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AnthropicMetaLLM matchup

Claude Haiku 5.5vs.Muse Wonder

Which one is better?

Muse Wonder performs better than Claude Haiku 5.5, but costs 40 times as much.

Muse Wonder ahead
IntelligenceOverall index, 100 points = average
103.4

Claude Haiku 5.5

Rank 20

113.4

Muse Wonder

Rank 10

Haiku 5.5 faster
SpeedTokens per second
236

Claude Haiku 5.5

124

Muse Wonder

Haiku 5.5 cheaper
Price$ per 1M tokens
$0.20

Claude Haiku 5.5

$8

Muse Wonder

Haiku 5.5 more popular
Popularity0 to 100
77

Claude Haiku 5.5

Rank 3 of 875

3

Muse Wonder

Rank 642 of 875

Above 100,000 tokens of context, Claude Haiku 5.5 costs more: $0.50 input and $2.50 output per 1M tokens.

Choose Claude Haiku 5.5 for

No clear advantage

Choose Muse Wonder for

KnowledgeLegalProductivityCybersecurityReasoningFinanceAgentsCodingMathematics

Where is the difference?

Strengths at a glance

Haiku 5.5Muse Wonder

The median of all ranked models is below 100 in every area, so it sits in the centre of the net.

110120100CodingMuse WonderReasoningMuse WonderMathematicsMuse WonderKnowledgeMuse WonderAgentsMuse WonderGenerallevelFinanceMuse WonderLegalMuse Wonder
CodingMuse Wonder ahead
Haiku 5.5106.2Rank 18
Muse Wonder112.8Rank 13
Median of ranked models83.7

95 % range: Haiku 5.5 102.5 to 109.9, Muse Wonder 109.2 to 116.5.

AreaHaiku 5.5Muse Wonder

The same values and verdicts as the bars below. In the top field the net starts at 100 points, the reference group average; values below sit as a hollow point in the centre. Not in the net because a model has no own value there or the data are too thin: Multimodal, Health.

Muse Wonder is ahead in 7 of 10 areas, Haiku 5.5 in none.

level: 1too little data: 2Muse Wonder ahead: 7

Areas in the overall index
KnowledgeMuse Wonder +2885.5 to 113.5
ReasoningMuse Wonder +9105.2 to 113.7
AgentsMuse Wonder +7106.1 to 113.5
CodingMuse Wonder +7106.2 to 112.8
MathematicsMuse Wonder +6107.1 to 112.9
Generallevel106.4 to 105.6
Multimodalonly Muse Wonder has a score
Specialist fields
LegalMuse Wonder +2594.4 to 119.0
FinanceMuse Wonder +8104.7 to 112.3
Healthonly Haiku 5.5 has a score

Bar length shows the gap in index points (full width 15 points, one standard deviation of the reference group). Solid means clearly ahead, hatched not certain yet, a thin grey bar level.

Show 3 more areas that do not count toward the overall index
ProductivityMuse Wonder +14101.8 to 115.6
CybersecurityMuse Wonder +10108.6 to 118.5
Educationonly Haiku 5.5 has a score

Bar length shows the gap in index points (full width 15 points, one standard deviation of the reference group). Solid means clearly ahead, hatched not certain yet, a thin grey bar level.

Claude Haiku 5.5 vs. Muse Wonder at the same effort

Both models measured at the same reasoning efforts. This shows whether a lead comes from the model or only from more compute.

highMuse Wonder ahead
Haiku 5.5 96.6 vs. Muse Wonder 110.8 · Gap 14.4 · Test series 9
maxMuse Wonder ahead
Haiku 5.5 103.4 vs. Muse Wonder 113.4 · Gap 9.1 · Test series 11
Overall index (max vs. max)Muse Wonder ahead
Haiku 5.5 103.4 vs. Muse Wonder 113.4

Gap and verdict compare only the Artificial Analysis test series in which both models are measured at that effort. Tied below 3 points, ahead only beyond two standard errors. The single values rest on all test series of each model, so their difference can deviate from the gap.

Which model for which task?

Everyday tasks, translated from the area values above. Each row names the values it rests on.

