Model Comparison
QwQ 32B-Preview
vs. 105B (high)
Comparing 2 AI models · 11 benchmarks · Alibaba, Sarvam
Recommended Pick
Sa 105B (high) 5 metric wins Strongest on: Throughput, Intelligence, GPQA
Lowest Price
QwQ 32B-Preview
$0.00/1M input price
Best Reasoning
QwQ 32B-Preview
42.4 reasoning score
Blends available reasoning benchmarks
Best for Coding
105B (high)
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
QwQ 32B-Preview is ∞x cheaper on input tokens than 105B (high).
Reasoning gap
QwQ 32B-Preview leads 105B (high) by 8.4 points on reasoning.
Top-pick rationale
105B (high) wins 5 measurable categories, including Throughput, Intelligence, GPQA, HLE.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
QwQ 32B-Preview
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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105B (high)
Sarvam
TTFT
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Time
—
tok/s
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Tokens
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Cost
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Which answer was more useful?
Full Comparison
| Metric | Al QwQ 32B-Preview | Top Pick Sa 105B (high) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.04/1M |
| Output Cost | $0.00/1M | $0.17/1M |
| Blended (3:1) | — | $0.07/1M |
| Specifications | ||
| Organization | Alibaba | Sarvam |
| Release Date | Nov 27, 2024 | Mar 6, 2026 |
| Performance & Speed | ||
| Throughput | — | 94.5 tok/s |
| TTFT | — | 1260ms |
| Latency | — | 22431ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 42.4 | 34.0 |
| Intelligence | 15.2 | 18.2 |
| Coding | — | 9.8 |
| Standard Benchmarks | ||
| GPQA | 55.7% | 73.8% |
| MMLU Pro | 64.8% | — |
| HLE | 4.8% | 10.1% |
| LiveCodeBench | 33.7% | — |
| MATH 500 | 91.0% | — |
| AIME (Original) | 45.3% | — |
| SciCode | 3.8% | 26.4% |
| LCR | — | 0.0% |
| IFBench | — | 34.4% |
| TAU-bench v2 | — | 46.8% |
| TerminalBench Hard | — | 1.5% |
Key Takeaways
QwQ 32B-Preview offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
QwQ 32B-Preview has the strongest reasoning profile with a 42.4 reasoning score, combining the available reasoning-heavy benchmarks.
105B (high) 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
QwQ 32B-Preview
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
105B (high)
- Code generation
- Software development
