Model Comparison
Qwen3 32B (Non-reasoning)
vs. Qwen3 VL 4B (Reasoning)
Comparing 2 AI models · 12 benchmarks · Alibaba
Recommended Pick
Strongest on: Input price, Output price, TTFT
Lowest Price
Qwen3 VL 4B (Reasoning)
$0.00/1M input price
Best Reasoning
Qwen3 32B (Non-reasoning)
31.9 reasoning score
Blends available reasoning benchmarks
Composite Indices
Higher is better; speed and price are normalized
Standard Benchmarks
Only benchmarks with data are shown
Differences That Matter
Price gap
Qwen3 VL 4B (Reasoning) is ∞x cheaper on input tokens than Qwen3 32B (Non-reasoning).
Reasoning gap
Qwen3 32B (Non-reasoning) leads Qwen3 VL 4B (Reasoning) by 9.2 points on reasoning.
Top-pick rationale
Qwen3 VL 4B (Reasoning) wins 10 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 32B (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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Qwen3 VL 4B (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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Which answer was more useful?
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Full Comparison
| Metric | Al Qwen3 32B (Non-reasoning) | Top Pick Al Qwen3 VL 4B (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.70/1M | $0.00/1M |
| Output Cost | $2.80/1M | $0.00/1M |
| Blended (3:1) | $1.22/1M | — |
| Specifications | ||
| Organization | Alibaba | Alibaba |
| Release Date | Apr 28, 2025 | Oct 14, 2025 |
| Performance & Speed | ||
| Throughput | 99.1 tok/s | — |
| TTFT | 1076ms | — |
| Latency | 1076ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 31.9 | 22.6 |
| Intelligence | 8.6 | 7.9 |
| Math | 19.7 | 25.7 |
| Standard Benchmarks | ||
| GPQA | 53.5% | 49.4% |
| MMLU Pro | 72.7% | 70.0% |
| HLE | 4.3% | 4.4% |
| LiveCodeBench | 28.8% | 32.0% |
| MATH 500 | 86.9% | — |
| AIME 2025 | 19.7% | 25.7% |
| AIME (Original) | 30.3% | — |
| SciCode | 28.0% | 17.1% |
| LCR | 0.0% | 21.3% |
| IFBench | 31.5% | 36.6% |
| TAU-bench v2 | — | 15.5% |
| TerminalBench Hard | — | 1.5% |
Key Takeaways
Qwen3 VL 4B (Reasoning) offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Qwen3 32B (Non-reasoning) has the strongest reasoning profile with a 31.9 reasoning score,combining the available reasoning-heavy benchmarks.
All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.
When to Choose Each Model
Qwen3 32B (Non-reasoning)
- Complex reasoning tasks
- Research & analysis
Qwen3 VL 4B (Reasoning)
- Cost-sensitive applications
- High-volume processing