Model Comparison
Qwen3 VL 8B (Reasoning)
vs. Solar Pro 2 (Preview) (Non-reasoning)
Comparing 2 AI models · 12 benchmarks · Alibaba, Upstage
Recommended Pick
Strongest on: Input price, Output price, TTFT
Lowest Price
Solar Pro 2 (Preview) (Non-reasoning)
$0.00/1M input price
Best Reasoning
Solar Pro 2 (Preview) (Non-reasoning)
38.2 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
Solar Pro 2 (Preview) (Non-reasoning) is ∞x cheaper on input tokens than Qwen3 VL 8B (Reasoning).
Reasoning gap
Solar Pro 2 (Preview) (Non-reasoning) leads Qwen3 VL 8B (Reasoning) by 10.3 points on reasoning.
Top-pick rationale
Solar Pro 2 (Preview) (Non-reasoning) wins 8 measurable categories, including Input price, Output price, TTFT, Latency.
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
—
Time
—
tok/s
—
Tokens
—
Cost
—
Solar Pro 2 (Preview) (Non-reasoning)
Upstage
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | Al Qwen3 VL 8B (Reasoning) | Top Pick Up Solar Pro 2 (Preview) (Non-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 | Upstage |
| Release Date | Oct 14, 2025 | May 20, 2025 |
| Performance & Speed | ||
| Throughput | 131.1 tok/s | — |
| TTFT | 1110ms | — |
| Latency | 16361ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 27.9 | 38.2 |
| Intelligence | 16.7 | 16.0 |
| Coding | 9.8 | — |
| Math | 30.7 | — |
| Standard Benchmarks | ||
| GPQA | 57.9% | 54.4% |
| MMLU Pro | 74.9% | 72.5% |
| HLE | 3.3% | 3.8% |
| LiveCodeBench | 35.3% | 38.5% |
| MATH 500 | — | 87.1% |
| AIME 2025 | 30.7% | — |
| AIME (Original) | — | 29.7% |
| SciCode | 21.9% | 27.2% |
| LCR | 31.0% | — |
| IFBench | 39.9% | — |
| TAU-bench v2 | 22.5% | — |
| TerminalBench Hard | 3.8% | — |
Key Takeaways
Solar Pro 2 (Preview) (Non-reasoning) offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Solar Pro 2 (Preview) (Non-reasoning) has the strongest reasoning profile with a 38.2 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
Solar Pro 2 (Preview) (Non-reasoning)
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis