Model Comparison
QwQ 32B-Preview
vs. Solar Pro 2 (Preview) (Non-reasoning)
Comparing 2 AI models · 7 benchmarks · Alibaba, Upstage
Recommended Pick
Strongest on: Reasoning, GPQA, HLE
Lowest Price
QwQ 32B-Preview
$0.00/1M input price
Best Reasoning
QwQ 32B-Preview
42.4 reasoning score
Blends available reasoning benchmarks
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Reasoning gap
QwQ 32B-Preview leads Solar Pro 2 (Preview) (Non-reasoning) by 4.2 points on reasoning.
Top-pick rationale
QwQ 32B-Preview wins 5 measurable categories, including Reasoning, GPQA, HLE, MATH 500.
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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Solar Pro 2 (Preview) (Non-reasoning)
Upstage
TTFT
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Time
—
tok/s
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Tokens
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Cost
—
Which answer was more useful?
Full Comparison
| Metric | Top Pick Al QwQ 32B-Preview | Up Solar Pro 2 (Preview) (Non-reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.00/1M |
| Output Cost | $0.00/1M | $0.00/1M |
| Specifications | ||
| Organization | Alibaba | Upstage |
| Release Date | Nov 27, 2024 | May 20, 2025 |
| Performance & Speed | ||
| Throughput | — | — |
| TTFT | — | — |
| Latency | — | — |
| Composite Indices | ||
| Reasoning Score | 42.4 | 38.2 |
| Intelligence | 15.2 | 16.0 |
| Standard Benchmarks | ||
| GPQA | 55.7% | 54.4% |
| MMLU Pro | 64.8% | 72.5% |
| HLE | 4.8% | 3.8% |
| LiveCodeBench | 33.7% | 38.5% |
| MATH 500 | 91.0% | 87.1% |
| AIME (Original) | 45.3% | 29.7% |
| SciCode | 3.8% | 27.2% |
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.
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
Solar Pro 2 (Preview) (Non-reasoning)
- General-purpose AI
- Versatile applications