Writing and debugging codeMuse WonderCoding 106.2 to 112.8
Maths and data analysisMuse WonderMathematics 107.1 to 112.9, Reasoning 105.2 to 113.7
Facts and researchMuse WonderKnowledge 85.5 to 113.5
Agents and workflowsMuse WonderAgents 106.1 to 113.5
Fast chat repliesHaiku 5.5236 to 124 tokens per second
Security analysisMuse WonderCybersecurity 108.6 to 118.5
Many requests on a small budgetHaiku 5.5$0.20 to $8 per 1M tokens
Finance, legal and medical textsMuse WonderFinance 104.7 to 112.3, Legal 94.4 to 119.0, Health without a score for Muse Wonder
Images, screenshots and PDFsopenMultimodal without a score for Haiku 5.5

See for yourself: same task, one attempt

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

Claude Haiku 5.5 and Muse Wonder in the overall index

Every model with a place in the overall index, both models of this matchup highlighted. You can add or hide other models.

Overall index (Gradually Meta-Score v4)

20 of 91 models

4 models in this view are measured at a lower reasoning effort than max in the overall index. Dashed column: lower reasoning effort than the top.

Claude Opus 5.5max126.1
Gemini 4 Carbonhigh125.7
Claude Fable 5.1max123.8
Claude Sonnet 5.5max122.8
Gemini 4 Argonhigh122.3
GPT-6 Astramax121.3
GPT-6.1 Solmax119.2
Muse Wonder Fullmax118.3
Claude Opus 5max117.2
Muse Wondermax113.4
Kimi K3.1 Promax112.9
Claude Fable 5max112.5
GPT-6 Solmax110.6
GPT-5.6 Solmax108.7
Muse Spark 1.3max107.4
Gemini 3.7 Flashhigh107.1
DeepSeek V4.1 Flash 1017max106.6
Gemini 3.8 Flashhigh106.5
GPT-6.1 Terramax105.2
Claude Haiku 5.5max103.4

Popularity compared

How often the models are searched for, used and mentioned, on a scale from 0 to 100.

Claude Haiku 5.5 is more popular than Muse Wonder: 77 to 3 out of 100.

Over time

Weekly values from October 18, 2026 to November 5, 2026

Claude Haiku 5.5Muse Wonder

All data side by side

The better value is bold. For the overall index only when the gap is clear.

MetricClaude Haiku 5.5Muse Wonder
Intelligence
Overall indexpoints, 100 = reference group average, higher is better103.4113.4
RankRank 20 of 91Rank 10 of 91
Price per 1M tokens
Inputwhat you send$0.10above 100,000 tokens: $0.50$4
Outputwhat the model writes$0.50above 100,000 tokens: $2.50$20
Speed
Tokens per second236124
Popularity
Popularitysearch, usage and mentions, 0 to 10077Rank 3 of 8753Rank 642 of 875
Technical
Context windowhow much text the model reads at once1 M tokens≈ 1,500 A4 pages1.05 M tokens≈ 1,570 A4 pages
Knowledge cutoffJune 2026n/a
ReleasedOct 7, 2026Oct 12, 2026
AvailabilityActivePreview
Open weightsnono

Prices without caching or batch discounts · Page count as a rule of thumb from Artificial Analysis

Is there a better choice?

Best model in the overall indexClaude Opus 5.5

Overall index 126.1, rank 1. $4 input and $20 output per 1M tokens.

Muse Wonder vs. Claude Opus 5.5

Shared benchmarks

Single results from the same benchmark version, task and metric. A value is bold only with the same test setup and a clear gap.

