Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Qwen3.5 4B (Non-reasoning)
Alibaba
- Ring-1T
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Qwen3.5 4B (Non-reasoning) Alibaba | Ring-1T InclusionAI | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | 10.8 | Best: 10.9 | |
| Coding | 20.3 | — | |
| Math | — | 89.3 | |
| Speed | 13.1 t/s | — | |
| TTFT | 1 s | — | |
| Input · $ / 1M tokens | $0.030 | — | |
| Output · $ / 1M tokens | $0.15 | — | |
| Context window | Best: 262K | 128K | |
| Reasoning | No | Yes | |
| Open weights | Yes | Yes |
Intelligence
- Qwen3.5 4B (Non-reasoning)
- 10.8
- Ring-1T
- Best: 10.9
Coding
- Qwen3.5 4B (Non-reasoning)
- 20.3
- Ring-1T
- —
Math
- Qwen3.5 4B (Non-reasoning)
- —
- Ring-1T
- 89.3
Speed
- Qwen3.5 4B (Non-reasoning)
- 13.1 t/s
- Ring-1T
- —
TTFT
- Qwen3.5 4B (Non-reasoning)
- 1 s
- Ring-1T
- —
Input · $ / 1M tokens
- Qwen3.5 4B (Non-reasoning)
- $0.030
- Ring-1T
- —
Output · $ / 1M tokens
- Qwen3.5 4B (Non-reasoning)
- $0.15
- Ring-1T
- —
Context window
- Qwen3.5 4B (Non-reasoning)
- Best: 262K
- Ring-1T
- 128K
Reasoning
- Qwen3.5 4B (Non-reasoning)
- No
- Ring-1T
- Yes
Open weights
- Qwen3.5 4B (Non-reasoning)
- Yes
- Ring-1T
- Yes
Each reasoning level remains a separate configuration.
Score and cost
Each line joins the reasoning levels of a compared model; the large point marks the configuration in the table. The top-right corner holds the best score for the lowest cost. Select another point to compare that level.
- Qwen3.5 4B (Non-reasoning)10.8 · $0.060
Not plotted for lack of data on these axes: Ring-1T.