Model Comparison
QwQ 32B-Preview
vs. Solar Pro 3
Comparing 2 AI models · 11 benchmarks · Alibaba, Upstage
Recommended Pick
Up Solar Pro 3 4 metric wins Strongest on: Intelligence, 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
Best for Coding
Solar Pro 3
13.3 coding index
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 3 by 6.3 points on reasoning.
Top-pick rationale
Solar Pro 3 wins 4 measurable categories, including Intelligence, GPQA, HLE, SciCode.
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
—
Time
—
tok/s
—
Tokens
—
Cost
—
Solar Pro 3
Upstage
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | Al QwQ 32B-Preview | Top Pick Up Solar Pro 3 |
|---|---|---|
| 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 | Apr 6, 2026 |
| Performance & Speed | ||
| Throughput | — | — |
| TTFT | — | — |
| Latency | — | — |
| Composite Indices | ||
| Reasoning Score | 42.4 | 36.1 |
| Intelligence | 15.2 | 25.9 |
| Coding | — | 13.3 |
| Standard Benchmarks | ||
| GPQA | 55.7% | 72.4% |
| MMLU Pro | 64.8% | — |
| HLE | 4.8% | 10.1% |
| LiveCodeBench | 33.7% | — |
| MATH 500 | 91.0% | — |
| AIME (Original) | 45.3% | — |
| SciCode | 3.8% | 24.7% |
| LCR | — | 27.0% |
| IFBench | — | 71.2% |
| TAU-bench v2 | — | 86.3% |
| TerminalBench Hard | — | 7.6% |
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.
Solar Pro 3 reaches a 13.3 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
Solar Pro 3
- Code generation
- Software development