A: Claude Haiku 5.5B: Muse Wonder

AA-BriefcaseOverall · higher is betterClaude Haiku 5.5: 1,441.38 eloMuse Wonder: 1,609.93 eloArtificial AnalysisAs of 11/06/2026
AA-OmniscienceOverall · higher is betterClaude Haiku 5.5: 5.3 pointsMuse Wonder: 24.5 pointsArtificial AnalysisAs of 11/06/2026
AA-Omniscience AccuracyOverall · higher is betterClaude Haiku 5.5: 31.8%Muse Wonder: 38.2%Artificial AnalysisAs of 11/06/2026
AA-Omniscience Hallucination RateOverall · lower is betterClaude Haiku 5.5: 38.9%Muse Wonder: 22.2%Artificial AnalysisAs of 11/06/2026
AutomationBench-AAOverall · higher is betterClaude Haiku 5.5: 33.7%Muse Wonder: 67.2%Artificial AnalysisAs of 11/06/2026
BioMysteryBenchOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 70.4%Muse Wonder: 67%Vals AIAs of 11/05/2026
Code MigrationOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 44.6%Muse Wonder: 62.6%Vals AIAs of 10/29/2026
Code Migration v1.1Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 52.4%Muse Wonder: 72.4%Vals AIAs of 10/30/2026
CritPt v2 (Hard Subset)Overall · higher is betterClaude Haiku 5.5: 45.0%Muse Wonder: 51.0%Artificial AnalysisAs of 11/06/2026
CyberBench v1.1Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 75.5%Muse Wonder: 80.4%Vals AIAs of 11/05/2026
Show 54 more benchmarks
EMBOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 59%Muse Wonder: 67.1%Vals AIAs of 10/20/2026
EMB v1.1Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 65.5%Muse Wonder: 72.5%Vals AIAs of 11/05/2026
Finance Agent (v2)Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 54.1%Muse Wonder: 56.6%Vals AIAs of 10/29/2026
Finance Agent v2.1Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 65.4%Muse Wonder: 65.5%Vals AIAs of 11/05/2026
FrontierCodeOverall · higher is betterClaude Haiku 5.5: 23.2%Muse Wonder: 26.6%Artificial AnalysisAs of 11/06/2026
FrontierCode 1.1 MainOverall · higher is betterClaude Haiku 5.5: 41.8%Muse Wonder: 46.5%Artificial AnalysisAs of 11/06/2026
GDP.pdfOverall · higher is betterClaude Haiku 5.5: 17.2%Muse Wonder: 29.2%Artificial AnalysisAs of 11/06/2026
GDPval-AAOverall · higher is betterClaude Haiku 5.5: 1,630.83 eloMuse Wonder: 1,770.34 eloArtificial AnalysisAs of 11/06/2026
HLAB-Vals-1.1Overall · Task fully resolved · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 4.2%Muse Wonder: 23.8%Vals AIAs of 11/05/2026
HLE-DiamondOverall · higher is betterClaude Haiku 5.5: 23.7%Muse Wonder: 34.5%Artificial AnalysisAs of 11/06/2026
ImmigrationOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 61.8%Muse Wonder: 69.6%Vals AIAs of 10/28/2026
IOIOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 47.3%Muse Wonder: 66.9%Vals AIAs of 10/29/2026
Legal Research BenchOverall · All-pass · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 43.8%Muse Wonder: 50.5%Vals AIAs of 11/05/2026
LMArena Code Arena WebDevOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 1,589Muse Wonder: 1,652LMArenaAs of 10/28/2026
LMArena Text, Style ControlOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 1,425Muse Wonder: 1,507LMArenaAs of 10/28/2026
MysteryMechanismOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 35.1%Muse Wonder: 27.5%Vals AIAs of 10/29/2026
ProofBench v1.1Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 89%Muse Wonder: 84%Vals AIAs of 10/29/2026
Public Benefits Bench v1.1Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 63.2%Muse Wonder: 70.2%Vals AIAs of 10/12/2026
SWE-bench MultimodalOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 44%Muse Wonder: 45.6%Vals AIAs of 11/05/2026
Tax Agent BenchOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 31.9%Muse Wonder: 36.3%Vals AIAs of 11/05/2026
Terminal-BenchOverall · higher is betterClaude Haiku 5.5: 21.7%Muse Wonder: 38.4%Artificial AnalysisAs of 11/06/2026
Terminal-Bench 4.0Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 36.4%Muse Wonder: 49.5%Vals AIAs of 11/05/2026
Terminal-Bench-ScienceOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 10%Muse Wonder: 22.9%Vals AIAs of 11/05/2026
Terminal-Bench-ScienceOverall · higher is betterClaude Haiku 5.5: 10.0%Muse Wonder: 21.9%Artificial AnalysisAs of 11/06/2026
Vals Finance IndexOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 57.4%Muse Wonder: 61.2%Vals AIAs of 11/05/2026
Vals IndexOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 58.7%Muse Wonder: 64.9%Vals AIAs of 11/05/2026
Vals Legal IndexOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 70.3%Muse Wonder: 75.3%Vals AIAs of 11/05/2026
Vals Router IndexFull Index · higher is betterClaude Haiku 5.5: 58.7%Muse Wonder: 64.9%Vals AIAs of 11/03/2026
Vals Science IndexOverall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 38.5%Muse Wonder: 39.1%Vals AIAs of 10/25/2026
Vibe Code Bench 1-100Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 20.4%Muse Wonder: 26.6%Vals AIAs of 10/29/2026
Vibe Code Bench v1.1Overall · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 90.4%Muse Wonder: 83.1%Vals AIAs of 11/05/2026
AA-BriefcaseOverall · higher is betterClaude Haiku 5.5: 1,574.12 eloMuse Wonder: 1,658.65 eloArtificial AnalysisAs of 11/06/2026
AA-OmniscienceOverall · higher is betterClaude Haiku 5.5: 12.3 pointsMuse Wonder: 25.1 pointsArtificial AnalysisAs of 11/06/2026
AA-Omniscience AccuracyOverall · higher is betterClaude Haiku 5.5: 34.7%Muse Wonder: 38.0%Artificial AnalysisAs of 11/06/2026
AA-Omniscience Hallucination RateOverall · lower is betterClaude Haiku 5.5: 34.2%Muse Wonder: 20.9%Artificial AnalysisAs of 11/06/2026
AutomationBench-AAOverall · higher is betterClaude Haiku 5.5: 35.4%Muse Wonder: 68.1%Artificial AnalysisAs of 11/06/2026
BioMysteryBenchHard · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 29.4%Muse Wonder: 29.4%Vals AIAs of 11/05/2026
Code MigrationCLI · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 36.1%Muse Wonder: 60.1%Vals AIAs of 10/29/2026
Code Migration v1.1CLI · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 42.1%Muse Wonder: 67.1%Vals AIAs of 10/30/2026
CritPt v2 (Hard Subset)Overall · higher is betterClaude Haiku 5.5: 43.5%Muse Wonder: 50.5%Artificial AnalysisAs of 11/06/2026
CyberBench v1.1Patch · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 89.3%Muse Wonder: 85.7%Vals AIAs of 11/05/2026
EMBComps · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 77.9%Muse Wonder: 79.5%Vals AIAs of 10/20/2026
EMB v1.1Comps · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 77.7%Muse Wonder: 77.9%Vals AIAs of 11/05/2026
Finance Agent (v2)Adjustments · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 49.6%Muse Wonder: 52.7%Vals AIAs of 10/29/2026
Finance Agent v2.1Adjustments · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 67.7%Muse Wonder: 64.7%Vals AIAs of 11/05/2026
FrontierCodeOverall · higher is betterClaude Haiku 5.5: 34.9%Muse Wonder: 27.9%Artificial AnalysisAs of 11/06/2026
GDP.pdfOverall · higher is betterClaude Haiku 5.5: 20.8%Muse Wonder: 30.6%Artificial AnalysisAs of 11/06/2026
HLAB-Vals-1.1Antitrust Competition · Criteria passed · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 86.2%Muse Wonder: 95.7%Vals AIAs of 11/05/2026
HLE-DiamondOverall · higher is betterClaude Haiku 5.5: 29.6%Muse Wonder: 39.0%Artificial AnalysisAs of 11/06/2026
ImmigrationAll-Pass · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 16%Muse Wonder: 21.8%Vals AIAs of 10/28/2026
IOIIOI 2024 · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 67.7%Muse Wonder: 66.8%Vals AIAs of 10/29/2026
Legal Research BenchAdministrative / Regulatory · All-pass · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 50%Muse Wonder: 63.6%Vals AIAs of 11/05/2026
LMArena Code Arena WebDevHTML development · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 1,568Muse Wonder: 1,670LMArenaAs of 10/28/2026
LMArena Text, Style ControlBusiness, management and finance · higher is betterTest setup not documented as identicalClaude Haiku 5.5: 1,435Muse Wonder: 1,502LMArenaAs of 10/28/2026

