Muse Spark 1.1 vs Qwen3 VL 235B A22B Instruct
How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Muse Spark 1.1 and Qwen3 VL 235B A22B Instruct.
Muse Spark 1.1
Muse Spark 1.1 is a multimodal reasoning model from Meta, built for agentic tasks. It accepts text, images, video, audio, and PDF documents and returns text, with a 1M-token context...
Qwen3 VL 235B A22B Instruct
Qwen3-VL-235B-A22B Instruct is an open-weight multimodal model that unifies strong text generation with visual understanding across images and video. The Instruct model targets general vision-language use (VQA, document parsing, chart/table...
Technical Specifications
| Specification | Muse Spark 1.1 | Qwen3 VL 235B A22B Instruct |
|---|---|---|
| Provider | Meta | Alibaba |
| Context Window | 1,048,576 tokens | 131,072 tokens |
| Agent Suitability | N/A | N/A |
| Time to First Token (TTFT) | N/A | N/A |
| Deployment Model | managed api | self hostable |
| Production Stability | beta | stable |
| API Available | Yes | Yes |
| Released Date | 2026-07-16 | 2025-09-23 |
API Pricing Comparison
Input Price per Million Tokens
Muse Spark 1.1
$1.25
Qwen3 VL 235B A22B Instruct
$0.21
Output Price per Million Tokens
Muse Spark 1.1
$4.25
Qwen3 VL 235B A22B Instruct
$1.90
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Benchmark Performance Metrics
Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.
Muse Spark 1.1 Quirks & Gotchas
No developer gotchas reported.
Qwen3 VL 235B A22B Instruct Quirks & Gotchas
No developer gotchas reported.