tokens
Higher measured value87.418 %
80.323 %
Vals AI
Source details
Data as of: 10/13/2026
MedCodeOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 128,000 tokens
Higher measured value49.932 %
40.455 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 128,000 tokens
Higher measured value89.335 %
75.144 %
Vals AI
Source details
Data as of: 10/13/2026
ProgramBenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value0.5 %
0 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 128,000 tokens
Higher measured value94 %
16 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value73.748 %
62.923 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value42.997 %
25.17 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-BenchOverall
Test details
No documented difference in the test setupVersion: 4.0Metric: Task successScoring: Higher is betterMuse Wonder Full: Snapshot: Muse Wonder Full (Max), Reasoning: Max
DeepSeek-V4-Pro: Snapshot: DeepSeek V4 Pro 0813 (Max), Reasoning: MaxMuse Wonder Full: Exact AA configuration: Muse Wonder Full (Max) (release muse-wonder-full, row muse-wonder-full, UUID e994a6e0-d36b-4dab-8ae1-c1b469e4d9e2, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.DeepSeek-V4-Pro: Exact AA configuration: DeepSeek V4 Pro 0813 (Max) (release deepseek-v4-pro, row deepseek-v4-pro, UUID 83173329-c09a-41f1-a028-a282a5f908d7, reasoning=true, source reasoning-token configuration budget=2000, suffix=Max). This configured value is not measured token consumption.
Winner57.1%
14.1%
Artificial Analysis
Source details
Data as of: 10/15/2026
Terminal-Bench 4.0Overall
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value58.081 %
11.111 %
Vals AI
Source details
Data as of: 10/13/2026
Vals IndexOverall
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: weighted index scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value64.566 %
38.63 %
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 betterMuse Wonder Full: Reasoning: max, Harness: OpenHands, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Harness: OpenHands, Output limit: 256,000 tokens
Higher measured value85.996 %
49.931 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value58.044 %
15.47 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value80.89 %
57.434 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value56.668 %
41.586 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value94.928 %
83.696 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value63.636 %
28.788 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 256,000 tokens
Higher measured value90.323 %
89.117 %
Vals AI
Source details
Data as of: 10/13/2026
ProgramBenchAlmost Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: almost-resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value8 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value26.667 %
12.333 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0Hardware
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value46.667 %
0 %
Vals AI
Source details
Data as of: 10/13/2026
Vals IndexCode Migration
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value60.256 %
26.212 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value70 %
58.393 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value85.257 %
62.572 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value49.037 %
31.448 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkAntitrust Competition · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value20 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchAdministrative / Regulatory · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value92.809 %
83.372 %
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 betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 256,000 tokens
Higher measured value84.991 %
75.169 %
Vals AI
Source details
Data as of: 10/13/2026
ProgramBenchFully Resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: fully resolved rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value0.5 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchControversy & Precedence Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value76.097 %
54.843 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0Media
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value58.333 %
0 %
Vals AI
Source details
Data as of: 10/13/2026
Vals IndexEMB
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value71.917 %
51.623 %
Vals AI
Source details
Data as of: 10/13/2026
Code MigrationCode Quality
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value4.244 / 5
3.401 / 5
Vals AI
Source details
Data as of: 10/12/2026
EMBDCF
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value66.579 %
44.435 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Comparables
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value46.809 %
39.632 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Criteria passed
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: criteria pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value95.699 %
83.513 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · All-pass
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: all-pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value58.14 %
23.256 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchIssue Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 256,000 tokens
Higher measured value91.014 %
84.587 %
Vals AI
Source details
Data as of: 10/13/2026
ProgramBenchRaw Pass Rate
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: raw test pass rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
24.187 %
Higher measured value47.778 %
Vals AI
Source details
Data as of: 10/12/2026
Tax Agent BenchCurrent & Temporal Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value56.614 %
36.595 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0ML
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value66.667 %
3.03 %
Vals AI
Source details
Data as of: 10/13/2026
Vals IndexFinance Agent v2
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value59.061 %
44.083 %
Vals AI
Source details
Data as of: 10/13/2026
EMBLBO
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value59.586 %
43.938 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Disclosure Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value71.553 %
52.649 %
Vals AI
Source details
Data as of: 10/12/2026
Harvey's Legal Agent BenchmarkArbitration International Dispute Resolution · Task fully resolved
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: task resolution rateScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value20 %
0 %
Vals AI
Source details
Data as of: 10/12/2026
Legal Research BenchBusiness & Commercial · Weighted partial credit
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: weighted partial-credit scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value89.811 %
86.491 %
Vals AI
Source details
Data as of: 10/12/2026
LegalBenchRhetoric Tasks
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 256,000 tokens
Higher measured value83.625 %
75.316 %
Vals AI
Source details
Data as of: 10/13/2026
Tax Agent BenchCurrent & Temporal Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value78.312 %
65.741 %
Vals AI
Source details
Data as of: 10/12/2026
Terminal-Bench 4.0Operations
Test details
Test setup not documented as identicalNo direct winnerVersion: 4.0Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value48.148 %
7.407 %
Vals AI
Source details
Data as of: 10/13/2026
Vals IndexHLAB
Test details
Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: benchmark scoreScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value21.667 %
3.75 %
Vals AI
Source details
Data as of: 10/13/2026
EMBM&A
Test details
Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value78.304 %
48.156 %
Vals AI
Source details
Data as of: 10/12/2026
Finance Agent (v2)Earnings Analysis
Test details
Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterMuse Wonder Full: Reasoning: max, Temperature: 1, Output limit: 131,072 tokens
DeepSeek-V4-Pro: Reasoning: max, Output limit: 384,000 tokens
Higher measured value78.596 %
59.84 %
Vals AI
Source details
Data as of: 10/12/2026

Key to the marks:better valuebetter, but not conclusivetie

Our model tests

Our tests

There is no shared test round for this selection. Results from different rounds are not mixed.

Earlier tests

Pelican on a bicycle

A community classic for free-form SVG drawing.

Muse Wonder Full

Not tested yet

DeepSeek-V4-Pro

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
deepseek/deepseek-v4-pro-0813
API model reported in response
deepseek/deepseek-v4-pro-0813
Reasoning setting
high
Pinned endpoint
DeepSeek | deepseek/deepseek-v4-pro-20260813
Temperature
Provider default
Token limit including reasoning
8,192 tokens
Test protocol
community-visual-tests-v1
Technical checks
Failed
Response time
67.6 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

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