Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ling-3.0-flash-VL
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ling-3.0-flash-VL InclusionAI | Add a model · 2/4 | |
|---|---|---|---|
| Intelligence | 24.6 | Best: 24.7 | |
| Coding | 57 | Best: 63 | |
| Agentic | 28.7 | Best: 31.8 | |
| Speed | Best: 124 t/s | 43.6 t/s | |
| TTFT | 2.13 s | Best: 1 s | |
| Input · $ / 1M tokens | Best: $0.075 | $3×40 relative to the lowest price among the compared models | |
| Output · $ / 1M tokens | Best: $0.22 | $15×68.2 relative to the lowest price among the compared models | |
| Context window | 262K | Best: 1M | |
| Reasoning | Yes | No | |
| Open weights | Yes | No |
Intelligence
- Ling-3.0-flash-VL
- 24.6
- Claude Sonnet 4.6 (Non-reasoning, High)
- Best: 24.7
Coding
- Ling-3.0-flash-VL
- 57
- Claude Sonnet 4.6 (Non-reasoning, High)
- Best: 63
Agentic
- Ling-3.0-flash-VL
- 28.7
- Claude Sonnet 4.6 (Non-reasoning, High)
- Best: 31.8
Speed
- Ling-3.0-flash-VL
- Best: 124 t/s
- Claude Sonnet 4.6 (Non-reasoning, High)
- 43.6 t/s
TTFT
- Ling-3.0-flash-VL
- 2.13 s
- Claude Sonnet 4.6 (Non-reasoning, High)
- Best: 1 s
Input · $ / 1M tokens
- Ling-3.0-flash-VL
- Best: $0.075
- Claude Sonnet 4.6 (Non-reasoning, High)
- $3×40 relative to the lowest price among the compared models
Output · $ / 1M tokens
- Ling-3.0-flash-VL
- Best: $0.22
- Claude Sonnet 4.6 (Non-reasoning, High)
- $15×68.2 relative to the lowest price among the compared models
Context window
- Ling-3.0-flash-VL
- 262K
- Claude Sonnet 4.6 (Non-reasoning, High)
- Best: 1M
Reasoning
- Ling-3.0-flash-VL
- Yes
- Claude Sonnet 4.6 (Non-reasoning, High)
- No
Open weights
- Ling-3.0-flash-VL
- Yes
- Claude Sonnet 4.6 (Non-reasoning, High)
- No
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-3.0-flash-VL24.6 · $0.111
- Claude Sonnet 4.6 (Non-reasoning, High)24.7 · $6