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  10. 19Claude Haiku 5.5 vs. Qwen 3.8 Max 0902
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  14. 23Claude Haiku 5.5 vs. Gemini 3.7 Flash
  15. 24Claude Haiku 5.5 vs. Mistral Large 4
  16. 25Claude Haiku 5.5 vs. GPT-6.1 Sol
  17. 26Claude Haiku 5.5 vs. Gemini 3.1 Pro Preview
  18. 27Claude Haiku 5.5 vs. GLM-5.3-Flash
  19. 28Claude Haiku 5.5 vs. DeepSeek-V4-Pro
  20. 29Claude Haiku 5.5 vs. GPT-5.6 Sol
  21. 30GPT-6 Astra vs. Muse Wonder
  22. 31Claude Haiku 5.5 vs. Gemini 3.6 Flash
  23. 32GPT-6 Sol vs. Muse Wonder
  24. 33Claude Haiku 5.5 vs. Claude Opus 4.6
  25. 34Claude Haiku 5.5 vs. Kimi K2.6
  26. 35Muse Wonder vs. Muse Wonder Full
  27. 36Claude Haiku 5.5 vs. Claude Opus 4.7
  28. 37Claude Haiku 5.5 vs. Mistral Large 3
  29. 38Claude Haiku 5.5 vs. GPT-5.5
  30. 39Claude Haiku 5.5 vs. GPT-6.1 Terra
  31. 40GPT-6.1 Sol vs. Muse Wonder
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