Model Comparison
QwQ 32B
vs. Solar Pro 4
Comparing 2 AI models · 10 benchmarks · Alibaba, Upstage
Recommended Pick
UpSolar Pro 410 metric winsStrongest on: Value, Input price, Blended price
Best Value
Solar Pro 4
100.0 value score
53.3 reasoning / $0.52/1M
Lowest Price
Solar Pro 4
$0.30/1M input price
Best Reasoning
Solar Pro 4
53.3 reasoning score
Blends available reasoning benchmarks
Best for Coding
Solar Pro 4
52.7 coding index
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Best value
Solar Pro 4 has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Solar Pro 4 is 2.2x cheaper on input tokens than QwQ 32B.
Reasoning gap
Solar Pro 4 leads QwQ 32B by 8.8 points on reasoning.
Top-pick rationale
Solar Pro 4 wins 10 measurable categories, including Value, Input price, Blended price, Throughput.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
QwQ 32B
Alibaba
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Solar Pro 4
Upstage
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
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Full Comparison
| Metric | Al QwQ 32B | Top Pick Up Solar Pro 4 |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.66/1M | $0.30/1M |
| Output Cost | $1.00/1M | $1.20/1M |
| Blended (3:1) | $0.74/1M | $0.52/1M |
| Specifications | ||
| Organization | Alibaba | Upstage |
| Release Date | Mar 5, 2025 | Aug 6, 2026 |
| Performance & Speed | ||
| Throughput | — | 66.3 tok/s |
| TTFT | — | 1239ms |
| Latency | — | 31422ms |
| Composite Indices | ||
| Value Score | 58.9 | 100.0 |
| Reasoning Score | 44.5 | 53.3 |
| Intelligence | 13.4 | 41.6 |
| Coding | — | 52.7 |
| Math | 29.0 | — |
| Standard Benchmarks | ||
| GPQA | 59.3% | 89.1% |
| MMLU Pro | 76.4% | — |
| HLE | 7.3% | 29.2% |
| LiveCodeBench | 63.1% | — |
| MATH 500 | 95.7% | — |
| AIME 2025 | 29.0% | — |
| AIME (Original) | 78.0% | — |
| SciCode | 35.8% | 43.6% |
| LCR | 26.3% | 70.7% |
| IFBench | 38.8% | — |
Key Takeaways
Solar Pro 4 offers the best value at $0.30/1M,making it ideal for high-volume applications and cost-conscious projects.
Solar Pro 4 has the strongest reasoning profile with a 53.3 reasoning score,combining the available reasoning-heavy benchmarks.
Solar Pro 4 reaches a 52.7 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
- General-purpose AI
- Versatile applications
Solar Pro 4
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
