Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ling 3.1 Flash 1019
InclusionAI
- Gemini 3.1 Pro Preview
Google
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ling 3.1 Flash 1019 InclusionAI | Gemini 3.1 Pro Preview | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | 29.5 | Best: 29.7 | |
| Coding | — | 68.8 | |
| Agentic | — | 8.2 | |
| Speed | — | 145 t/s | |
| TTFT | — | 20 s | |
| Input · $ / 1M tokens | Best: $0.30 | $2×6.7 relative to the lowest price among the compared models | |
| Output · $ / 1M tokens | Best: $0.90 | $12×13.3 relative to the lowest price among the compared models | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | Yes | No | |
| Cost / task | $3.19×2.2 relative to the lowest price among the compared models | Best: $1.44 |
Intelligence
- Ling 3.1 Flash 1019
- 29.5
- Gemini 3.1 Pro Preview
- Best: 29.7
Coding
- Ling 3.1 Flash 1019
- —
- Gemini 3.1 Pro Preview
- 68.8
Agentic
- Ling 3.1 Flash 1019
- —
- Gemini 3.1 Pro Preview
- 8.2
Speed
- Ling 3.1 Flash 1019
- —
- Gemini 3.1 Pro Preview
- 145 t/s
TTFT
- Ling 3.1 Flash 1019
- —
- Gemini 3.1 Pro Preview
- 20 s
Input · $ / 1M tokens
- Ling 3.1 Flash 1019
- Best: $0.30
- Gemini 3.1 Pro Preview
- $2×6.7 relative to the lowest price among the compared models
Output · $ / 1M tokens
- Ling 3.1 Flash 1019
- Best: $0.90
- Gemini 3.1 Pro Preview
- $12×13.3 relative to the lowest price among the compared models
Context window
- Ling 3.1 Flash 1019
- 1M
- Gemini 3.1 Pro Preview
- 1M
Reasoning
- Ling 3.1 Flash 1019
- Yes
- Gemini 3.1 Pro Preview
- Yes
Open weights
- Ling 3.1 Flash 1019
- Yes
- Gemini 3.1 Pro Preview
- No
Cost / task
- Ling 3.1 Flash 1019
- $3.19×2.2 relative to the lowest price among the compared models
- Gemini 3.1 Pro Preview
- Best: $1.44
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 101929.5 · $3.19
- Gemini 3.1 Pro Preview29.7 · $1.44