Model Comparison
Qwen3 4B (Non-reasoning)
vs. Qwen3 VL 235B A22B (Reasoning)
Comparing 2 AI models · 12 benchmarks · Alibaba
Recommended Pick
AlQwen3 VL 235B A22B (Reasoning)8 metric winsStrongest on: Throughput, Reasoning, Intelligence
Lowest Price
Qwen3 4B (Non-reasoning)
$0.00/1M input price
Best Reasoning
Qwen3 VL 235B A22B (Reasoning)
56.9 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 4B (Non-reasoning) is ∞x cheaper on input tokens than Qwen3 VL 235B A22B (Reasoning).
Reasoning gap
Qwen3 VL 235B A22B (Reasoning) leads Qwen3 4B (Non-reasoning) by 25.7 points on reasoning.
Top-pick rationale
Qwen3 VL 235B A22B (Reasoning) wins 8 measurable categories, including Throughput, Reasoning, Intelligence, GPQA.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 4B (Non-reasoning)
Alibaba
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Cost
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Qwen3 VL 235B A22B (Reasoning)
Alibaba
TTFT
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Which answer was more useful?
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Full Comparison
| Metric | Al Qwen3 4B (Non-reasoning) | Top Pick Al Qwen3 VL 235B A22B (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.70/1M |
| Output Cost | $0.00/1M | $8.40/1M |
| Blended (3:1) | — | $2.63/1M |
| Specifications | ||
| Organization | Alibaba | Alibaba |
| Release Date | Apr 28, 2025 | Sep 23, 2025 |
| Performance & Speed | ||
| Throughput | — | 57.8 tok/s |
| TTFT | — | 1812ms |
| Latency | — | 36401ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 31.2 | 56.9 |
| Intelligence | 6.8 | 20.6 |
| Math | — | 88.3 |
| Standard Benchmarks | ||
| GPQA | 39.8% | 77.2% |
| MMLU Pro | 58.6% | 83.6% |
| HLE | 3.7% | 10.1% |
| LiveCodeBench | 23.3% | 64.6% |
| MATH 500 | 84.3% | — |
| AIME 2025 | — | 88.3% |
| AIME (Original) | 21.3% | — |
| SciCode | 16.7% | 39.9% |
| LCR | — | 58.7% |
| IFBench | — | 56.5% |
| TAU-bench v2 | — | 54.1% |
| TerminalBench Hard | — | 11.4% |
Key Takeaways
Qwen3 4B (Non-reasoning) offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Qwen3 VL 235B A22B (Reasoning) has the strongest reasoning profile with a 56.9 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 4B (Non-reasoning)
- Cost-sensitive applications
- High-volume processing
Qwen3 VL 235B A22B (Reasoning)
- Complex reasoning tasks
- Research & analysis
