Model Comparison
Qwen3 Coder 480B A35B Instruct
vs. Solar Pro 2 (Preview) (Reasoning)
Comparing 2 AI models · 12 benchmarks · Alibaba, Upstage
Recommended Pick
Strongest on: Throughput, Intelligence, GPQA
Lowest Price
Solar Pro 2 (Preview) (Reasoning)
$0.00/1M input price
Best Reasoning
Solar Pro 2 (Preview) (Reasoning)
47.7 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3 Coder 480B A35B Instruct
24.6 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) (Reasoning) is ∞x cheaper on input tokens than Qwen3 Coder 480B A35B Instruct.
Reasoning gap
Solar Pro 2 (Preview) (Reasoning) leads Qwen3 Coder 480B A35B Instruct by 3.2 points on reasoning.
Top-pick rationale
Qwen3 Coder 480B A35B Instruct wins 7 measurable categories, including Throughput, Intelligence, GPQA, MMLU Pro.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 Coder 480B A35B Instruct
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) (Reasoning)
Upstage
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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Which answer was more useful?
Full Comparison
| Metric | Top Pick Al Qwen3 Coder 480B A35B Instruct | Up Solar Pro 2 (Preview) (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.30/1M | $0.00/1M |
| Output Cost | $1.80/1M | $0.00/1M |
| Blended (3:1) | $0.68/1M | — |
| Specifications | ||
| Organization | Alibaba | Upstage |
| Release Date | Jul 22, 2025 | May 20, 2025 |
| Performance & Speed | ||
| Throughput | 70.1 tok/s | — |
| TTFT | 1646ms | — |
| Latency | 1646ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 44.5 | 47.7 |
| Intelligence | 24.8 | 18.8 |
| Coding | 24.6 | — |
| Math | 39.3 | — |
| Standard Benchmarks | ||
| GPQA | 61.8% | 57.8% |
| MMLU Pro | 78.8% | 76.8% |
| HLE | 4.4% | 5.7% |
| LiveCodeBench | 58.5% | 46.2% |
| MATH 500 | 94.2% | 90.0% |
| AIME 2025 | 39.3% | — |
| AIME (Original) | 47.7% | 66.3% |
| SciCode | 35.9% | 16.4% |
| LCR | 42.3% | — |
| IFBench | 40.5% | — |
| TAU-bench v2 | 43.6% | — |
| TerminalBench Hard | 18.9% | — |
Key Takeaways
Solar Pro 2 (Preview) (Reasoning) offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Solar Pro 2 (Preview) (Reasoning) has the strongest reasoning profile with a 47.7 reasoning score, combining the available reasoning-heavy benchmarks.
Qwen3 Coder 480B A35B Instruct reaches a 24.6 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 Coder 480B A35B Instruct
- Code generation
- Software development
Solar Pro 2 (Preview) (Reasoning)
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis