Model comparison

Muse Glimmer vs o3-pro

o3-pro is the stronger model overall, scoring 42.9 to 41.7 on the Noometry Index.

Last verified . 0 shared benchmarks.

Muse Glimmer Meta

41.7

Rank #131 Confirmed

o3-pro OpenAI

42.9

Rank #105 Confirmed

Summary

  • The widest gap is in long context, where o3-pro leads 72.2 to 42.1.
  • Muse Glimmer has downloadable open weights; the other is API-only.

Side by side

Muse Glimmer and o3-pro specifications
Muse Glimmero3-pro
ProviderMetaOpenAI
Noometry Index41.742.9
Released2026-08-102025-06-10
WeightsOpenProprietary
Context window—200K
Max output—100K
Input $ / M tokens—$20
Output $ / M tokens—$80
Results tracked1512

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Category by category

Coding o3-pro leads

Muse Glimmer: 40.4 (#142), o3-pro: 55.5 (#24)

Coding benchmarks
BenchmarkMuse Glimmero3-pro
Aider Polyglot—84.9%
LMArena WebDev1355—
SciCode44.9%—
WeirdML—58.2%
LMArena Coding1416—

Reasoning Muse Glimmer leads

Muse Glimmer: 25.7 (#144), o3-pro: 23.8 (#171)

Reasoning benchmarks
BenchmarkMuse Glimmero3-pro
ARC-AGI-2—4.9%
Kagi LLM Benchmark—72.1%
ARC-AGI-1—59.3%
CritPt2.6%—
LMArena Hard Prompts1396—
DTBench—86.9%
LMCA—38.5%
Epoch Capabilities Index—147.42

Math Not comparable

Muse Glimmer: 38.8 (#125), o3-pro: —

Math benchmarks
BenchmarkMuse Glimmero3-pro
LMArena Math1417—

Knowledge Muse Glimmer leads

Muse Glimmer: 38.5 (#143), o3-pro: 29.5 (#238)

Knowledge benchmarks
BenchmarkMuse Glimmero3-pro
Confabulations—14.2%
Vectara Hallucination Rate—23.3%
LMArena Expert1386—

Multilingual Not comparable

Muse Glimmer: 50.5 (#122), o3-pro: —

Multilingual benchmarks
BenchmarkMuse Glimmero3-pro
LMArena Non-English1384—
LMArena Chinese1412—
LMArena Russian1390—

Instruction Following Not comparable

Muse Glimmer: 72.6 (#135), o3-pro: —

Instruction Following benchmarks
BenchmarkMuse Glimmero3-pro
LMArena Instruction Following1375—

Long Context o3-pro leads

Muse Glimmer: 42.1 (#129), o3-pro: 72.2 (#1)

Long Context benchmarks
BenchmarkMuse Glimmero3-pro
Fiction.LiveBench—97.2%
LMArena Longer Query1382—

Writing & Preference Too close to call

Muse Glimmer: 57.5 (#126), o3-pro: 57.1 (#133)

Writing & Preference benchmarks
BenchmarkMuse Glimmero3-pro
LMArena Text1389—
LMArena Creative Writing1339—
Short-Story Creative Writing—84.4%
LMArena Multi-Turn1399—

Frequently asked questions

Is Muse Glimmer better than o3-pro?

o3-pro is the stronger model overall, scoring 42.9 to 41.7 on the Noometry Index.

Is Muse Glimmer or o3-pro better for coding?

o3-pro scores higher on coding benchmarks: 55.5 versus 40.4 in the Noometry coding category.

How many benchmarks do Muse Glimmer and o3-pro share?

0 benchmarks have published results for both models. Muse Glimmer has 15 scored results on Noometry and o3-pro has 12.

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