# Muse Spark vs o1-mini

> Muse Spark is the stronger model overall, scoring 50.3 to 33.7 on the Noometry Index.

- Canonical page: https://noometry.com/compare/muse-spark-vs-o1-mini
- Last updated: 2026-10-10
- Shared benchmarks: 20

## Summary

- They share 20 benchmarks with published results for both. Muse Spark scores higher in 8 categories and o1-mini in 0 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Muse Spark leads 65.7 to 34.8.
- The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 88.9% for Muse Spark and 46.9% for o1-mini.

## Snapshot

| | Muse Spark | o1-mini |
|---|---|---|
| Provider | Meta | OpenAI |
| Noometry Index | 50.3 | 33.7 |
| Rank | 41 | 230 |
| Context | — | — |
| Input $/M | — | — |
| Output $/M | — | — |
| Weights | Proprietary | Proprietary |

## Coding

- Muse Spark: 45.6 (#65)
- o1-mini: 35.1 (#218)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| LMArena Coding | 1482 | 1362 |
| Aider Polyglot | — | 32.9% |
| SciCode | 51.5% | — |
| WeirdML | — | 36.3% |
| LiveBench Coding | — | 48% |
| HumanEval+ | — | 89% |
| MBPP+ | — | 78.8% |

## Agentic & Tool Use

- Muse Spark: —
- o1-mini: 24.3 (#112)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| Cybench | — | 10% |

## Reasoning

- Muse Spark: 34.9 (#61)
- o1-mini: 8.9 (#340)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| LMArena Hard Prompts | 1475 | 1333 |
| Epoch Capabilities Index | 152.09 | 135.82 |
| ARC-AGI-2 | — | 0.8% |
| SimpleBench | — | 18.1% |
| ARC-AGI-1 | — | 14% |
| CritPt | 11.3% | — |
| LiveBench Reasoning | — | 72.3% |
| LiveBench Data Analysis | — | 57.9% |
| LiveBench | — | 57.8% |

## Math

- Muse Spark: 46.8 (#57)
- o1-mini: 33.7 (#168)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 88.9% | 46.9% |
| LMArena Math | 1455 | 1358 |
| FrontierMath (Feb 2025 set) | 39% | 1.7% |
| ProofBench | 17% | — |
| LiveBench Math | — | 62% |
| MATH Level 5 | — | 89.2% |
| FrontierMath Tier 4 (v1) | 14.6% | — |

## Knowledge

- Muse Spark: 65.7 (#12)
- o1-mini: 34.8 (#180)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| GPQA Diamond | 89.8% | 62.4% |
| LMArena Expert | 1458 | 1316 |
| Humanity's Last Exam | 40.6% | — |
| Confabulations | — | 18.6% |

## Multimodal

- Muse Spark: 42.7 (#23)
- o1-mini: —

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| LMArena Vision | 1306 | — |
| LMArena Document | 1444 | — |

## Multilingual

- Muse Spark: 56.3 (#23)
- o1-mini: 43.8 (#177)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| LMArena Non-English | 1464 | 1289 |
| LMArena Chinese | 1507 | 1314 |
| LMArena French | 1497 | 1292 |
| LMArena German | 1497 | 1278 |
| LMArena Korean | 1457 | 1223 |
| LMArena Russian | 1467 | 1283 |
| LMArena Spanish | 1471 | 1302 |
| LMArena Japanese | — | 1245 |

## Instruction Following

- Muse Spark: 76.1 (#47)
- o1-mini: 67.0 (#200)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| LMArena Instruction Following | 1443 | 1304 |
| LiveBench Instruction Following | — | 65.4% |

## Long Context

- Muse Spark: 44.4 (#65)
- o1-mini: 40.1 (#156)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| LMArena Longer Query | 1451 | 1321 |

## Writing & Preference

- Muse Spark: 66.2 (#37)
- o1-mini: 48.6 (#196)

| Benchmark | Muse Spark | o1-mini |
|---|---|---|
| LMArena Text | 1474 | 1317 |
| LMArena Creative Writing | 1460 | 1244 |
| LMArena Multi-Turn | 1477 | 1314 |
| Short-Story Creative Writing | — | 64.9% |
| LiveBench Language | — | 40.9% |

## FAQ

### Is Muse Spark better than o1-mini?

Muse Spark is the stronger model overall, scoring 50.3 to 33.7 on the Noometry Index.

### Is Muse Spark or o1-mini better for coding?

Muse Spark scores higher on coding benchmarks: 45.6 versus 35.1 in the Noometry coding category.

### How many benchmarks do Muse Spark and o1-mini share?

20 benchmarks have published results for both models. Muse Spark has 27 scored results on Noometry and o1-mini has 39.