Model Comparison
Qwen3 Coder 30B A3B Instruct
vs. Ring-2.6-1T
Comparing 2 AI models · 0 benchmarks · Alibaba, InclusionAI
Recommended Pick
Strongest on: Value, Input price, Blended price
Best Value
Ring-2.6-1T
100.0 value score
23.7 reasoning / $0.85/1M
Lowest Price
Ring-2.6-1T
$0.30/1M input price
Best Reasoning
Ring-2.6-1T
23.7 reasoning score
Blends available reasoning benchmarks
Best for Coding
Ring-2.6-1T
42.8 coding index
Differences That Matter
Best value
Ring-2.6-1T has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Ring-2.6-1T is 1.5x cheaper on input tokens than Qwen3 Coder 30B A3B Instruct.
Speed gap
Ring-2.6-1T generates about 1.5x as many tokens per second as Qwen3 Coder 30B A3B Instruct.
Reasoning gap
Ring-2.6-1T leads Qwen3 Coder 30B A3B Instruct by 16.0 points on reasoning.
Top-pick rationale
Ring-2.6-1T wins 6 measurable categories, including Value, Input price, Blended price, Throughput.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 Coder 30B A3B 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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Ring-2.6-1T
InclusionAI
TTFT
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Time
—
tok/s
—
Tokens
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Cost
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Which answer was more useful?
Secure AI Chat made in Europe
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OpenAI-compatible inference
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Full Comparison
| Metric | Al Qwen3 Coder 30B A3B Instruct | Top Pick In Ring-2.6-1T |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.45/1M | $0.30/1M |
| Output Cost | $2.25/1M | $2.50/1M |
| Blended (3:1) | $0.90/1M | $0.85/1M |
| Specifications | ||
| Organization | Alibaba | InclusionAI |
| Release Date | Jul 31, 2025 | May 8, 2026 |
| Performance & Speed | ||
| Throughput | 86.1 tok/s | 128.3 tok/s |
| TTFT | 2590ms | 3950ms |
| Latency | 2590ms | 19530ms |
| Composite Indices | ||
| Value Score | 30.7 | 100.0 |
| Reasoning Score | 7.7 | 23.7 |
| Intelligence | 7.7 | 23.7 |
| Coding | — | 42.8 |
Key Takeaways
Ring-2.6-1T offers the best value at $0.30/1M,making it ideal for high-volume applications and cost-conscious projects.
Ring-2.6-1T has the strongest reasoning profile with a 23.7 reasoning score,combining the available reasoning-heavy benchmarks.
Ring-2.6-1T reaches a 42.8 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 30B A3B Instruct
- General-purpose AI
- Versatile applications
Ring-2.6-1T
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
