Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Gemini 3.8 Flash (High)
Google
- Ling 3.1 Flash
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Gemini 3.8 Flash (High) | Ling 3.1 Flash InclusionAI | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | 40.9 | Best: 41.1 | |
| Coding | 76.3 | — | |
| Agentic | 40.2 | — | |
| Cyber Index | 25.1% | — | |
| Speed | 158 t/s | Best: 211 t/s | |
| TTFT | 24 s | Best: 2.14 s | |
| Input · $ / 1M tokens | $0.75×2.5 relative to the lowest price among the compared models | Best: $0.30 | |
| Output · $ / 1M tokens | $3.75×4.2 relative to the lowest price among the compared models | Best: $0.90 | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | Yes | Yes | |
| Cost / task | $1.24×1.2 relative to the lowest price among the compared models | Best: $1.0 |
Intelligence
- Gemini 3.8 Flash (High)
- 40.9
- Ling 3.1 Flash
- Best: 41.1
Coding
- Gemini 3.8 Flash (High)
- 76.3
- Ling 3.1 Flash
- —
Agentic
- Gemini 3.8 Flash (High)
- 40.2
- Ling 3.1 Flash
- —
Cyber Index
- Gemini 3.8 Flash (High)
- 25.1%
- Ling 3.1 Flash
- —
Speed
- Gemini 3.8 Flash (High)
- 158 t/s
- Ling 3.1 Flash
- Best: 211 t/s
TTFT
- Gemini 3.8 Flash (High)
- 24 s
- Ling 3.1 Flash
- Best: 2.14 s
Input · $ / 1M tokens
- Gemini 3.8 Flash (High)
- $0.75×2.5 relative to the lowest price among the compared models
- Ling 3.1 Flash
- Best: $0.30
Output · $ / 1M tokens
- Gemini 3.8 Flash (High)
- $3.75×4.2 relative to the lowest price among the compared models
- Ling 3.1 Flash
- Best: $0.90
Context window
- Gemini 3.8 Flash (High)
- 1M
- Ling 3.1 Flash
- 1M
Reasoning
- Gemini 3.8 Flash (High)
- Yes
- Ling 3.1 Flash
- Yes
Open weights
- Gemini 3.8 Flash (High)
- Yes
- Ling 3.1 Flash
- Yes
Cost / task
- Gemini 3.8 Flash (High)
- $1.24×1.2 relative to the lowest price among the compared models
- Ling 3.1 Flash
- Best: $1.0
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 3.8 Flash (High)40.9 · $1.24
- Ling 3.1 Flash41.1 · $1.0