Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ling 3.1 Flash
InclusionAI
- GLM-5.3-Flash
Z.AI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ling 3.1 Flash InclusionAI | GLM-5.3-Flash Z.AI | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | 41.1 | Best: 41.8 | |
| Coding | — | 71.5 | |
| Agentic | — | 50.9 | |
| Cyber Index | — | 49.9% | |
| Speed | Best: 211 t/s | 61.1 t/s | |
| TTFT | Best: 1.91 s | 2.81 s | |
| Input · $ / 1M tokens | $0.30×2 relative to the lowest price among the compared models | Best: $0.15 | |
| Output · $ / 1M tokens | $0.90×1.8 relative to the lowest price among the compared models | Best: $0.50 | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | No | Yes | |
| Cost / task | $1.0×3.5 relative to the lowest price among the compared models | Best: $0.284 |
Intelligence
- Ling 3.1 Flash
- 41.1
- GLM-5.3-Flash
- Best: 41.8
Coding
- Ling 3.1 Flash
- —
- GLM-5.3-Flash
- 71.5
Agentic
- Ling 3.1 Flash
- —
- GLM-5.3-Flash
- 50.9
Cyber Index
- Ling 3.1 Flash
- —
- GLM-5.3-Flash
- 49.9%
Speed
- Ling 3.1 Flash
- Best: 211 t/s
- GLM-5.3-Flash
- 61.1 t/s
TTFT
- Ling 3.1 Flash
- Best: 1.91 s
- GLM-5.3-Flash
- 2.81 s
Input · $ / 1M tokens
- Ling 3.1 Flash
- $0.30×2 relative to the lowest price among the compared models
- GLM-5.3-Flash
- Best: $0.15
Output · $ / 1M tokens
- Ling 3.1 Flash
- $0.90×1.8 relative to the lowest price among the compared models
- GLM-5.3-Flash
- Best: $0.50
Context window
- Ling 3.1 Flash
- 1M
- GLM-5.3-Flash
- 1M
Reasoning
- Ling 3.1 Flash
- Yes
- GLM-5.3-Flash
- Yes
Open weights
- Ling 3.1 Flash
- No
- GLM-5.3-Flash
- Yes
Cost / task
- Ling 3.1 Flash
- $1.0×3.5 relative to the lowest price among the compared models
- GLM-5.3-Flash
- Best: $0.284
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
- GLM-5.3-Flash41.8 · $0.284