Model Comparison
Qwen3.6 35B A3B (Non-reasoning)
vs. Ring-flash-2.0
Comparing 2 AI models · 10 benchmarks · Alibaba, InclusionAI
Recommended Pick
In Ring-flash-2.0 9 metric wins Strongest on: Value, Input price, Output price
Best Value
Ring-flash-2.0
100.0 value score
52.6 reasoning / $0.25/1M
Lowest Price
Ring-flash-2.0
$0.14/1M input price
Best Reasoning
Ring-flash-2.0
52.6 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
Ring-flash-2.0 has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Ring-flash-2.0 is 2.7x cheaper on input tokens than Qwen3.6 35B A3B (Non-reasoning).
Reasoning gap
Ring-flash-2.0 leads Qwen3.6 35B A3B (Non-reasoning) by 10.7 points on reasoning.
Coding gap
Qwen3.6 35B A3B (Non-reasoning) leads Ring-flash-2.0 by 7.0 points on coding.
Top-pick rationale
Ring-flash-2.0 wins 9 measurable categories, including Value, Input price, Output price, Blended price.
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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Ring-flash-2.0
InclusionAI
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | Al Qwen3.6 35B A3B (Non-reasoning) | Top Pick In Ring-flash-2.0 |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.38/1M | $0.14/1M |
| Output Cost | $2.25/1M | $0.57/1M |
| Blended (3:1) | $0.84/1M | $0.25/1M |
| Specifications | ||
| Organization | Alibaba | InclusionAI |
| Release Date | Apr 16, 2026 | Sep 19, 2025 |
| Performance & Speed | ||
| Throughput | 176.5 tok/s | — |
| TTFT | 1452ms | — |
| Latency | 1452ms | — |
| Composite Indices | ||
| Value Score | 23.4 | 100.0 |
| Reasoning Score | 41.9 | 52.6 |
| Intelligence | 31.5 | 14.0 |
| Coding | 17.6 | 10.6 |
| Math | — | 83.7 |
| Standard Benchmarks | ||
| GPQA | 81.7% | 72.5% |
| MMLU Pro | — | 79.3% |
| HLE | 12.5% | 8.9% |
| LiveCodeBench | — | 62.8% |
| AIME 2025 | — | 83.7% |
| SciCode | 1.3% | 16.8% |
| LCR | 56.7% | 21.0% |
| IFBench | 36.2% | 43.3% |
| TAU-bench v2 | 85.1% | 0.0% |
| TerminalBench Hard | 25.8% | 7.6% |
Key Takeaways
Ring-flash-2.0 offers the best value at $0.14/1M, making it ideal for high-volume applications and cost-conscious projects.
Ring-flash-2.0 has the strongest reasoning profile with a 52.6 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)
- Code generation
- Software development
Ring-flash-2.0
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
