Muse Wonder Full
Muse Wonder Full is a Meta proprietary reasoning model, released 12 Oct 2026. Its best configuration (max reasoning effort) ranks #3 of 775 on the BenchLeader Index at 70.7 ±8.8, in the top ten. The ± is the point: 89 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in reasoning (95) and lowest in long context (67). Last measured 19 Oct 2026.
- Blended price
- –
- Output speed
- –
- First answer
- –
- Context
- 1M
- Full answer
- –
- Cost per run
- –
- Released
- 12 Oct 2026
- Overall index71
- Reasoning95
- Coding72
- Knowledge71
- Long context67
- Composite92
How its index has moved
16 Oct 2026 to 20 Oct 2026The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.
Benchmark results
See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.
Reasoning
| Benchmark | max | Source | Trend |
|---|---|---|---|
| Humanity's Last Exam (AA)not in index | 53.6%#16 | Artificial Analysis | |
| CritPt | 32.9%#1 | Artificial Analysis | |
| MysteryMechanismnot in index | 35.1%#10 | Vals AI |
Coding
| Benchmark | max | Source | Trend |
|---|---|---|---|
| Arena WebDev | 1726#6 | Arena (LMArena) | |
| SciCode (AA)not in index | 62.6%#4 | Artificial Analysis | |
| IOI | 79.8%#11 | Vals AI | |
| Code Migrationnot in index | 61.0%#7 | Vals AI | |
| ProgramBenchnot in index | 0.5%#18 | Vals AI | |
| Vibe Code Bench 1-100not in index | 34.0%#1 | Vals AI | |
| Vibe Code Bench v1.1not in index | 86.0%#13 | Vals AI | |
| Terminal-Bench 4.0 (AA)not in index | 57.1%#6 | Artificial Analysis |
Agents & tools
| Benchmark | max | Source | Trend |
|---|---|---|---|
| GDPval-AA v2.1not in index | 67.8%#2 | Artificial Analysis | |
| CyberBenchnot in index | 73.6%#11 | Vals AI | |
| Finance Agent v2not in index | 59.1%#6 | Vals AI | |
| Harvey's Legal Agent Benchmarknot in index | 23.3%#3 | Vals AI | |
| Legal Research Benchnot in index | 53.4%#5 | Vals AI | |
| SREBenchnot in index | 11.8%#12 | Vals AI | |
| Tax Agent Benchnot in index | 43.0%#6 | Vals AI | |
| Terminal-Bench 4.0 (Vals)not in index | 58.1%#4 | Vals AI | |
| Terminal-Bench Sciencenot in index | 37.1%#7 | Vals AI | |
| AutomationBenchnot in index | 71.3%#4 | Artificial Analysis | |
| GDP.pdf (AA)not in index | 32.6%#1 | Artificial Analysis | |
| Harvey LAB-AA v1.1not in index | 13.1%#1 | Harvey | |
| AA-Briefcase v1.1not in index | 1729#5 | Artificial Analysis |
Knowledge
| Benchmark | max | Source | Trend |
|---|---|---|---|
| AA-Omniscience | 30.1#32 | Artificial Analysis | |
| LegalBench | 87.4%#4 | Vals AI | |
| BioMysteryBenchnot in index | 73.3%#8 | Vals AI | |
| Excel Modeling Benchmarknot in index | 71.9%#9 | Vals AI | |
| MedCodenot in index | 49.9%#18 | Vals AI | |
| MedScribenot in index | 89.3%#8 | Vals AI | |
| Public Benefits Benchnot in index | 73.8%#3 | Vals AI | |
| AA-Omniscience: accuracynot in index | 43.2%#99 | Artificial Analysis | |
| AA-Omniscience: non-hallucinationnot in index | 77.0%#17 | Artificial Analysis |
Long context
| Benchmark | max | Source | Trend |
|---|---|---|---|
| AA-LCR | 83.7%#15 | Artificial Analysis |
Composite
| Benchmark | max | Source | Trend |
|---|---|---|---|
| AA Intelligence Index v4.3.2 | 55.8#4 | Artificial Analysis | |
| Vals Indexnot in index | 66.8#4 | Vals AI |
Where it wins
Benchmarks where this configuration ranks in the top five of every configuration measured.
