Compare / head-to-head
Muse Spark 1.3vs
Qwen3-VL 235B-A22B Thinking
Muse Spark 1.3 leads 2 of 2 shared benchmarks. Qwen3-VL 235B-A22B Thinking is 1.3x cheaper per token. Muse Spark 1.3 has the larger context window (1.0M tokens).
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
2 – 0
Muse Spark 1.3 leads
Cheaper per token
Qwen3-VL 235B-A22B Thinking
1.3x cheaper, input + output
Larger context
Muse Spark 1.3
1.0M tokens
Providers
2 providers
Meta · Qwen
Muse Spark 1.3
Meta · released 2026-09-02
textvisionvideo
Qwen3-VL 235B-A22B Thinking
Qwen · released 2025-09-23
textvisionvideo
Quality
Benchmark matrix
2 shared · 27 only Muse Spark 1.3 · 15 only Qwen3-VL 235B-A22B Thinking| Benchmark | Muse Spark 1.3 | Qwen3-VL 235B-A22B Thinking | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 2 | ||||
| LMArena Elo | 1494.3 ↗ | 1395 ↗ | +99.3 | Muse Spark 1.3 |
| LMArena Vision (LMArena) | 1290.2 ↗ | 1188 ↗ | +102.2 | Muse Spark 1.3 |
| Only Muse Spark 1.3 reports · 27 | ||||
| APEX-Agents (Mercor) | 57.8% ↗ | not reported | — | — |
| AutomationBench | 49.6% ↗ | not reported | — | — |
| Chess Puzzles (Epoch AI run) | 38% ↗epoch run | not reported | — | — |
| DeepSearchQA | 90.3% ↗ | not reported | — | — |
| DeepSWE v1.1 | 75.4% ↗ | not reported | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | 46.3% ↗epoch run | not reported | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | 74.4% ↗epoch run | not reported | — | — |
| GDPval-AA v2 | 1754 ↗ | not reported | — | — |
| JobBench | 64.9% ↗ | not reported | — | — |
| LiveBench Agentic Coding (LiveBench) | 64.1% ↗ | not reported | — | — |
| LiveBench Coding (LiveBench) | 81.1% ↗ | not reported | — | — |
| LiveBench Data Analysis (LiveBench) | 79.6% ↗ | not reported | — | — |
| LiveBench Instruction Following (LiveBench) | 78% ↗ | not reported | — | — |
| LiveBench Language (LiveBench) | 82.8% ↗ | not reported | — | — |
| LiveBench Mathematics (LiveBench) | 95.9% ↗ | not reported | — | — |
| LiveBench Reasoning (LiveBench) | 89.7% ↗ | not reported | — | — |
| LMArena Agent (LMArena) | 0.04 ↗ | not reported | — | — |
| LMArena WebDev (LMArena) | 1656.6 ↗ | not reported | — | — |
| MRCR 256K-512K | 98.5% ↗ | not reported | — | — |
| MRCR 512K-1M | 98.1% ↗ | not reported | — | — |
| Mystery Game Puzzles (Epoch AI run) | 25% ↗epoch run | not reported | — | — |
| OSWorld 2.0 (partial) | 66.9% ↗ | not reported | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 99.2% ↗epoch run | not reported | — | — |
| SimpleBench (SimpleBench) | 81.8% ↗ | not reported | — | — |
| SWE-Atlas Codebase QnA | 59.4% ↗ | not reported | — | — |
| Terminal-Bench 2.1 | 88.8% ↗ | not reported | — | — |
| Terminal-Bench 4.0 (Vals AI) | 24.7% ↗ | not reported | — | — |
| Only Qwen3-VL 235B-A22B Thinking reports · 15 | ||||
| MMLU-Pro | not reported | 83.8% ↗ | — | — |
| AIME25 | not reported | 89.7% ↗ | — | — |
| BFCL | not reported | 71.9% ↗ | — | — |
| HLE | not reported | 13.6% ↗ | — | — |
| HMMT25 | not reported | 77.4% ↗ | — | — |
| IFEval | not reported | 88.2% ↗ | — | — |
| LCB v6 | not reported | 70.1% ↗ | — | — |
| MathVista (mini) | not reported | 85.8% ↗ | — | — |
| MMLU-Redux | not reported | 93.7% ↗ | — | — |
| MMMU (val) | not reported | 80.6% ↗ | — | — |
| MMMU_Pro | not reported | 69.3% ↗ | — | — |
| OSWorld | not reported | 38.1% ↗ | — | — |
| SimpleQA | not reported | 44.4% ↗ | — | — |
| SuperGPQA | not reported | 64.3% ↗ | — | — |
| VideoMME (w/o sub) | not reported | 79% ↗ | — | — |
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is Muse Spark 1.3 minus Qwen3-VL 235B-A22B Thinking in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | Muse Spark 1.3 | Qwen3-VL 235B-A22B Thinking | Edge |
|---|---|---|---|
| Context window | 1.0M tokens | 256K tokens | Muse Spark 1.3 |
| Max output | — | — | — |
| Input price / 1M | $1.25 ↗ | $0.4 ↗ | Qwen3-VL 235B-A22B Thinking |
| Output price / 1M | $4.25 ↗ | $4 ↗ | Qwen3-VL 235B-A22B Thinking |
| Cached input / 1M | $0.15 ↗ | — | — |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $5.5 | $4.4 | Qwen3-VL 235B-A22B Thinking |
| Modalities | text · vision · video | text · vision · video | Tie |
| Released | 2026-09-02 | 2025-09-23 | — |
| Cited benchmark scores | 29 | 17 | — |
Reliability
Provider status
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Models sharing the most benchmarksBuilt by Respan
Which one wins on your data?
Public benchmarks are a starting point. Run Muse Spark 1.3 and Qwen3-VL 235B-A22B Thinking on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.