Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ling 3.1 Flash 1019
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ling 3.1 Flash 1019 InclusionAI | Add a model · 2/4 | |
|---|---|---|---|
| Intelligence | 29.6 | Best: 30.1 | |
| Coding | — | 63 | |
| Agentic | — | 31.8 | |
| Speed | — | 43.1 t/s | |
| TTFT | — | 1 s | |
| Input · $ / 1M tokens | Best: $0.30 | $3×10 relative to the lowest price among the compared models | |
| Output · $ / 1M tokens | Best: $0.90 | $15×16.7 relative to the lowest price among the compared models | |
| Context window | 1M | 1M | |
| Reasoning | Yes | No | |
| Open weights | Yes | No | |
| Cost / task | $3.19 | — |
Intelligence
- Ling 3.1 Flash 1019
- 29.6
- Claude Sonnet 4.6 (Non-reasoning, High)
- Best: 30.1
Coding
- Ling 3.1 Flash 1019
- —
- Claude Sonnet 4.6 (Non-reasoning, High)
- 63
Agentic
- Ling 3.1 Flash 1019
- —
- Claude Sonnet 4.6 (Non-reasoning, High)
- 31.8
Speed
- Ling 3.1 Flash 1019
- —
- Claude Sonnet 4.6 (Non-reasoning, High)
- 43.1 t/s
TTFT
- Ling 3.1 Flash 1019
- —
- Claude Sonnet 4.6 (Non-reasoning, High)
- 1 s
Input · $ / 1M tokens
- Ling 3.1 Flash 1019
- Best: $0.30
- Claude Sonnet 4.6 (Non-reasoning, High)
- $3×10 relative to the lowest price among the compared models
Output · $ / 1M tokens
- Ling 3.1 Flash 1019
- Best: $0.90
- Claude Sonnet 4.6 (Non-reasoning, High)
- $15×16.7 relative to the lowest price among the compared models
Context window
- Ling 3.1 Flash 1019
- 1M
- Claude Sonnet 4.6 (Non-reasoning, High)
- 1M
Reasoning
- Ling 3.1 Flash 1019
- Yes
- Claude Sonnet 4.6 (Non-reasoning, High)
- No
Open weights
- Ling 3.1 Flash 1019
- Yes
- Claude Sonnet 4.6 (Non-reasoning, High)
- No
Cost / task
- Ling 3.1 Flash 1019
- $3.19
- Claude Sonnet 4.6 (Non-reasoning, High)
- —
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.
- Ling 3.1 Flash 101929.6 · $0.45
- Claude Sonnet 4.6 (Non-reasoning, High)30.1 · $6