Model Comparison
Qwen3 Max
vs. Ring-2.6-1T
Comparing 2 AI models · 10 benchmarks · Alibaba, InclusionAI
Recommended Pick
In Ring-2.6-1T 15 metric wins Strongest on: Value, Input price, Output price
Best Value
Ring-2.6-1T
100.0 value score
47.5 reasoning / $0.85/1M
Lowest Price
Ring-2.6-1T
$0.30/1M input price
Best Reasoning
Qwen3 Max
56.1 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
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 5.5x cheaper on input tokens than Qwen3 Max.
Speed gap
Ring-2.6-1T generates about 2.3x as many tokens per second as Qwen3 Max.
Reasoning gap
Qwen3 Max leads Ring-2.6-1T by 8.6 points on reasoning.
Coding gap
Ring-2.6-1T leads Qwen3 Max by 6.9 points on coding.
Response Face-Off
Run one prompt through the selected models and compare response quality with live speed and cost context.
Qwen3 Max
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 Max | Top Pick In Ring-2.6-1T |
|---|---|---|
| Pricing per 1M tokens | ||
| Input Cost | $1.66/1M | $0.30/1M |
| Output Cost | $7.22/1M | $2.50/1M |
| Blended (3:1) | $3.05/1M | $0.85/1M |
| Specifications | ||
| Organization | Alibaba | InclusionAI |
| Release Date | Sep 23, 2025 | May 8, 2026 |
| Performance & Speed | ||
| Throughput | 58.2 tok/s | 132.8 tok/s |
| TTFT | 1911ms | 1811ms |
| Latency | 1911ms | 16866ms |
| Composite Indices | ||
| Value Score | 32.9 | 100.0 |
| Reasoning Score | 56.1 | 47.5 |
| Intelligence | 31.4 | 38.5 |
| Coding | 26.4 | 33.3 |
| Math | 80.7 | — |
| Standard Benchmarks | ||
| GPQA | 76.4% | 85.7% |
| MMLU Pro | 84.1% | — |
| HLE | 11.1% | 18.3% |
| LiveCodeBench | 76.7% | — |
| AIME 2025 | 80.7% | — |
| SciCode | 38.3% | 42.4% |
| LCR | 46.7% | 64.3% |
| IFBench | 44.1% | 44.6% |
| TAU-bench v2 | 74.3% | 92.4% |
| TerminalBench Hard | 20.5% | 28.8% |
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.
Qwen3 Max has the strongest reasoning profile with a 56.1 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 Max
- Complex reasoning tasks
- Research & analysis
Ring-2.6-1T
- Cost-sensitive applications
- High-volume processing
- Code generation
- Software development
