Model comparison
GPT-5.4 Pro vs Muse Spark 1.1
GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 49.9 on the Noometry Index. Muse Spark 1.1 costs 34× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Last verified . 3 shared benchmarks.
MetaSummary
- They share 3 benchmarks with published results for both. GPT-5.4 Pro scores higher in 3 categories and Muse Spark 1.1 in 1 category; 4 gaps are clear of the uncertainty.
- The widest gap is in math, where GPT-5.4 Pro leads 72.4 to 45.5.
- The biggest single-benchmark swing is CritPt: 30% for GPT-5.4 Pro and 15.1% for Muse Spark 1.1.
- Muse Spark 1.1 is cheaper at $1.25 / $4.25 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 1.05M.
Side by side
| GPT-5.4 Pro | Muse Spark 1.1 | |
|---|---|---|
| Provider | OpenAI | Meta |
| Noometry Index | 58.9 | 49.9 |
| Released | 2026-03-05 | 2026-04-08 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 1.05M |
| Max output | 128K | 131K |
| Input $ / M tokens | $30 | $1.25 |
| Output $ / M tokens | $180 | $4.25 |
| Results tracked | 16 | 37 |
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Category by category
Coding Muse Spark 1.1 leads
GPT-5.4 Pro: 43.2 (#90), Muse Spark 1.1: 51.3 (#40)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| DeepSWE | — | 53.3% |
| LMArena WebDev | — | 1542 |
| SciCode | — | 58.8% |
| WeirdML | 57.4% | — |
| LMArena Coding | — | 1498 |
Agentic & Tool Use Not comparable
GPT-5.4 Pro: —, Muse Spark 1.1: 30.8 (#73)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| APEX-Agents | — | 31.8% |
| τ²-bench Banking | — | 40.5% |
| GBAEval | — | 7.9% |
| GDP.pdf | — | 15% |
| Vending-Bench 2 | — | 6,520 |
Reasoning GPT-5.4 Pro leads
GPT-5.4 Pro: 70.7 (#13), Muse Spark 1.1: 47.1 (#44)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| CritPt | 30% | 15.1% |
| Epoch Capabilities Index | 158.93 | 154.21 |
| ARC-AGI-2 | 83.3% | — |
| SimpleBench | 74.1% | — |
| NYT Connections (extended) | — | 84.9% |
| ARC-AGI-1 | 94.5% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| LMArena Hard Prompts | — | 1486 |
| DTBench | — | 94.4% |
| LMCA | — | 49.9% |
| Surface Evolver Bench | — | 52.5% |
Math GPT-5.4 Pro leads
GPT-5.4 Pro: 72.4 (#22), Muse Spark 1.1: 45.5 (#76)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| ProofBench | — | 39% |
| LMArena Math | — | 1483 |
| FrontierMath (Feb 2025 set) | 50% | — |
| FrontierMath Tier 4 (v1) | 37.5% | — |
Knowledge GPT-5.4 Pro leads
GPT-5.4 Pro: 68.3 (#7), Muse Spark 1.1: 53.1 (#59)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| SimpleQA Verified | 46.3% | 57.8% |
| GPQA Diamond | 94.6% | — |
| Humanity's Last Exam | 44.3% | — |
| Vectara Hallucination Rate | 8.3% | — |
| LMArena Expert | — | 1478 |
Multimodal Not comparable
GPT-5.4 Pro: —, Muse Spark 1.1: 42.6 (#29)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| LMArena Vision | — | 1293 |
| LMArena Document | — | 1465 |
Multilingual Not comparable
GPT-5.4 Pro: —, Muse Spark 1.1: 56.7 (#17)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| LMArena Non-English | — | 1472 |
| LMArena Chinese | — | 1518 |
| LMArena French | — | 1494 |
| LMArena German | — | 1466 |
| LMArena Japanese | — | 1451 |
| LMArena Korean | — | 1458 |
| LMArena Russian | — | 1483 |
| LMArena Spanish | — | 1464 |
Instruction Following Not comparable
GPT-5.4 Pro: —, Muse Spark 1.1: 76.5 (#39)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| LMArena Instruction Following | — | 1457 |
Long Context Not comparable
GPT-5.4 Pro: —, Muse Spark 1.1: 44.8 (#58)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| LMArena Longer Query | — | 1462 |
Writing & Preference Not comparable
GPT-5.4 Pro: —, Muse Spark 1.1: 73.4 (#11)
| Benchmark | GPT-5.4 Pro | Muse Spark 1.1 |
|---|---|---|
| LMArena Text | — | 1479 |
| LMArena Creative Writing | — | 1437 |
| EQ-Bench Creative Writing | — | 1927 |
| EQ-Bench 4 | — | 1260 |
| LMArena Multi-Turn | — | 1485 |
Frequently asked questions
Is GPT-5.4 Pro better than Muse Spark 1.1?
GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 49.9 on the Noometry Index. Muse Spark 1.1 costs 34× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.
Which is cheaper, GPT-5.4 Pro or Muse Spark 1.1?
Muse Spark 1.1 is cheaper. It lists at $1.25 per million input tokens and $4.25 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Is GPT-5.4 Pro or Muse Spark 1.1 better for coding?
Muse Spark 1.1 scores higher on coding benchmarks: 51.3 versus 43.2 in the Noometry coding category.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 1.05M.
How many benchmarks do GPT-5.4 Pro and Muse Spark 1.1 share?
3 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Muse Spark 1.1 has 37.