Model comparison
Muse Glimmer vs o4-mini
Muse Glimmer and o4-mini score almost the same on the Noometry Index (41.7 vs 41.6), so choose on price, context window or the category you care about most.
Last verified . 13 shared benchmarks.
MetaSummary
- They share 13 benchmarks with published results for both. Muse Glimmer scores higher in 3 categories and o4-mini in 5 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where o4-mini leads 43.6 to 38.5.
- Muse Glimmer has downloadable open weights; the other is API-only.
Side by side
| Muse Glimmer | o4-mini | |
|---|---|---|
| Provider | Meta | OpenAI |
| Noometry Index | 41.7 | 41.6 |
| Released | 2026-08-10 | 2025-04-16 |
| Weights | Open | Proprietary |
| Context window | — | 200K |
| Max output | — | 100K |
| Input $ / M tokens | — | $1.10 |
| Output $ / M tokens | — | $4.40 |
| Results tracked | 15 | 60 |
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Category by category
Coding Too close to call
Muse Glimmer: 40.4 (#142), o4-mini: 40.9 (#127)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| LMArena Coding | 1416 | 1368 |
| SWE-bench Verified (bash only) | — | 45% |
| Aider Polyglot | — | 72% |
| LMArena WebDev | 1355 | — |
| SciCode | 44.9% | — |
| GSO | — | 3.6% |
| WeirdML | — | 52.6% |
| CadEval | — | 62% |
| ALE-Bench | — | 826.17 |
| AlgoTune | — | 1.72 |
Agentic & Tool Use Not comparable
Muse Glimmer: —, o4-mini: 32.6 (#61)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| Berkeley Function Calling Leaderboard | — | 53.2% |
| GDPval | — | 25.3% |
| METR Time Horizons | — | 63.9% |
Reasoning Muse Glimmer leads
Muse Glimmer: 25.7 (#144), o4-mini: 24.6 (#162)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| CritPt | 2.6% | 0.6% |
| LMArena Hard Prompts | 1396 | 1351 |
| ARC-AGI-2 | — | 6.1% |
| SimpleBench | — | 38.7% |
| Kagi LLM Benchmark | — | 67.6% |
| ARC-AGI-1 | — | 58.7% |
| Chess Puzzles | — | 26% |
| EnigmaEval | — | 9.2% |
| Mystery Game Puzzles | — | 5% |
| DTBench | — | 77.6% |
| LMCA | — | 26.5% |
| Epoch Capabilities Index | — | 145.64 |
| ForecastBench | — | 61.8 |
Math o4-mini leads
Muse Glimmer: 38.8 (#125), o4-mini: 40.8 (#89)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| LMArena Math | 1417 | 1389 |
| FrontierMath (Tiers 1-3) | — | 36.1% |
| FrontierMath Tier 4 | — | 4.9% |
| OTIS Mock AIME 2024-2025 | — | 81.7% |
| Omni-MATH | — | 72% |
| MATH Level 5 | — | 97.8% |
| FrontierMath (Feb 2025 set) | — | 24.8% |
| FrontierMath Tier 4 (v1) | — | 6.3% |
Knowledge o4-mini leads
Muse Glimmer: 38.5 (#143), o4-mini: 43.6 (#91)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| LMArena Expert | 1386 | 1343 |
| GPQA Diamond | — | 79.6% |
| Humanity's Last Exam | — | 18.1% |
| SimpleQA Verified | — | 19.6% |
| MMLU-Pro | — | 82% |
| Confabulations | — | 15.8% |
| Vectara Hallucination Rate | — | 18.6% |
| GPQA (HELM) | — | 73.5% |
Multimodal Not comparable
Muse Glimmer: —, o4-mini: 40.2 (#49)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| LMArena Vision | — | 1194 |
| GeoBench | — | 64% |
| VPCT | — | 57.5% |
Multilingual Muse Glimmer leads
Muse Glimmer: 50.5 (#122), o4-mini: 47.0 (#154)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| LMArena Non-English | 1384 | 1337 |
| LMArena Chinese | 1412 | 1354 |
| LMArena Russian | 1390 | 1334 |
| LMArena French | — | 1364 |
| LMArena German | — | 1336 |
| LMArena Japanese | — | 1308 |
| LMArena Korean | — | 1312 |
| LMArena Spanish | — | 1347 |
Instruction Following o4-mini leads
Muse Glimmer: 72.6 (#135), o4-mini: 75.2 (#68)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| LMArena Instruction Following | 1375 | 1321 |
| IFEval | — | 92.8% |
Long Context o4-mini leads
Muse Glimmer: 42.1 (#129), o4-mini: 45.5 (#33)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| LMArena Longer Query | 1382 | 1315 |
| Fiction.LiveBench | — | 77.8% |
Writing & Preference Muse Glimmer leads
Muse Glimmer: 57.5 (#126), o4-mini: 54.0 (#152)
| Benchmark | Muse Glimmer | o4-mini |
|---|---|---|
| LMArena Text | 1389 | 1353 |
| LMArena Creative Writing | 1339 | 1294 |
| LMArena Multi-Turn | 1399 | 1350 |
| Short-Story Creative Writing | — | 75% |
| WildBench | — | 85.4% |
Frequently asked questions
Is Muse Glimmer better than o4-mini?
Muse Glimmer and o4-mini score almost the same on the Noometry Index (41.7 vs 41.6), so choose on price, context window or the category you care about most.
Is Muse Glimmer or o4-mini better for coding?
They score almost the same on coding (40.4 vs 40.9); test both on your own repository before choosing.
How many benchmarks do Muse Glimmer and o4-mini share?
13 benchmarks have published results for both models. Muse Glimmer has 15 scored results on Noometry and o4-mini has 60.