Compare Muse Wonder Full with…
- Muse Wonder Full vs Claude Opus 5.5
- Muse Wonder Full vs Gemini 4 Argon
- Muse Wonder Full vs GPT-6 Astra
- Muse Wonder Full vs Claude Fable 5.1
- Muse Wonder Full vs GPT-6.1 Sol
- Muse Wonder Full vs Claude Sonnet 5.5
- Muse Wonder Full vs Claude Fable 5
- Muse Wonder Full vs Claude Opus 5
- Muse Wonder Full vs GPT-5.6 Sol
- Muse Wonder Full vs Muse Wonder
- Muse Wonder Full vs Muse Spark 1.3
- Muse Wonder Full vs GPT-6 Sol
- Muse Wonder Full vs GPT-5.5
- Muse Wonder Full vs GPT-5.5 Pro
- Muse Wonder Full vs Kimi K3
- Muse Wonder Full vs GPT-5.4
- Muse Wonder Full vs Gemini 3.8 Flash
- Muse Wonder Full vs Muse Spark
- Muse Wonder Full vs GPT-5.6 Terra
- Muse Wonder Full vs MiMo-V2.6-Pro
- Muse Wonder Full vs Grok 4.6
- Muse Wonder Full vs Grok 4.7
- Muse Wonder Full vs GPT-5.3-Codex
- Muse Wonder Full vs GLM 5.3
- Muse Wonder Full vs Gemini 3.7 Flash
- Muse Wonder Full vs GPT-5.4 Pro
- Muse Wonder Full vs Claude Opus 4.7
- Muse Wonder Full vs Claude Opus 4.8
- Muse Wonder Full vs Qwen3.8 Max
- Muse Wonder Full vs Gemini 3.5 Flash
- Muse Wonder Full vs Muse Spark 1.2
- Muse Wonder Full vs Qwen3.8 2.4T A95B
- Muse Wonder Full vs DeepSeek V4.1 Flash 1017
- Muse Wonder Full vs Muse Spark 1.1
- Muse Wonder Full vs Claude Opus 4.6
- Muse Wonder Full vs GLM 5.3 Flash
- Muse Wonder Full vs DeepSeek V4 Pro
- Muse Wonder Full vs GLM 5.2
- Muse Wonder Full vs Qwen3.6 Max
- Muse Wonder Full vs Gemini 3.6 Flash
- Muse Wonder Full vs MiniMax-M3.1-Flash
- Muse Wonder Full vs Claude Haiku 5.5
- Muse Wonder Full vs Muse Spark Open
- Muse Wonder Full vs DeepSeek V4 Flash
- Muse Wonder Full vs Gemini 3.1 Pro
- Muse Wonder Full vs Qwen3 7
- Muse Wonder Full vs GPT-5.2
- Muse Wonder Full vs Step 5 Preview
- Muse Wonder Full vs Gemini 3 Pro
- Muse Wonder Full vs Claude Sonnet 5
- Muse Wonder Full vs Qwen3.8-Flash-Next
- Muse Wonder Full vs GPT-6 Luna
- Muse Wonder Full vs Claude Opus 4.5
- Muse Wonder Full vs GPT-5.6 Luna
- Muse Wonder Full vs MiMo-V2.6-Flash
- Muse Wonder Full vs GPT-5 Pro
- Muse Wonder Full vs o3
- Muse Wonder Full vs Kimi K2.6
- Muse Wonder Full vs GPT-5.2-Codex
See also
Data as of 21 Oct 2026. Compare with another model.
Cite as: BenchLeader, “Muse Wonder Full: benchmarks, pricing, speed and rank”, https://www.benchleader.com/models/muse-wonder-full, data as of 21 Oct 2026.