Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ling 3.0 Flash
InclusionAI
- Qwen3.8 27B (Xhigh)
Alibaba
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ling 3.0 Flash InclusionAI | Qwen3.8 27B (Xhigh) Alibaba | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | 20.1 | 20.1 | |
| Coding | 50.6 | Best: 68.1 | |
| Agentic | 19.3 | Best: 45.8 | |
| Cyber Index | — | 12.7% | |
| Speed | Best: 321 t/s | 41.4 t/s | |
| TTFT | Best: 2.54 s | 3.98 s | |
| Input · $ / 1M tokens | Best: $0.075 | $0.50×6.7 relative to the lowest price among the compared models | |
| Output · $ / 1M tokens | Best: $0.22 | $3×13.6 relative to the lowest price among the compared models | |
| Context window | Best: 1M | 256K | |
| Reasoning | Yes | Yes | |
| Open weights | Yes | Yes | |
| Cost / task | Best: $0.0277 | $3.53×127 relative to the lowest price among the compared models |
Intelligence
- Ling 3.0 Flash
- 20.1
- Qwen3.8 27B (Xhigh)
- 20.1
Coding
- Ling 3.0 Flash
- 50.6
- Qwen3.8 27B (Xhigh)
- Best: 68.1
Agentic
- Ling 3.0 Flash
- 19.3
- Qwen3.8 27B (Xhigh)
- Best: 45.8
Cyber Index
- Ling 3.0 Flash
- —
- Qwen3.8 27B (Xhigh)
- 12.7%
Speed
- Ling 3.0 Flash
- Best: 321 t/s
- Qwen3.8 27B (Xhigh)
- 41.4 t/s
TTFT
- Ling 3.0 Flash
- Best: 2.54 s
- Qwen3.8 27B (Xhigh)
- 3.98 s
Input · $ / 1M tokens
- Ling 3.0 Flash
- Best: $0.075
- Qwen3.8 27B (Xhigh)
- $0.50×6.7 relative to the lowest price among the compared models
Output · $ / 1M tokens
- Ling 3.0 Flash
- Best: $0.22
- Qwen3.8 27B (Xhigh)
- $3×13.6 relative to the lowest price among the compared models
Context window
- Ling 3.0 Flash
- Best: 1M
- Qwen3.8 27B (Xhigh)
- 256K
Reasoning
- Ling 3.0 Flash
- Yes
- Qwen3.8 27B (Xhigh)
- Yes
Open weights
- Ling 3.0 Flash
- Yes
- Qwen3.8 27B (Xhigh)
- Yes
Cost / task
- Ling 3.0 Flash
- Best: $0.0277
- Qwen3.8 27B (Xhigh)
- $3.53×127 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 3.0 Flash20.1 · $0.0277
- Qwen3.8 27B (Xhigh)20.1 · $3.53