Model Comparison
Qwen3 VL 235B A22B (Reasoning)
vs. M (Reasoning)
Comparing 2 AI models · 12 benchmarks · Alibaba, Sarvam
Recommended Pick
Al Qwen3 VL 235B A22B (Reasoning) 13 metric wins Strongest on: Throughput, Reasoning, Intelligence
Lowest Price
M (Reasoning)
$0.00/1M input price
Best Reasoning
Qwen3 VL 235B A22B (Reasoning)
58.3 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3 VL 235B A22B (Reasoning)
20.9 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Price gap
M (Reasoning) is ∞x cheaper on input tokens than Qwen3 VL 235B A22B (Reasoning).
Reasoning gap
Qwen3 VL 235B A22B (Reasoning) leads M (Reasoning) by 26.6 points on reasoning.
Coding gap
Qwen3 VL 235B A22B (Reasoning) leads M (Reasoning) by 13.4 points on coding.
Top-pick rationale
Qwen3 VL 235B A22B (Reasoning) wins 13 measurable categories, including Throughput, Reasoning, Intelligence, Coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 VL 235B A22B (Reasoning)
Alibaba
TTFT
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Time
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tok/s
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Tokens
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Cost
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M (Reasoning)
Sarvam
TTFT
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Time
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tok/s
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Tokens
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Cost
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Which answer was more useful?
Full Comparison
| Metric | Top Pick Al Qwen3 VL 235B A22B (Reasoning) | Sa M (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.84/1M | $0.00/1M |
| Output Cost | $6.17/1M | $0.00/1M |
| Blended (3:1) | $2.17/1M | — |
| Specifications | ||
| Organization | Alibaba | Sarvam |
| Release Date | Sep 23, 2025 | May 23, 2025 |
| Performance & Speed | ||
| Throughput | 48.6 tok/s | — |
| TTFT | 2336ms | — |
| Latency | 43485ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 58.3 | 31.7 |
| Intelligence | 27.6 | 8.4 |
| Coding | 20.9 | 7.5 |
| Math | 88.3 | — |
| Standard Benchmarks | ||
| GPQA | 77.2% | 41.6% |
| MMLU Pro | 83.6% | 69.6% |
| HLE | 10.1% | 3.3% |
| LiveCodeBench | 64.6% | 29.5% |
| MATH 500 | — | 84.7% |
| AIME 2025 | 88.3% | — |
| AIME (Original) | — | 20.3% |
| SciCode | 39.9% | 17.8% |
| LCR | 58.7% | 0.0% |
| IFBench | 56.5% | 31.8% |
| TAU-bench v2 | 54.1% | 0.0% |
| TerminalBench Hard | 11.4% | 2.3% |
Key Takeaways
M (Reasoning) offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Qwen3 VL 235B A22B (Reasoning) has the strongest reasoning profile with a 58.3 reasoning score, combining the available reasoning-heavy benchmarks.
Qwen3 VL 235B A22B (Reasoning) reaches a 20.9 coding index, making it the top choice for software development and code generation tasks.
All models support context windows of ∞+ tokens, suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
Qwen3 VL 235B A22B (Reasoning)
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
M (Reasoning)
- Cost-sensitive applications
- High-volume processing
