Model comparison
Muse Spark vs Qwen3 Max
Head-to-head evidence from 12 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Muse Spark #13 (Supported); Qwen3 Max #128 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Muse Spark and Qwen3 Max share 12 comparable benchmark results. 0 of 8 categories are comparable. 27 results are unique to Muse Spark; 2 to Qwen3 Max.
Updated July 23, 2026- Shared results
- 12
- Muse Spark only
- 27
- Qwen3 Max only
- 2
- Comparable categories
- 0 / 8
Benchmark data for Muse Spark and Qwen3 Max is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 5 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.
Qwen3 Max has the larger context window at 1M, compared with 262K for Muse Spark.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Muse Spark | Δ | Qwen3 Max |
|---|---|---|---|
| Agentic | Muse Spark59.0 | MarginNo overlap | Qwen3 MaxNot measured |
| Coding | Muse Spark67.8 | MarginNo overlap | Qwen3 MaxNot measured |
| Reasoning | Muse Spark42.5 | MarginNo overlap | Qwen3 MaxNot measured |
| Knowledge | Muse Spark50.4 | MarginNo overlap | Qwen3 MaxNot measured |
| Math | Muse Spark32.9 | MarginNo overlap | Qwen3 MaxNot measured |
| Multimodal | Muse Spark82.5 | MarginNo overlap | Qwen3 MaxNot measured |
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Muse Spark | Qwen3 Max | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Muse SparkNot available | Qwen3 MaxNot available | A complete price comparison is not available. |
| Generation speedtokens per second | Muse SparkNot available | Qwen3 MaxNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Muse SparkNot available | Qwen3 MaxNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Muse Spark262K | Qwen3 Max1M | Qwen3 Max lists the larger context window. |
Benchmark Deep Dive
Agentic9 benchmarks
| Benchmark | Muse Spark | Qwen3 Max | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 59% | — | Not comparable |
| τ²-bench resultsSource | 91.5% | 74.3% | Muse Spark leads |
| DeepSearchQASource | 74.8% | — | Not comparable |
| CyberGymSource | 43.5% | — | Not comparable |
| Claw-EvalSource | 63.8% | — | Not comparable |
| AA Agentic IndexSource | 28.7% | — | Not comparable |
| GDPval-AASource | 32.2% | — | Not comparable |
| GDPval-AASource | 1144 | — | Not comparable |
| Gert LabsSource | — | 43.74% | Not comparable |
Coding6 benchmarks
Reasoning3 benchmarks
Knowledge11 benchmarks
| Benchmark | Muse Spark | Qwen3 Max | Result |
|---|---|---|---|
| GPQA-DSource | 89.5% | — | Not comparable |
| HLESource | 50.4% | — | Not comparable |
| HLE w/o toolsSource | 42.8% | — | Not comparable |
| HealthBench HardSource | 42.8% | — | Not comparable |
| MedXpertQA (Text)Source | 52.6% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 43.1% | 24.0% | Muse Spark leads |
| AA-GPQA DiamondSource | 88.4% | 76.4% | Muse Spark leads |
| AA-HLESource | 39.9% | 11.1% | Muse Spark leads |
| AA-Omniscience IndexSource | 4.1% | -43.1% | Muse Spark leads |
| AA-Omniscience AccuracySource | 44.6% | 24.4% | Muse Spark leads |
| AA-Omniscience Hallucination RateSource | 73.2% | 89.4% | Muse Spark leads |
Math2 benchmarks
Multimodal9 benchmarks
| Benchmark | Muse Spark | Qwen3 Max | Result |
|---|---|---|---|
| CharXivSource | 86.4% | — | Not comparable |
| MMMU-ProSource | 80.4% | — | Not comparable |
| ERQASource | 64.7% | — | Not comparable |
| SimpleVQASource | 71.3% | — | Not comparable |
| ScreenSpot ProSource | 84.1% | — | Not comparable |
| ZeroBenchSource | 33.0% | — | Not comparable |
| MedXpertQA (MM)Source | 78.4% | — | Not comparable |
| AA-MMMU-ProSource | 80.5% | — | Not comparable |
| Design Arena WebsiteSource | — | 1148 | Not comparable |
Inst. Following1 benchmarks
| Benchmark | Muse Spark | Qwen3 Max | Result |
|---|---|---|---|
| AA-IFBenchSource | 75.9% | 44.1% | Muse Spark leads |
Frequently Asked Questions (2)
Can I compare Muse Spark and Qwen3 Max on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
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