Model Comparator
Compare up to four models using the same criteria.
2 models compared
- GLM-5.3-Flash
Z.AI
- Ling 3.1 Flash
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | GLM-5.3-Flash Z.AI | Ling 3.1 Flash InclusionAI | Add a model · 2/4 |
|---|---|---|---|
| Intelligence | Best: 41.8 | 41.1 | |
| Coding | 71.5 | — | |
| Agentic | 50.9 | — | |
| Cyber Index | 49.9% | — | |
| Speed | 64.5 t/s | Best: 213 t/s | |
| TTFT | 2.74 s | Best: 1.87 s | |
| Input · $ / 1M tokens | Best: $0.15 | $0.30×2 relative to the lowest price among the compared models | |
| Output · $ / 1M tokens | Best: $0.50 | $0.90×1.8 relative to the lowest price among the compared models | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | Yes | No | |
| Cost / task | Best: $0.284 | $1.0×3.5 relative to the lowest price among the compared models |
Intelligence
- GLM-5.3-Flash
- Best: 41.8
- Ling 3.1 Flash
- 41.1
Coding
- GLM-5.3-Flash
- 71.5
- Ling 3.1 Flash
- —
Agentic
- GLM-5.3-Flash
- 50.9
- Ling 3.1 Flash
- —
Cyber Index
- GLM-5.3-Flash
- 49.9%
- Ling 3.1 Flash
- —
Speed
- GLM-5.3-Flash
- 64.5 t/s
- Ling 3.1 Flash
- Best: 213 t/s
TTFT
- GLM-5.3-Flash
- 2.74 s
- Ling 3.1 Flash
- Best: 1.87 s
Input · $ / 1M tokens
- GLM-5.3-Flash
- Best: $0.15
- Ling 3.1 Flash
- $0.30×2 relative to the lowest price among the compared models
Output · $ / 1M tokens
- GLM-5.3-Flash
- Best: $0.50
- Ling 3.1 Flash
- $0.90×1.8 relative to the lowest price among the compared models
Context window
- GLM-5.3-Flash
- 1M
- Ling 3.1 Flash
- 1M
Reasoning
- GLM-5.3-Flash
- Yes
- Ling 3.1 Flash
- Yes
Open weights
- GLM-5.3-Flash
- Yes
- Ling 3.1 Flash
- No
Cost / task
- GLM-5.3-Flash
- Best: $0.284
- Ling 3.1 Flash
- $1.0×3.5 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.
- GLM-5.3-Flash41.8 · $0.284
- Ling 3.1 Flash41.1 · $1.0