Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ring-2.6-1T
InclusionAI
- o4 Mini (batch)
OpenAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ring-2.6-1T InclusionAI | o4 Mini (batch) OpenAI | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | 16.6 | Best: 16.7 | |
| Coding | 42.8 | — | |
| Agentic | 10.7 | — | |
| Speed | 117 t/s | — | |
| TTFT | 3.72 s | — | |
| Input · $ / 1M tokens | Best: $0.30 | $0.55×1.8 relative to the lowest price among the compared models | |
| Output · $ / 1M tokens | $2.50×1.1 relative to the lowest price among the compared models | Best: $2.20 | |
| Context window | Best: 262K | 200K | |
| Reasoning | Yes | Yes | |
| Open weights | Yes | — | |
| Cost / task | $0.287 | — |
Intelligence
- Ring-2.6-1T
- 16.6
- o4 Mini (batch)
- Best: 16.7
Coding
- Ring-2.6-1T
- 42.8
- o4 Mini (batch)
- —
Agentic
- Ring-2.6-1T
- 10.7
- o4 Mini (batch)
- —
Speed
- Ring-2.6-1T
- 117 t/s
- o4 Mini (batch)
- —
TTFT
- Ring-2.6-1T
- 3.72 s
- o4 Mini (batch)
- —
Input · $ / 1M tokens
- Ring-2.6-1T
- Best: $0.30
- o4 Mini (batch)
- $0.55×1.8 relative to the lowest price among the compared models
Output · $ / 1M tokens
- Ring-2.6-1T
- $2.50×1.1 relative to the lowest price among the compared models
- o4 Mini (batch)
- Best: $2.20
Context window
- Ring-2.6-1T
- Best: 262K
- o4 Mini (batch)
- 200K
Reasoning
- Ring-2.6-1T
- Yes
- o4 Mini (batch)
- Yes
Open weights
- Ring-2.6-1T
- Yes
- o4 Mini (batch)
- —
Cost / task
- Ring-2.6-1T
- $0.287
- o4 Mini (batch)
- —
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 · $0.85
- o4 Mini (batch)16.7 · $0.963