Model Comparison
Qwen3 VL 30B A3B (Reasoning)
vs. Ring-2.6-1T
Comparing 2 AI models · 10 benchmarks · Alibaba, InclusionAI
Recommended Pick
In Ring-2.6-1T 10 metric wins Strongest on: Throughput, Latency, Intelligence
Best Value
Qwen3 VL 30B A3B (Reasoning)
100.0 value score
53.0 reasoning / $0.34/1M
Lowest Price
Qwen3 VL 30B A3B (Reasoning)
$0.20/1M input price
Best Reasoning
Qwen3 VL 30B A3B (Reasoning)
53.0 reasoning score
Blends available reasoning benchmarks
Best for Coding
Ring-2.6-1T
33.3 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 30B A3B (Reasoning) has the strongest quality-to-price mix at 100.0 out of 100 value points.
Price gap
Qwen3 VL 30B A3B (Reasoning) is 1.5x cheaper on input tokens than Ring-2.6-1T.
Speed gap
Ring-2.6-1T generates about 1.1x as many tokens per second as Qwen3 VL 30B A3B (Reasoning).
Reasoning gap
Qwen3 VL 30B A3B (Reasoning) leads Ring-2.6-1T by 5.5 points on reasoning.
Coding gap
Ring-2.6-1T leads Qwen3 VL 30B A3B (Reasoning) by 20.2 points on coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 VL 30B A3B (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-2.6-1T
InclusionAI
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 | Al Qwen3 VL 30B A3B (Reasoning) | Top Pick In Ring-2.6-1T |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.20/1M | $0.30/1M |
| Output Cost | $0.75/1M | $2.50/1M |
| Blended (3:1) | $0.34/1M | $0.85/1M |
| Specifications | ||
| Organization | Alibaba | InclusionAI |
| Release Date | Oct 3, 2025 | May 8, 2026 |
| Performance & Speed | ||
| Throughput | 125.5 tok/s | 131.9 tok/s |
| TTFT | 1138ms | 1818ms |
| Latency | 17071ms | 16984ms |
| Composite Indices | ||
| Value Score | 100.0 | 35.6 |
| Reasoning Score | 53.0 | 47.5 |
| Intelligence | 19.7 | 38.5 |
| Coding | 13.1 | 33.3 |
| Math | 82.3 | — |
| Standard Benchmarks | ||
| GPQA | 72.0% | 85.7% |
| MMLU Pro | 80.7% | — |
| HLE | 8.7% | 18.3% |
| LiveCodeBench | 69.7% | — |
| AIME 2025 | 82.3% | — |
| SciCode | 28.8% | 42.4% |
| LCR | 40.7% | 64.3% |
| IFBench | 45.1% | 44.6% |
| TAU-bench v2 | 19.9% | 92.4% |
| TerminalBench Hard | 5.3% | 28.8% |
Key Takeaways
Qwen3 VL 30B A3B (Reasoning) offers the best value at $0.20/1M, making it ideal for high-volume applications and cost-conscious projects.
Qwen3 VL 30B A3B (Reasoning) has the strongest reasoning profile with a 53.0 reasoning score, combining the available reasoning-heavy benchmarks.
Ring-2.6-1T reaches a 33.3 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 VL 30B A3B (Reasoning)
- Cost-sensitive applications
- High-volume processing
- Complex reasoning tasks
- Research & analysis
Ring-2.6-1T
- Code generation
- Software development
