Model Comparison
Qwen3.6 35B A3B (Non-reasoning)
vs. Qwen3 VL 8B Instruct
Comparing 2 AI models · 10 benchmarks · Alibaba
Recommended Pick
Al Qwen3.6 35B A3B (Non-reasoning) 10 metric wins Strongest on: Throughput, Reasoning, Intelligence
Best Value
Qwen3 VL 8B Instruct
100.0 value score
22.9 reasoning / $0.31/1M
Lowest Price
Qwen3 VL 8B Instruct
$0.18/1M input price
Best Reasoning
Qwen3.6 35B A3B (Non-reasoning)
41.9 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3.6 35B A3B (Non-reasoning)
17.6 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 VL 8B Instruct has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Qwen3 VL 8B Instruct is 2.1x cheaper on input tokens than Qwen3.6 35B A3B (Non-reasoning).
Speed gap
Qwen3.6 35B A3B (Non-reasoning) generates about 1.2x as many tokens per second as Qwen3 VL 8B Instruct.
Reasoning gap
Qwen3.6 35B A3B (Non-reasoning) leads Qwen3 VL 8B Instruct by 19.0 points on reasoning.
Coding gap
Qwen3.6 35B A3B (Non-reasoning) leads Qwen3 VL 8B Instruct by 10.3 points on coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3.6 35B A3B (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 8B 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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Which answer was more useful?
Full Comparison
| Metric | Top Pick Al Qwen3.6 35B A3B (Non-reasoning) | Al Qwen3 VL 8B Instruct |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.38/1M | $0.18/1M |
| Output Cost | $2.25/1M | $0.70/1M |
| Blended (3:1) | $0.84/1M | $0.31/1M |
| Specifications | ||
| Organization | Alibaba | Alibaba |
| Release Date | Apr 16, 2026 | Oct 14, 2025 |
| Performance & Speed | ||
| Throughput | 170.1 tok/s | 145.7 tok/s |
| TTFT | 1410ms | 933ms |
| Latency | 1410ms | 933ms |
| Composite Indices | ||
| Value Score | 67.2 | 100.0 |
| Reasoning Score | 41.9 | 22.9 |
| Intelligence | 31.5 | 14.3 |
| Coding | 17.6 | 7.3 |
| Math | — | 27.3 |
| Standard Benchmarks | ||
| GPQA | 81.7% | 42.7% |
| MMLU Pro | — | 68.6% |
| HLE | 12.5% | 2.9% |
| LiveCodeBench | — | 33.2% |
| AIME 2025 | — | 27.3% |
| SciCode | 1.3% | 17.4% |
| LCR | 56.7% | 15.3% |
| IFBench | 36.2% | 32.3% |
| TAU-bench v2 | 85.1% | 29.2% |
| TerminalBench Hard | 25.8% | 2.3% |
Key Takeaways
Qwen3 VL 8B Instruct offers the best value at $0.18/1M, making it ideal for high-volume applications and cost-conscious projects.
Qwen3.6 35B A3B (Non-reasoning) has the strongest reasoning profile with a 41.9 reasoning score, combining the available reasoning-heavy benchmarks.
Qwen3.6 35B A3B (Non-reasoning) reaches a 17.6 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
Qwen3.6 35B A3B (Non-reasoning)
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
Qwen3 VL 8B Instruct
- Cost-sensitive applications
- High-volume processing
