Meta, proprietary

Muse Wonder

Muse Wonder by Meta ranks 43rd of 355 ranked models on the Noometry Index as of October 2026, with a score of 51.8. Its strongest category is multilingual, where it ranks 6th. API pricing starts at $4 per million input tokens and $20 per million output tokens, with a 1.05M-token context window.

Last verified

Specifications

Noometry rank
#43 of 355
Index score
51.8
Evidence
Confirmed 17 results
Provider
Meta
Released
October 12, 2026
Weights
Proprietary
Reasoning
Yes
Context window
1.05M
Max output
131K
Input price
$4 / M
Output price
$20 / M
Blended price
$8 / M
Output speed
Not measured
Value
#202 of 221
Knowledge cutoff
Unknown
Input
text, image, video, pdf, audio

Category scores

Each category score combines every public result we have in that category.

Muse Wonder category scores
  1. Coding 56.3
  2. Agentic & Tool Use 35.3
  3. Reasoning 48.0
  4. Math 59.9
  5. Knowledge 42.7
  6. Multilingual 57.5
  7. Instruction Following 78.3
  8. Long Context 45.7
  9. Writing & Preference 68.6
Muse Wonder category ranks
CategoryScoreRankResults
Coding56.3#223
Agentic & Tool Use35.3#421
Reasoning48.0#443
Math59.9#391
Knowledge42.7#981
Multilingual57.5#61
Instruction Following78.3#111
Long Context45.7#301
Writing & Preference68.6#263

Strengths and weaknesses

Categories where Muse Wonder places highest and lowest among the models ranked in each, with its score against that category's median.

Strongest categories

Muse Wonder: strongest categories
CategoryScorevs medianRank
Multilingual57.5+10.3#6 of 298, top 3%
Instruction Following78.3+7.1#11 of 306, top 4%
Coding56.3+17.3#22 of 341, top 7%

Weakest categories

Muse Wonder: weakest categories
CategoryScorevs medianRank
Knowledge42.7+4.9#98 of 315, top 32%
Agentic & Tool Use35.3+4.5#42 of 156, top 27%
Reasoning48.0+24.0#44 of 351, top 13%

Closest competitors

The models ranked just above and below Muse Wonder. When scores are this close, price and speed are often the better way to choose.

Models ranked closest to Muse Wonder
ModelRankScoreBlended $/MSpeed
GPT-6 Luna#3953.3$0.20—Compare
GPT-5.2 Pro#4052.4$57.75—Compare
Gemini 3 Flash Preview#4152.4$1.13—Compare
GLM-5.3-Flash#4251.9$0.24—Compare
Qwen3.6 Max Preview#4451.7$2.92—Compare
Qwen3.7 Max#4551.6$3.75—Compare
GLM-5.2#4651.2$2.1523Compare
GPT-5#4750.9$3.442Compare

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Benchmark results

Every published result we track, with its source. Bold rows are the ones used for ranking; where several exist we prefer independent runs over self-reported numbers.

Coding

Muse Wonder Coding benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena WebDev1651#12 of 114, top 11%LMArena2026-10-13
SciCode60.3%#7 of 124, top 6%maxEpoch AI
LMArena Coding1529#7 of 295, top 3%LMArena2026-10-13

Agentic & Tool Use

Muse Wonder Agentic & Tool Use benchmark results
BenchmarkScorePositionSettingSourceDate
GDP.pdf30.8%#4 of 39, top 11%maxEpoch AI
Vending-Bench 29,432#9 of 63, top 15%Epoch AI

Reasoning

Muse Wonder Reasoning benchmark results
BenchmarkScorePositionSettingSourceDate
CritPt28.3%#13 of 137, top 10%maxEpoch AI
EBR-Bench31.4%#11 of 26, top 43%maxEpoch AI2026-10-12
LMArena Hard Prompts1515#6 of 298, top 3%LMArena2026-10-13

Math

Muse Wonder Math benchmark results
BenchmarkScorePositionSettingSourceDate
ProofBench84%#11 of 80, top 14%Epoch AI

Knowledge

Muse Wonder Knowledge benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Expert1503#22 of 274, top 9%LMArena2026-10-13

Multilingual

Muse Wonder Multilingual benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Non-English1490#6 of 298, top 3%LMArena2026-10-13
LMArena Russian1521#3 of 284, top 2%LMArena2026-10-13

Instruction Following

Muse Wonder Instruction Following benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Instruction Following1497#8 of 299, top 3%LMArena2026-10-13

Long Context

Muse Wonder Long Context benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Longer Query1492#12 of 292, top 5%LMArena2026-10-13

Writing & Preference

Muse Wonder Writing & Preference benchmark results
BenchmarkScorePositionSettingSourceDate
LMArena Text1504#5 of 298, top 2%LMArena2026-10-13
LMArena Creative Writing1485#10 of 296, top 4%LMArena2026-10-13
LMArena Multi-Turn1531#2 of 296, top 1%LMArena2026-10-13

API pricing by provider

Muse Wonder API prices
RouteInput $/MOutput $/MCached input $/MChecked
meta$4$20$0.202026-10-14
openrouter$4$20$0.202026-10-14

Compare Muse Wonder

Other Meta models

Frequently asked questions

How good is Muse Wonder?

Muse Wonder by Meta ranks 43rd of 355 ranked models on the Noometry Index as of October 2026, with a score of 51.8. Its strongest category is multilingual, where it ranks 6th. API pricing starts at $4 per million input tokens and $20 per million output tokens, with a 1.05M-token context window.

How much does Muse Wonder cost?

Muse Wonder costs $4 per million input tokens and $20 per million output tokens on Meta's own API, with cached input at $0.20.

What is Muse Wonder's context window?

Muse Wonder accepts up to 1.05M tokens of input and can write up to 131K tokens in one response.

Is Muse Wonder open source?

No. Muse Wonder is proprietary and available only through Meta's API and partner platforms.

What are Muse Wonder's strengths and weaknesses?

Relative to other ranked models, Muse Wonder places best in multilingual, instruction following, coding and lowest in knowledge, agentic & tool use, reasoning.

What is Muse Wonder best at?

Its best category is multilingual, where it ranks 6th on Noometry.