Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ling 3.1 Flash
InclusionAI
- Gemini 3.8 Flash (High)
Google
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ling 3.1 Flash InclusionAI | Gemini 3.8 Flash (High) | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | Best: 41.1 | 40.9 | |
| Coding | — | 76.3 | |
| Agentic | — | 40.2 | |
| Cyber Index | — | 25.1% | |
| Speed | Best: 211 t/s | 140 t/s | |
| TTFT | Best: 1.91 s | 24.5 s | |
| Input · $ / 1M tokens | Best: $0.30 | $0.75×2.5 relative to the lowest price among the compared models | |
| Output · $ / 1M tokens | Best: $0.90 | $3.75×4.2 relative to the lowest price among the compared models | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | No | No | |
| Cost / task | Best: $1.0 | $1.24×1.2 relative to the lowest price among the compared models |
Intelligence
- Ling 3.1 Flash
- Best: 41.1
- Gemini 3.8 Flash (High)
- 40.9
Coding
- Ling 3.1 Flash
- —
- Gemini 3.8 Flash (High)
- 76.3
Agentic
- Ling 3.1 Flash
- —
- Gemini 3.8 Flash (High)
- 40.2
Cyber Index
- Ling 3.1 Flash
- —
- Gemini 3.8 Flash (High)
- 25.1%
Speed
- Ling 3.1 Flash
- Best: 211 t/s
- Gemini 3.8 Flash (High)
- 140 t/s
TTFT
- Ling 3.1 Flash
- Best: 1.91 s
- Gemini 3.8 Flash (High)
- 24.5 s
Input · $ / 1M tokens
- Ling 3.1 Flash
- Best: $0.30
- Gemini 3.8 Flash (High)
- $0.75×2.5 relative to the lowest price among the compared models
Output · $ / 1M tokens
- Ling 3.1 Flash
- Best: $0.90
- Gemini 3.8 Flash (High)
- $3.75×4.2 relative to the lowest price among the compared models
Context window
- Ling 3.1 Flash
- 1M
- Gemini 3.8 Flash (High)
- 1M
Reasoning
- Ling 3.1 Flash
- Yes
- Gemini 3.8 Flash (High)
- Yes
Open weights
- Ling 3.1 Flash
- No
- Gemini 3.8 Flash (High)
- No
Cost / task
- Ling 3.1 Flash
- Best: $1.0
- Gemini 3.8 Flash (High)
- $1.24×1.2 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.
- Ling 3.1 Flash41.1 · $1.0
- Gemini 3.8 Flash (High)40.9 · $1.24