# Muse Spark vs o1-mini

> Side-by-side benchmark comparison for Muse Spark and o1-mini across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/muse-spark-vs-o1-mini
- Last updated: October 14, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Muse Spark and o1-mini.

## Summary

- Muse Spark and o1-mini do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Muse Spark | o1-mini |
|----------|----------|----------|
| Creator | Meta | OpenAI |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 128K |
| Independent public score (not head-to-head) | 59.96 | null |
| Benchmarks Covered | 25 | 7 |
| Pricing (input/output) | N/A | $1.10 / $4.40 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Muse Spark public-lane score: 50.4 (Supported · #45/124)
- o1-mini public-lane score: Coming soon

| Benchmark | Muse Spark | o1-mini | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 59% | Coming soon | Coming soon |
| τ²-bench results | 91.5% | Coming soon | Coming soon |
| DeepSearchQA | 74.8% | Coming soon | Coming soon |
| CyberGym | 43.5% | Coming soon | Coming soon |
| Claw-Eval | 63.8% | Coming soon | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Muse Spark public-lane score: 50.1 (Supported · #42/149)
- o1-mini public-lane score: Coming soon

| Benchmark | Muse Spark | o1-mini | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 77.4% | Coming soon | Coming soon |
| SWE-bench Pro | 52.4% | Coming soon | Coming soon |
| LiveCodeBench Pro | 80.0% | Coming soon | Coming soon |
| Vibe Code Bench | 19.67% | Coming soon | Coming soon |
| SWE-bench (Vals) | 74.4% | Coming soon | Coming soon |
| HumanEval | Coming soon | 92.4% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Muse Spark public-lane score: 57.1 (Unranked · 3 rankable rows)
- o1-mini public-lane score: Coming soon

| Benchmark | Muse Spark | o1-mini | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 42.5% | Coming soon | Coming soon |
| DROP | Coming soon | 83.9% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Muse Spark public-lane score: 84.4 (#12/54)
- o1-mini public-lane score: Coming soon

| Benchmark | Muse Spark | o1-mini | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 86.4% | Coming soon | Coming soon |
| MMMU-Pro | 80.4% | Coming soon | Coming soon |
| ERQA | 64.7% | Coming soon | Coming soon |
| SimpleVQA | 71.3% | Coming soon | Coming soon |
| ScreenSpot Pro | 84.1% | Coming soon | Coming soon |
| ZeroBench | 33.0% | Coming soon | Coming soon |
| MedXpertQA (MM) | 78.4% | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Muse Spark public-lane score: 62.1 (Supported · #43/181)
- o1-mini public-lane score: Coming soon

| Benchmark | Muse Spark | o1-mini | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | 89.5% | Coming soon | Coming soon |
| HLE | 50.4% | Coming soon | Coming soon |
| HLE w/o tools | 42.8% | Coming soon | Coming soon |
| HealthBench Hard | 42.8% | Coming soon | Coming soon |
| MedXpertQA (Text) | 52.6% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 89.6% | Coming soon | Coming soon |
| MMLU-Pro (Vals) | 87.3% | Coming soon | Coming soon |
| MMLU | Coming soon | 85.2% | Coming soon |
| GPQA | Coming soon | 60% | Coming soon |
| SimpleQA | Coming soon | 7.6% | Coming soon |

### Multilingual

- Winner: Insufficient shared evidence
- Muse Spark public-lane score: Coming soon
- o1-mini public-lane score: Coming soon

| Benchmark | Muse Spark | o1-mini | Winner |
|-----------|-----------|-----------|--------|
| MGSM | Coming soon | 89.9% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Muse Spark public-lane score: 93.3 (#10/128)
- o1-mini public-lane score: Coming soon

### Mathematics

- Winner: Insufficient shared evidence
- Muse Spark public-lane score: Coming soon
- o1-mini public-lane score: Coming soon

| Benchmark | Muse Spark | o1-mini | Winner |
|-----------|-----------|-----------|--------|
| MATH-500 | Coming soon | 90% | Coming soon |

## FAQ

### Can I compare Muse Spark and o1-mini on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Muse Spark vs Muse Spark 1.1](/compare/muse-spark-vs-muse-spark-1-1)
- [o1-mini vs Muse Spark 1.1](/compare/muse-spark-1-1-vs-o1-mini)
- [Muse Spark vs Muse Spark 1.2](/compare/muse-spark-vs-muse-spark-1-2)
- [o1-mini vs Muse Spark 1.2](/compare/muse-spark-1-2-vs-o1-mini)

## Explore More

- [Muse Spark profile](/models/muse-spark)
- [o1-mini profile](/models/o1-mini)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)