Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Claude Opus 4.8 (Max)
Anthropic
- Ling 3.1 Flash
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Claude Opus 4.8 (Max) Anthropic | Ling 3.1 Flash InclusionAI | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | Best: 41.8 | 41.1 | |
| Coding | 74.3 | — | |
| Agentic | 41.9 | — | |
| Speed | 58.3 t/s | Best: 211 t/s | |
| TTFT | 36.4 s | Best: 1.87 s | |
| Input · $ / 1M tokens | $5×16.7 relative to the lowest price among the compared models | Best: $0.30 | |
| Output · $ / 1M tokens | $25×27.8 relative to the lowest price among the compared models | Best: $0.90 | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | No | No | |
| Cost / task | $4.08×4.1 relative to the lowest price among the compared models | Best: $1.0 |
Intelligence
- Claude Opus 4.8 (Max)
- Best: 41.8
- Ling 3.1 Flash
- 41.1
Coding
- Claude Opus 4.8 (Max)
- 74.3
- Ling 3.1 Flash
- —
Agentic
- Claude Opus 4.8 (Max)
- 41.9
- Ling 3.1 Flash
- —
Speed
- Claude Opus 4.8 (Max)
- 58.3 t/s
- Ling 3.1 Flash
- Best: 211 t/s
TTFT
- Claude Opus 4.8 (Max)
- 36.4 s
- Ling 3.1 Flash
- Best: 1.87 s
Input · $ / 1M tokens
- Claude Opus 4.8 (Max)
- $5×16.7 relative to the lowest price among the compared models
- Ling 3.1 Flash
- Best: $0.30
Output · $ / 1M tokens
- Claude Opus 4.8 (Max)
- $25×27.8 relative to the lowest price among the compared models
- Ling 3.1 Flash
- Best: $0.90
Context window
- Claude Opus 4.8 (Max)
- 1M
- Ling 3.1 Flash
- 1M
Reasoning
- Claude Opus 4.8 (Max)
- Yes
- Ling 3.1 Flash
- Yes
Open weights
- Claude Opus 4.8 (Max)
- No
- Ling 3.1 Flash
- No
Cost / task
- Claude Opus 4.8 (Max)
- $4.08×4.1 relative to the lowest price among the compared models
- Ling 3.1 Flash
- Best: $1.0
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.
- Claude Opus 4.8 (Max)41.8 · $4.08
- Ling 3.1 Flash41.1 · $1.0