Model Comparison
Qwen3 VL 8B (Reasoning)
vs. M (Reasoning)
Comparing 2 AI models · 12 benchmarks · Alibaba, Sarvam
Recommended Pick
Al Qwen3 VL 8B (Reasoning) 11 metric wins Strongest on: Throughput, Intelligence, Coding
Lowest Price
M (Reasoning)
$0.00/1M input price
Best Reasoning
M (Reasoning)
31.7 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3 VL 8B (Reasoning)
9.8 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 8B (Reasoning).
Reasoning gap
M (Reasoning) leads Qwen3 VL 8B (Reasoning) by 3.8 points on reasoning.
Coding gap
Qwen3 VL 8B (Reasoning) leads M (Reasoning) by 2.3 points on coding.
Top-pick rationale
Qwen3 VL 8B (Reasoning) wins 11 measurable categories, including Throughput, Intelligence, Coding, GPQA.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 VL 8B (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 8B (Reasoning) | Sa M (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.18/1M | $0.00/1M |
| Output Cost | $2.10/1M | $0.00/1M |
| Blended (3:1) | $0.66/1M | — |
| Specifications | ||
| Organization | Alibaba | Sarvam |
| Release Date | Oct 14, 2025 | May 23, 2025 |
| Performance & Speed | ||
| Throughput | 131.0 tok/s | — |
| TTFT | 1064ms | — |
| Latency | 16328ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 27.9 | 31.7 |
| Intelligence | 16.7 | 8.4 |
| Coding | 9.8 | 7.5 |
| Math | 30.7 | — |
| Standard Benchmarks | ||
| GPQA | 57.9% | 41.6% |
| MMLU Pro | 74.9% | 69.6% |
| HLE | 3.3% | 3.3% |
| LiveCodeBench | 35.3% | 29.5% |
| MATH 500 | — | 84.7% |
| AIME 2025 | 30.7% | — |
| AIME (Original) | — | 20.3% |
| SciCode | 21.9% | 17.8% |
| LCR | 31.0% | 0.0% |
| IFBench | 39.9% | 31.8% |
| TAU-bench v2 | 22.5% | 0.0% |
| TerminalBench Hard | 3.8% | 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.
M (Reasoning) has the strongest reasoning profile with a 31.7 reasoning score, combining the available reasoning-heavy benchmarks.
Qwen3 VL 8B (Reasoning) reaches a 9.8 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 8B (Reasoning)
- Code generation
- Software development
M (Reasoning)
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
