Model Comparison
Qwen3 VL 235B A22B (Reasoning)
vs. Solar Pro 3
Comparing 2 AI models · 10 benchmarks · Alibaba, Upstage
Recommended Pick
AlQwen3 VL 235B A22B (Reasoning)9 metric winsStrongest on: TTFT, Latency, Reasoning
Best Value
Solar Pro 3
100.0 value score
32.4 reasoning / $0.26/1M
Lowest Price
Solar Pro 3
$0.15/1M input price
Best Reasoning
Qwen3 VL 235B A22B (Reasoning)
57.3 reasoning score
Blends available reasoning benchmarks
Best for Coding
Solar Pro 3
16.2 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 3 has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Solar Pro 3 is 4.7x cheaper on input tokens than Qwen3 VL 235B A22B (Reasoning).
Reasoning gap
Qwen3 VL 235B A22B (Reasoning) leads Solar Pro 3 by 24.9 points on reasoning.
Top-pick rationale
Qwen3 VL 235B A22B (Reasoning) wins 9 measurable categories, including TTFT, Latency, Reasoning, Intelligence.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 VL 235B A22B (Reasoning)
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 3
Upstage
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?
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Full Comparison
| Metric | Top Pick Al Qwen3 VL 235B A22B (Reasoning) | Up Solar Pro 3 |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.70/1M | $0.15/1M |
| Output Cost | $8.40/1M | $0.60/1M |
| Blended (3:1) | $2.63/1M | $0.26/1M |
| Specifications | ||
| Organization | Alibaba | Upstage |
| Release Date | Sep 23, 2025 | Apr 6, 2026 |
| Performance & Speed | ||
| Throughput | — | 138.1 tok/s |
| TTFT | — | 1123ms |
| Latency | — | 15601ms |
| Composite Indices | ||
| Value Score | 17.7 | 100.0 |
| Reasoning Score | 57.3 | 32.4 |
| Intelligence | 20.9 | 14.5 |
| Coding | — | 16.2 |
| Math | 88.3 | — |
| Standard Benchmarks | ||
| GPQA | 77.2% | 72.4% |
| MMLU Pro | 83.6% | — |
| HLE | 11.9% | 10.3% |
| LiveCodeBench | 64.6% | — |
| AIME 2025 | 88.3% | — |
| SciCode | 39.9% | 24.7% |
| LCR | 63.0% | 31.0% |
| IFBench | 56.5% | 71.2% |
| TAU-bench v2 | 54.1% | 86.3% |
| TerminalBench Hard | 11.4% | 7.6% |
Key Takeaways
Solar Pro 3 offers the best value at $0.15/1M,making it ideal for high-volume applications and cost-conscious projects.
Qwen3 VL 235B A22B (Reasoning) has the strongest reasoning profile with a 57.3 reasoning score,combining the available reasoning-heavy benchmarks.
Solar Pro 3 reaches a 16.2 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 235B A22B (Reasoning)
- Complex reasoning tasks
- Research & analysis
Solar Pro 3
- Cost-sensitive applications
- High-volume processing
- Code generation
- Software development
