Model Comparison
Qwen3.5 122B A10B (Non-reasoning)
vs. Sonar Pro
Comparing 2 AI models · 11 benchmarks · Alibaba, Perplexity
Recommended Pick
AlQwen3.5 122B A10B (Non-reasoning)6 metric winsStrongest on: Throughput, Reasoning, Intelligence
Lowest Price
Sonar Pro
$0.00/1M input price
Best Reasoning
Qwen3.5 122B A10B (Non-reasoning)
41.7 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3.5 122B A10B (Non-reasoning)
43.3 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
Sonar Pro is ∞x cheaper on input tokens than Qwen3.5 122B A10B (Non-reasoning).
Reasoning gap
Qwen3.5 122B A10B (Non-reasoning) leads Sonar Pro by 6.0 points on reasoning.
Top-pick rationale
Qwen3.5 122B A10B (Non-reasoning) wins 6 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.
Qwen3.5 122B A10B (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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Sonar Pro
Perplexity
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 122B A10B (Non-reasoning) | Pe Sonar Pro |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.40/1M | $0.00/1M |
| Output Cost | $3.20/1M | $0.00/1M |
| Blended (3:1) | $1.10/1M | — |
| Specifications | ||
| Organization | Alibaba | Perplexity |
| Release Date | Feb 24, 2026 | Jan 21, 2025 |
| Performance & Speed | ||
| Throughput | 165.8 tok/s | — |
| TTFT | 1024ms | — |
| Latency | 1024ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 41.7 | 35.7 |
| Intelligence | 27.6 | 9.3 |
| Coding | 43.3 | — |
| Standard Benchmarks | ||
| GPQA | 82.7% | 57.8% |
| MMLU Pro | — | 75.5% |
| HLE | 14.8% | 7.9% |
| LiveCodeBench | — | 27.5% |
| MATH 500 | — | 74.5% |
| AIME (Original) | — | 29.0% |
| SciCode | 35.6% | 22.6% |
| LCR | 56.0% | — |
| IFBench | 50.8% | — |
| TAU-bench v2 | 84.5% | — |
| TerminalBench Hard | 29.5% | — |
Key Takeaways
Sonar Pro offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.
Qwen3.5 122B A10B (Non-reasoning) has the strongest reasoning profile with a 41.7 reasoning score,combining the available reasoning-heavy benchmarks.
Qwen3.5 122B A10B (Non-reasoning) reaches a 43.3 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 122B A10B (Non-reasoning)
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
Sonar Pro
- Cost-sensitive applications
- High-volume processing
