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 | Best: 24.7 | 24.6 | |
| Coding | — | 57 | |
| Agentic | — | 28.7 | |
| Speed | Best: 248 t/s | 124 t/s | |
| TTFT | Best: 0.93 s | 2.13 s | |
| Input · $ / 1M tokens | $0.30×4 relative to the lowest price among the compared models | Best: $0.075 | |
| Output · $ / 1M tokens | $1.20×5.5 relative to the lowest price among the compared models | Best: $0.22 | |
| Context window | Best: 1M | 262K | |
| Reasoning | No | Yes | |
| Open weights | Yes | Yes | |
| Cost / task | $0.234 | — |
Intelligence
- DeepSeek V4.1 Flash (Non-reasoning)
- Best: 24.7
- Ling-3.0-flash-VL
- 24.6
Coding
- DeepSeek V4.1 Flash (Non-reasoning)
- —
- Ling-3.0-flash-VL
- 57
Agentic
- DeepSeek V4.1 Flash (Non-reasoning)
- —
- Ling-3.0-flash-VL
- 28.7
Speed
- DeepSeek V4.1 Flash (Non-reasoning)
- Best: 248 t/s
- Ling-3.0-flash-VL
- 124 t/s
TTFT
- DeepSeek V4.1 Flash (Non-reasoning)
- Best: 0.93 s
- Ling-3.0-flash-VL
- 2.13 s
Input · $ / 1M tokens
- DeepSeek V4.1 Flash (Non-reasoning)
- $0.30×4 relative to the lowest price among the compared models
- Ling-3.0-flash-VL
- Best: $0.075
Output · $ / 1M tokens
- DeepSeek V4.1 Flash (Non-reasoning)
- $1.20×5.5 relative to the lowest price among the compared models
- Ling-3.0-flash-VL
- Best: $0.22
Context window
- DeepSeek V4.1 Flash (Non-reasoning)
- Best: 1M
- Ling-3.0-flash-VL
- 262K
Reasoning
- DeepSeek V4.1 Flash (Non-reasoning)
- No
- Ling-3.0-flash-VL
- Yes
Open weights
- DeepSeek V4.1 Flash (Non-reasoning)
- Yes
- Ling-3.0-flash-VL
- Yes
Cost / task
- DeepSeek V4.1 Flash (Non-reasoning)
- $0.234
- Ling-3.0-flash-VL
- —
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.
- DeepSeek V4.1 Flash (Non-reasoning)24.7 · $0.525
- Ling-3.0-flash-VL24.6 · $0.111