Model Comparison
Qwen3 VL 4B Instruct
vs. Ring-2.6-1T
Comparing 2 AI models · 10 benchmarks · Alibaba, InclusionAI
Recommended Pick
In Ring-2.6-1T 11 metric wins Strongest on: Throughput, Reasoning, Intelligence
Lowest Price
Qwen3 VL 4B Instruct
$0.00/1M input price
Best Reasoning
Ring-2.6-1T
47.5 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
Price gap
Qwen3 VL 4B Instruct is ∞x cheaper on input tokens than Ring-2.6-1T.
Reasoning gap
Ring-2.6-1T leads Qwen3 VL 4B Instruct by 22.6 points on reasoning.
Coding gap
Ring-2.6-1T leads Qwen3 VL 4B Instruct by 28.7 points on coding.
Top-pick rationale
Ring-2.6-1T wins 11 measurable categories, including Throughput, Reasoning, Intelligence, Coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 VL 4B Instruct
Alibaba
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Ring-2.6-1T
InclusionAI
TTFT
—
Time
—
tok/s
—
Tokens
—
Cost
—
Which answer was more useful?
Full Comparison
| Metric | Al Qwen3 VL 4B Instruct | Top Pick In Ring-2.6-1T |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $0.00/1M | $0.30/1M |
| Output Cost | $0.00/1M | $2.50/1M |
| Blended (3:1) | — | $0.85/1M |
| Specifications | ||
| Organization | Alibaba | InclusionAI |
| Release Date | Oct 14, 2025 | May 8, 2026 |
| Performance & Speed | ||
| Throughput | — | 120.3 tok/s |
| TTFT | — | 1846ms |
| Latency | — | 18471ms |
| Composite Indices | ||
| Value Score | — | 100.0 |
| Reasoning Score | 24.9 | 47.5 |
| Intelligence | 9.6 | 38.5 |
| Coding | 4.6 | 33.3 |
| Math | 37.0 | — |
| Standard Benchmarks | ||
| GPQA | 37.1% | 85.7% |
| MMLU Pro | 63.4% | — |
| HLE | 3.7% | 18.3% |
| LiveCodeBench | 29.0% | — |
| AIME 2025 | 37.0% | — |
| SciCode | 13.7% | 42.4% |
| LCR | 13.0% | 64.3% |
| IFBench | 31.8% | 44.6% |
| TAU-bench v2 | 23.4% | 92.4% |
| TerminalBench Hard | 0.0% | 28.8% |
Key Takeaways
Qwen3 VL 4B Instruct offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.
Ring-2.6-1T has the strongest reasoning profile with a 47.5 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 4B Instruct
- Cost-sensitive applications
- High-volume processing
Ring-2.6-1T
- Complex reasoning tasks
- Research & analysis
- Code generation
- Software development
