Model comparison

Muse Spark vs o1-pro

Muse Spark is the stronger model overall, scoring 50.6 to 31.5 on the Noometry Index.

Last verified . 1 shared benchmarks.

Muse Spark Meta

50.6

Rank #46 Confirmed

o1-pro OpenAI

31.5

Rank #271 Reported

Summary

  • They share 1 benchmark with published results for both. Muse Spark scores higher in 2 categories and o1-pro in 0 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Muse Spark leads 65.7 to 29.7.
  • The biggest single-benchmark swing is Humanity's Last Exam: 40.6% for Muse Spark and 8.1% for o1-pro.

Side by side

Muse Spark and o1-pro specifications
Muse Sparko1-pro
ProviderMetaOpenAI
Noometry Index50.631.5
Released2026-04-082025-03-19
WeightsProprietaryProprietary
Context window—200K
Max output—100K
Input $ / M tokens—$150
Output $ / M tokens—$600
Results tracked273

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Category by category

Coding Not comparable

Muse Spark: 46.2 (#69), o1-pro: —

Coding benchmarks
BenchmarkMuse Sparko1-pro
SciCode51.5%—
LMArena Coding1481—

Reasoning Muse Spark leads

Muse Spark: 35.9 (#67), o1-pro: 20.4 (#239)

Reasoning benchmarks
BenchmarkMuse Sparko1-pro
ARC-AGI-1—23.3%
CritPt11.3%—
EnigmaEval—6.1%
LMArena Hard Prompts1474—
Epoch Capabilities Index152.04—

Math Not comparable

Muse Spark: 47.8 (#66), o1-pro: —

Math benchmarks
BenchmarkMuse Sparko1-pro
OTIS Mock AIME 2024-202588.9%—
ProofBench17%—
LMArena Math1455—
FrontierMath (Feb 2025 set)39%—
FrontierMath Tier 4 (v1)14.6%—

Knowledge Muse Spark leads

Muse Spark: 65.7 (#13), o1-pro: 29.7 (#234)

Knowledge benchmarks
BenchmarkMuse Sparko1-pro
Humanity's Last Exam40.6%8.1%
GPQA Diamond89.8%—
LMArena Expert1457—

Multimodal Not comparable

Muse Spark: 43.4 (#24), o1-pro: —

Multimodal benchmarks
BenchmarkMuse Sparko1-pro
LMArena Vision1306—
LMArena Document1444—

Multilingual Not comparable

Muse Spark: 56.1 (#24), o1-pro: —

Multilingual benchmarks
BenchmarkMuse Sparko1-pro
LMArena Non-English1464—
LMArena Chinese1509—
LMArena French1497—
LMArena German1497—
LMArena Korean1459—
LMArena Russian1466—
LMArena Spanish1472—

Instruction Following Not comparable

Muse Spark: 75.9 (#51), o1-pro: —

Instruction Following benchmarks
BenchmarkMuse Sparko1-pro
LMArena Instruction Following1442—

Long Context Not comparable

Muse Spark: 44.4 (#69), o1-pro: —

Long Context benchmarks
BenchmarkMuse Sparko1-pro
LMArena Longer Query1451—

Writing & Preference Not comparable

Muse Spark: 66.0 (#39), o1-pro: —

Writing & Preference benchmarks
BenchmarkMuse Sparko1-pro
LMArena Text1474—
LMArena Creative Writing1459—
LMArena Multi-Turn1477—

Frequently asked questions

Is Muse Spark better than o1-pro?

Muse Spark is the stronger model overall, scoring 50.6 to 31.5 on the Noometry Index.

How many benchmarks do Muse Spark and o1-pro share?

1 benchmark has published results for both models. Muse Spark has 27 scored results on Noometry and o1-pro has 3.

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