# GPT-5.4 vs Muse Spark

> Side-by-side benchmark comparison for GPT-5.4 and Muse Spark across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-5-4-vs-muse-spark
- Last updated: October 5, 2026

- Shared sourced benchmarks: 23
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Pick GPT-5.4 if you want the stronger benchmark profile. Muse Spark only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- GPT-5.4 leads overall 67.01 to 59.99.
- The clearest category separation is in mathematics, where the averages are 64.4 for GPT-5.4 and 55.1 for Muse Spark.
- The biggest single benchmark swing is Vibe Code Bench in Coding, with scores of 67.42% and 19.67%.
- GPT-5.4 also has the larger context window at 1.05M.

## Model Snapshot

| Property | GPT-5.4 | Muse Spark |
|----------|----------|----------|
| Creator | OpenAI | Meta |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 1.05M | 262K |
| Overall Score | 67.01 | 59.99 |
| Benchmarks Covered | 40 | 27 |
| Pricing (input/output) | $2.50 / $15.00 | N/A |

## Category Breakdown

### Agentic

- Winner: Tie
- GPT-5.4 public-lane score: 49.9 (Supported · #42/119)
- Muse Spark public-lane score: 49.8 (Supported · #43/119)

| Benchmark | GPT-5.4 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| Terminal-Bench 2.0 | 75.1% | 59% | GPT-5.4 |
| CyberGym | 79.0% | 43.5% | GPT-5.4 |
| BrowseComp | 82.7% | Coming soon | Coming soon |
| OSWorld-Verified | 75% | Coming soon | Coming soon |
| MCP Atlas | 70.6% | Coming soon | Coming soon |
| Toolathlon | 54.6% | Coming soon | Coming soon |
| τ²-bench results | 98.9% | 91.5% | GPT-5.4 |
| Claw-Eval | 60.3% | 63.8% | Muse Spark |
| DeepSearchQA | 73.6% | 74.8% | Muse Spark |
| Gert Labs | 64.89% | Coming soon | Coming soon |
| ResearchClawBench | 15.3% | Coming soon | Coming soon |
| JobBench | 38.9% | Coming soon | Coming soon |
| ExploitGym | 6.0% | Coming soon | Coming soon |
| ApprenticeBench | 11% | Coming soon | Coming soon |

### Coding

- Winner: Muse Spark
- GPT-5.4 public-lane score: 48.7 (Supported · #45/144)
- Muse Spark public-lane score: 51.1 (Supported · #39/144)

| Benchmark | GPT-5.4 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench Pro | 87.5% | 80.0% | GPT-5.4 |
| SWE-bench Pro | 57.7% | 52.4% | GPT-5.4 |
| React Native Evals | 85.3% | Coming soon | Coming soon |
| Vibe Code Bench | 67.42% | 19.67% | GPT-5.4 |
| PostTrainBench v1.1 | 19.0% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 77.4% | Coming soon |
| SWE-bench (Vals) | Coming soon | 74.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- GPT-5.4 public-lane score: 60.6 (#21/27)
- Muse Spark public-lane score: 53.4 (Unranked · 3 rankable rows)

| Benchmark | GPT-5.4 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 74.0% | 42.5% | GPT-5.4 |
| ARC-AGI-3 | 0.2% | Coming soon | Coming soon |
| ARC-AGI-1 | 93.67% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Directional only
- GPT-5.4 public-lane score: 69.3 (#20/49)
- Muse Spark public-lane score: 78.5 (#14/49)

| Benchmark | GPT-5.4 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | 81.2% | 80.4% | GPT-5.4 |
| OfficeQA Pro | 53.2% | Coming soon | Coming soon |
| MMMU-Pro w/ Python | 82.1% | Coming soon | Coming soon |
| CharXiv | 82.8% | 86.4% | Muse Spark |
| ERQA | 65.4% | 64.7% | GPT-5.4 |
| SimpleVQA | 61.1% | 71.3% | Muse Spark |
| ScreenSpot Pro | 85.4% | 84.1% | GPT-5.4 |
| ZeroBench | 41.0% | 33.0% | GPT-5.4 |
| MedXpertQA (MM) | 77.1% | 78.4% | Muse Spark |

### Knowledge

- Winner: GPT-5.4
- GPT-5.4 public-lane score: 65.8 (Supported · #23/171)
- Muse Spark public-lane score: 60.3 (Supported · #40/171)

| Benchmark | GPT-5.4 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 92.8% | Coming soon | Coming soon |
| HLE | 52.1% | 50.4% | GPT-5.4 |
| HLE w/o tools | 39.8% | 42.8% | Muse Spark |
| GPQA-D | 92.8% | 89.5% | GPT-5.4 |
| HealthBench Hard | 40.1% | 42.8% | Muse Spark |
| MedXpertQA (Text) | 59.6% | 52.6% | GPT-5.4 |
| HealthBench Professional | 48.1% | Coming soon | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 89.6% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 87.3% | Coming soon |

### Instruction Following

- Winner: Directional only
- GPT-5.4 public-lane score: 89.2 (#19/125)
- Muse Spark public-lane score: 91.9 (#8/125)

### Mathematics

- Winner: Not comparable
- GPT-5.4 public-lane score: 64.4 (Unranked · 2 rankable rows)
- Muse Spark public-lane score: 55.1 (Unranked · 2 rankable rows)

| Benchmark | GPT-5.4 | Muse Spark | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 47.600% | 39.000% | GPT-5.4 |
| FrontierMath v2 (Tier 4) | 27.100% | 14.600% | GPT-5.4 |

## FAQ

### Which is better overall, GPT-5.4 or Muse Spark?

GPT-5.4 is ahead overall on BenchLM right now.

### Where is the biggest gap between GPT-5.4 and Muse Spark?

The widest category gap is in mathematics, where the averages are 64.4 for GPT-5.4 and 55.1 for Muse Spark.

### How many benchmarks does GPT-5.4 cover on BenchLM?

GPT-5.4 currently has 40 sourced benchmark scores on BenchLM.

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

Muse Spark currently has 27 sourced benchmark scores on BenchLM.

## Related Comparisons

- [GPT-5.4 vs GPT-5.4 Pro](/compare/gpt-5-4-vs-gpt-5-4-pro)
- [Muse Spark vs GPT-5.4 Pro](/compare/gpt-5-4-pro-vs-muse-spark)
- [GPT-5.4 vs GPT-5.4 mini](/compare/gpt-5-4-vs-gpt-5-4-mini)
- [Muse Spark vs GPT-5.4 mini](/compare/gpt-5-4-mini-vs-muse-spark)

## Explore More

- [GPT-5.4 profile](/models/gpt-5-4)
- [Muse Spark profile](/models/muse-spark)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)