Model Comparison
Qwen3 Coder 480B A35B Instruct
vs. Sonar Reasoning
Comparing 2 AI models · 12 benchmarks · Alibaba, Perplexity
Recommended Pick
Pe Sonar Reasoning 7 metric wins Strongest on: Input price, Output price, TTFT
Lowest Price
Sonar Reasoning
$0.00/1M input price
Best Reasoning
Sonar Reasoning
62.3 reasoning score
Blends available reasoning benchmarks
Best for Coding
Qwen3 Coder 480B A35B Instruct
24.6 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 Reasoning is ∞x cheaper on input tokens than Qwen3 Coder 480B A35B Instruct.
Reasoning gap
Sonar Reasoning leads Qwen3 Coder 480B A35B Instruct by 17.8 points on reasoning.
Top-pick rationale
Sonar Reasoning wins 7 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 Coder 480B A35B Instruct
Alibaba
TTFT
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Time
—
tok/s
—
Tokens
—
Cost
—
Sonar Reasoning
Perplexity
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | Al Qwen3 Coder 480B A35B Instruct | Top Pick Pe Sonar Reasoning |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.30/1M | $0.00/1M |
| Output Cost | $1.80/1M | $0.00/1M |
| Blended (3:1) | $0.68/1M | — |
| Specifications | ||
| Organization | Alibaba | Perplexity |
| Release Date | Jul 22, 2025 | Jan 28, 2025 |
| Performance & Speed | ||
| Throughput | 68.4 tok/s | — |
| TTFT | 1646ms | — |
| Latency | 1646ms | — |
| Composite Indices | ||
| Value Score | 100.0 | — |
| Reasoning Score | 44.5 | 62.3 |
| Intelligence | 24.8 | 17.9 |
| Coding | 24.6 | — |
| Math | 39.3 | — |
| Standard Benchmarks | ||
| GPQA | 61.8% | 62.3% |
| MMLU Pro | 78.8% | — |
| HLE | 4.4% | — |
| LiveCodeBench | 58.5% | — |
| MATH 500 | 94.2% | 92.1% |
| AIME 2025 | 39.3% | — |
| AIME (Original) | 47.7% | 77.0% |
| SciCode | 35.9% | — |
| LCR | 42.3% | — |
| IFBench | 40.5% | — |
| TAU-bench v2 | 43.6% | — |
| TerminalBench Hard | 18.9% | — |
Key Takeaways
Sonar Reasoning offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Sonar Reasoning has the strongest reasoning profile with a 62.3 reasoning score, combining the available reasoning-heavy benchmarks.
Qwen3 Coder 480B A35B Instruct reaches a 24.6 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 Coder 480B A35B Instruct
- Code generation
- Software development
Sonar Reasoning
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
