Model Comparison
Qwen3.5 4B (Non-reasoning)
vs. Solar Pro 3
Comparing 2 AI models · 7 benchmarks · Alibaba, Upstage
Recommended Pick
UpSolar Pro 39 metric winsStrongest on: Input price, Output price, TTFT
Lowest Price
Solar Pro 3
$0.00/1M input price
Best Reasoning
Solar Pro 3
32.2 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3.5 4B (Non-reasoning)
20.3 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 3 is ∞x cheaper on input tokens than Qwen3.5 4B (Non-reasoning).
Reasoning gap
Solar Pro 3 leads Qwen3.5 4B (Non-reasoning) by 0.6 points on reasoning.
Coding gap
Qwen3.5 4B (Non-reasoning) leads Solar Pro 3 by 4.1 points on coding.
Top-pick rationale
Solar Pro 3 wins 9 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.
Qwen3.5 4B (Non-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
—
Time
—
tok/s
—
Tokens
—
Cost
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Which answer was more useful?
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Full Comparison
| Metric | Al Qwen3.5 4B (Non-reasoning) | Top Pick Up Solar Pro 3 |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.03/1M | $0.00/1M |
| Output Cost | $0.15/1M | $0.00/1M |
| Blended (3:1) | $0.06/1M | — |
| Specifications | ||
| Organization | Alibaba | Upstage |
| Release Date | Mar 2, 2026 | Apr 6, 2026 |
| Performance & Speed | ||
| Throughput | 27.1 tok/s | — |
| TTFT | 430ms | — |
| Latency | 430ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 31.6 | 32.2 |
| Intelligence | 16.0 | 14.1 |
| Coding | 20.3 | 16.2 |
| Standard Benchmarks | ||
| GPQA | 71.2% | 72.4% |
| HLE | 7.5% | 10.1% |
| SciCode | 18.3% | 24.7% |
| LCR | 28.3% | 27.0% |
| IFBench | 33.3% | 71.2% |
| TAU-bench v2 | 87.7% | 86.3% |
| TerminalBench Hard | 11.4% | 7.6% |
Key Takeaways
Solar Pro 3 offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Solar Pro 3 has the strongest reasoning profile with a 32.2 reasoning score,combining the available reasoning-heavy benchmarks.
Qwen3.5 4B (Non-reasoning) reaches a 20.3 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
Qwen3.5 4B (Non-reasoning)
- Code generation
- Software development
Solar Pro 3
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
