# GPT-5.6 Luna vs Muse Spark 1.1

> Side-by-side benchmark comparison for GPT-5.6 Luna and Muse Spark 1.1 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-5-6-luna-vs-muse-spark-1-1
- Last updated: October 7, 2026

- Shared sourced benchmarks: 12
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick GPT-5.6 Luna if you want the stronger benchmark profile. Muse Spark 1.1 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- GPT-5.6 Luna leads overall 65.98 to 65.95.
- The clearest category separation is in reasoning, where the averages are 54.5 for GPT-5.6 Luna and 75.7 for Muse Spark 1.1.
- The biggest single benchmark swing is OSWorld 2.0 in Agentic, with scores of 45.6% and 14.2%.
- GPT-5.6 Luna also has the larger context window at 1.05M.

## Model Snapshot

| Property | GPT-5.6 Luna | Muse Spark 1.1 |
|----------|----------|----------|
| Creator | OpenAI | Meta |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1.05M | 1M |
| Overall Score | 65.98 | 65.95 |
| Benchmarks Covered | 31 | 26 |
| Pricing (input/output) | $0.20 / $1.20 | N/A |

## Category Breakdown

### Agentic

- Winner: Muse Spark 1.1
- GPT-5.6 Luna public-lane score: 54.9 (Supported · #36/122)
- Muse Spark 1.1 public-lane score: 56.9 (Supported · #32/122)

| Benchmark | GPT-5.6 Luna | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 3.0 | 14.3% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | 84.7% | 80.0% | GPT-5.6 Luna |
| BrowseComp | 83.3% | Coming soon | Coming soon |
| OSWorld 2.0 | 45.6% | 14.2% | GPT-5.6 Luna |
| CyberGym | 77.9% | 59.0% | GPT-5.6 Luna |
| ExploitGym | 12.4% | 0.8% | GPT-5.6 Luna |
| Toolathlon | 53.4% | 75.6% | Muse Spark 1.1 |
| Terminal-Bench 2.1 (Vals) | 79.0% | 69.3% | GPT-5.6 Luna |
| ApprenticeBench | 7% | Coming soon | Coming soon |
| MCP Atlas | Coming soon | 88.1% | Coming soon |
| OSWorld-Verified | Coming soon | 80.8% | Coming soon |
| WebArena-Verified | Coming soon | 69% | Coming soon |
| DeepSearchQA | Coming soon | 84.9% | Coming soon |
| Finance Agent v2 | Coming soon | 57.2% | Coming soon |
| deepSwe | Coming soon | 53.3% | Coming soon |
| JobBench | Coming soon | 54.7% | Coming soon |
| Cybench | Coming soon | 92.9% | Coming soon |

### Coding

- Winner: GPT-5.6 Luna
- GPT-5.6 Luna public-lane score: 63.4 (Supported · #13/146)
- Muse Spark 1.1 public-lane score: 54.2 (Supported · #35/146)

| Benchmark | GPT-5.6 Luna | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Pro | 62.7% | 61.5% | GPT-5.6 Luna |
| Terminal-Bench 2.1 | 84.7% | 80.0% | GPT-5.6 Luna |
| DeepSWE | 67.2% | Coming soon | Coming soon |
| FrontierCode 1.1 Extended | 55.1% | Coming soon | Coming soon |
| CursorBench 3.2 | 61.1% | Coming soon | Coming soon |
| VulcanBench v3 | 85.5% | Coming soon | Coming soon |
| SWE-bench (Vals) | 93.0% | 82.0% | GPT-5.6 Luna |
| CursorBench 4.0 | 35.9% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 85.9% | Coming soon |

### Reasoning

- Winner: Not comparable
- GPT-5.6 Luna public-lane score: 54.5 (#26/28)
- Muse Spark 1.1 public-lane score: 75.7 (Unranked · 3 rankable rows)

| Benchmark | GPT-5.6 Luna | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 59.5% | Coming soon | Coming soon |
| ARC-AGI-3 | 0.2% | Coming soon | Coming soon |
| ARC-AGI-1 | 88.00% | Coming soon | Coming soon |
| MRCR 1M | Coming soon | 54.1% | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- GPT-5.6 Luna public-lane score: 68.1 (#21/49)
- Muse Spark 1.1 public-lane score: 78.3 (Unranked · 2 rankable rows)

| Benchmark | GPT-5.6 Luna | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 78.4% | Coming soon | Coming soon |
| MMMU-Pro w/ Python | 79.5% | Coming soon | Coming soon |
| CharXiv | Coming soon | 88.4% | Coming soon |
| BabyVision | Coming soon | 76.3% | Coming soon |

### Knowledge

- Winner: Muse Spark 1.1
- GPT-5.6 Luna public-lane score: 64.5 (Supported · #25/174)
- Muse Spark 1.1 public-lane score: 66.7 (Supported · #21/174)

| Benchmark | GPT-5.6 Luna | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 92.3% | Coming soon | Coming soon |
| GPQA-D | 92.3% | Coming soon | Coming soon |
| HealthBench Professional | 55.7% | 59.3% | Muse Spark 1.1 |
| HealthBench Hard | 32.0% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | 91.7% | 91.2% | GPT-5.6 Luna |
| MMLU-Pro (Vals) | 86.0% | 88.7% | Muse Spark 1.1 |
| HLE | Coming soon | 62.1% | Coming soon |
| HLE w/o tools | Coming soon | 52.2% | Coming soon |

### Mathematics

- Winner: Not comparable
- GPT-5.6 Luna public-lane score: 94.2 (Unranked · 3 rankable rows)
- Muse Spark 1.1 public-lane score: Coming soon

| Benchmark | GPT-5.6 Luna | Muse Spark 1.1 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath (legacy) | 78.6% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 78.600% | Coming soon | Coming soon |
| FrontierMath v2 (Tier 4) | 58.500% | Coming soon | Coming soon |

## FAQ

### Which is better overall, GPT-5.6 Luna or Muse Spark 1.1?

GPT-5.6 Luna is ahead overall on BenchLM right now.

### Where is the biggest gap between GPT-5.6 Luna and Muse Spark 1.1?

The widest category gap is in reasoning, where the averages are 54.5 for GPT-5.6 Luna and 75.7 for Muse Spark 1.1.

### How many benchmarks does GPT-5.6 Luna cover on BenchLM?

GPT-5.6 Luna currently has 31 sourced benchmark scores on BenchLM.

### How many benchmarks does Muse Spark 1.1 cover on BenchLM?

Muse Spark 1.1 currently has 26 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GPT-5.6 Luna vs GPT-5.6 Sol](/compare/gpt-5-6-luna-vs-gpt-5-6-sol)
- [Muse Spark 1.1 vs GPT-5.6 Sol](/compare/gpt-5-6-sol-vs-muse-spark-1-1)
- [GPT-5.6 Luna vs GPT-5.6 Terra](/compare/gpt-5-6-luna-vs-gpt-5-6-terra)
- [Muse Spark 1.1 vs GPT-5.6 Terra](/compare/gpt-5-6-terra-vs-muse-spark-1-1)

## Explore More

- [GPT-5.6 Luna profile](/models/gpt-5-6-luna)
- [Muse Spark 1.1 profile](/models/muse-spark-1-1)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)