Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Gemini 3.1 Pro Preview
Google
- Ling 3.1 Flash 1019
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Gemini 3.1 Pro Preview | Ling 3.1 Flash 1019 InclusionAI | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | Best: 29.7 | 29.6 | |
| Coding | 68.8 | — | |
| Agentic | 8.2 | — | |
| Speed | 129 t/s | — | |
| TTFT | 23.4 s | — | |
| Input · $ / 1M tokens | $2×6.7 relative to the lowest price among the compared models | Best: $0.30 | |
| Output · $ / 1M tokens | $12×13.3 relative to the lowest price among the compared models | Best: $0.90 | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | No | Yes | |
| Cost / task | Best: $1.44 | $3.19×2.2 relative to the lowest price among the compared models |
Intelligence
- Gemini 3.1 Pro Preview
- Best: 29.7
- Ling 3.1 Flash 1019
- 29.6
Coding
- Gemini 3.1 Pro Preview
- 68.8
- Ling 3.1 Flash 1019
- —
Agentic
- Gemini 3.1 Pro Preview
- 8.2
- Ling 3.1 Flash 1019
- —
Speed
- Gemini 3.1 Pro Preview
- 129 t/s
- Ling 3.1 Flash 1019
- —
TTFT
- Gemini 3.1 Pro Preview
- 23.4 s
- Ling 3.1 Flash 1019
- —
Input · $ / 1M tokens
- Gemini 3.1 Pro Preview
- $2×6.7 relative to the lowest price among the compared models
- Ling 3.1 Flash 1019
- Best: $0.30
Output · $ / 1M tokens
- Gemini 3.1 Pro Preview
- $12×13.3 relative to the lowest price among the compared models
- Ling 3.1 Flash 1019
- Best: $0.90
Context window
- Gemini 3.1 Pro Preview
- 1M
- Ling 3.1 Flash 1019
- 1M
Reasoning
- Gemini 3.1 Pro Preview
- Yes
- Ling 3.1 Flash 1019
- Yes
Open weights
- Gemini 3.1 Pro Preview
- No
- Ling 3.1 Flash 1019
- Yes
Cost / task
- Gemini 3.1 Pro Preview
- Best: $1.44
- Ling 3.1 Flash 1019
- $3.19×2.2 relative to the lowest price among the compared models
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.
- Gemini 3.1 Pro Preview29.7 · $1.44
- Ling 3.1 Flash 101929.6 · $3.19