Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ling 3.1 Flash
InclusionAI
- Qwen3.8 2.4T A95B
Alibaba
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ling 3.1 Flash InclusionAI | Qwen3.8 2.4T A95B Alibaba | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | Best: 41.1 | 39.9 | |
| Coding | — | 71.9 | |
| Agentic | — | 50.1 | |
| Cyber Index | — | 12.6% | |
| Speed | Best: 212 t/s | 37.8 t/s | |
| TTFT | Best: 1.84 s | 3.06 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 | $6×6.7 relative to the lowest price among the compared models | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | Yes | Yes | |
| Cost / task | Best: $1.01 | $2.16×2.1 relative to the lowest price among the compared models |
Intelligence
- Ling 3.1 Flash
- Best: 41.1
- Qwen3.8 2.4T A95B
- 39.9
Coding
- Ling 3.1 Flash
- —
- Qwen3.8 2.4T A95B
- 71.9
Agentic
- Ling 3.1 Flash
- —
- Qwen3.8 2.4T A95B
- 50.1
Cyber Index
- Ling 3.1 Flash
- —
- Qwen3.8 2.4T A95B
- 12.6%
Speed
- Ling 3.1 Flash
- Best: 212 t/s
- Qwen3.8 2.4T A95B
- 37.8 t/s
TTFT
- Ling 3.1 Flash
- Best: 1.84 s
- Qwen3.8 2.4T A95B
- 3.06 s
Input · $ / 1M tokens
- Ling 3.1 Flash
- Best: $0.30
- Qwen3.8 2.4T A95B
- $2×6.7 relative to the lowest price among the compared models
Output · $ / 1M tokens
- Ling 3.1 Flash
- Best: $0.90
- Qwen3.8 2.4T A95B
- $6×6.7 relative to the lowest price among the compared models
Context window
- Ling 3.1 Flash
- 1M
- Qwen3.8 2.4T A95B
- 1M
Reasoning
- Ling 3.1 Flash
- Yes
- Qwen3.8 2.4T A95B
- Yes
Open weights
- Ling 3.1 Flash
- Yes
- Qwen3.8 2.4T A95B
- Yes
Cost / task
- Ling 3.1 Flash
- Best: $1.01
- Qwen3.8 2.4T A95B
- $2.16×2.1 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 · $1.01
- Qwen3.8 2.4T A95B39.9 · $2.16