Model Comparison
Qwen3.5 4B (Non-reasoning)
vs. Qwen3 Next 80B A3B (Reasoning)
Comparing 2 AI models · 10 benchmarks · Alibaba
Recommended Pick
Strongest on: Value, Input price, Output price
Best Value
Qwen3.5 4B (Non-reasoning)
100.0 value score
31.6 reasoning / $0.06/1M
Lowest Price
Qwen3.5 4B (Non-reasoning)
$0.03/1M input price
Best Reasoning
Qwen3 Next 80B A3B (Reasoning)
54.6 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
Best value
Qwen3.5 4B (Non-reasoning) has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Qwen3.5 4B (Non-reasoning) is 16.7x cheaper on input tokens than Qwen3 Next 80B A3B (Reasoning).
Speed gap
Qwen3 Next 80B A3B (Reasoning) generates about 6.4x as many tokens per second as Qwen3.5 4B (Non-reasoning).
Reasoning gap
Qwen3 Next 80B A3B (Reasoning) leads Qwen3.5 4B (Non-reasoning) by 23.0 points on reasoning.
Coding gap
Qwen3.5 4B (Non-reasoning) leads Qwen3 Next 80B A3B (Reasoning) by 2.9 points on coding.
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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Qwen3 Next 80B A3B (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 | Top Pick Al Qwen3.5 4B (Non-reasoning) | Al Qwen3 Next 80B A3B (Reasoning) |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.03/1M | $0.50/1M |
| Output Cost | $0.15/1M | $6.00/1M |
| Blended (3:1) | $0.06/1M | $1.88/1M |
| Specifications | ||
| Organization | Alibaba | Alibaba |
| Release Date | Mar 2, 2026 | Sep 11, 2025 |
| Performance & Speed | ||
| Throughput | 28.8 tok/s | 184.1 tok/s |
| TTFT | 413ms | 1210ms |
| Latency | 413ms | 12075ms |
| Composite Indices | ||
| Value Score | 100.0 | 5.5 |
| Reasoning Score | 31.6 | 54.6 |
| Intelligence | 16.0 | 16.7 |
| Coding | 20.3 | 17.4 |
| Math | — | 84.3 |
| Standard Benchmarks | ||
| GPQA | 71.2% | 75.9% |
| MMLU Pro | — | 82.4% |
| HLE | 7.5% | 11.7% |
| LiveCodeBench | — | 78.4% |
| AIME 2025 | — | 84.3% |
| SciCode | 18.3% | 38.8% |
| LCR | 28.3% | 60.3% |
| IFBench | 33.3% | 60.7% |
| TAU-bench v2 | 87.7% | 41.5% |
| TerminalBench Hard | 11.4% | 9.8% |
Key Takeaways
Qwen3.5 4B (Non-reasoning) offers the best value at $0.03/1M,making it ideal for high-volume applications and cost-conscious projects.
Qwen3 Next 80B A3B (Reasoning) has the strongest reasoning profile with a 54.6 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)
- Cost-sensitive applications
- High-volume processing
- Code generation
- Software development
Qwen3 Next 80B A3B (Reasoning)
- Complex reasoning tasks
- Research & analysis