Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Claude 4 Sonnet (Non-reasoning)
Anthropic
- Ring-2.6-1T
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Claude 4 Sonnet (Non-reasoning) Anthropic | Ring-2.6-1T InclusionAI | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | 16.6 | 16.6 | |
| Coding | 37.6 | Best: 42.8 | |
| Math | 38 | — | |
| Agentic | — | 10.7 | |
| Speed | — | 114 t/s | |
| TTFT | — | 3.87 s | |
| Input · $ / 1M tokens | — | $0.30 | |
| Output · $ / 1M tokens | — | $2.50 | |
| Context window | Best: 1M | 262K | |
| Reasoning | No | Yes | |
| Open weights | No | Yes | |
| Cost / task | — | $0.287 |
Intelligence
- Claude 4 Sonnet (Non-reasoning)
- 16.6
- Ring-2.6-1T
- 16.6
Coding
- Claude 4 Sonnet (Non-reasoning)
- 37.6
- Ring-2.6-1T
- Best: 42.8
Math
- Claude 4 Sonnet (Non-reasoning)
- 38
- Ring-2.6-1T
- —
Agentic
- Claude 4 Sonnet (Non-reasoning)
- —
- Ring-2.6-1T
- 10.7
Speed
- Claude 4 Sonnet (Non-reasoning)
- —
- Ring-2.6-1T
- 114 t/s
TTFT
- Claude 4 Sonnet (Non-reasoning)
- —
- Ring-2.6-1T
- 3.87 s
Input · $ / 1M tokens
- Claude 4 Sonnet (Non-reasoning)
- —
- Ring-2.6-1T
- $0.30
Output · $ / 1M tokens
- Claude 4 Sonnet (Non-reasoning)
- —
- Ring-2.6-1T
- $2.50
Context window
- Claude 4 Sonnet (Non-reasoning)
- Best: 1M
- Ring-2.6-1T
- 262K
Reasoning
- Claude 4 Sonnet (Non-reasoning)
- No
- Ring-2.6-1T
- Yes
Open weights
- Claude 4 Sonnet (Non-reasoning)
- No
- Ring-2.6-1T
- Yes
Cost / task
- Claude 4 Sonnet (Non-reasoning)
- —
- Ring-2.6-1T
- $0.287
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.
- Ring-2.6-1T16.6 · $0.287
Not plotted for lack of data on these axes: Claude 4 Sonnet (Non-reasoning).