Model Comparator
Compare up to four models using the same criteria.
2 models compared
- Ling 3.0 Flash
InclusionAI
✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.
| Metrics | Ling 3.0 Flash InclusionAI | Add a model · 2/4 | |
|---|---|---|---|
| Intelligence | 20.1 | Best: 20.4 | |
| Coding | 50.6 | — | |
| Math | — | 91.7 | |
| Agentic | 19.3 | — | |
| Speed | Best: 321 t/s | 175 t/s | |
| TTFT | Best: 2.54 s | 19.2 s | |
| Input · $ / 1M tokens | Best: $0.075 | $0.25×3.3 relative to the lowest price among the compared models | |
| Output · $ / 1M tokens | Best: $0.22 | $2×9.1 relative to the lowest price among the compared models | |
| Context window | 1M | 1M | |
| Reasoning | Yes | Yes | |
| Open weights | Yes | No | |
| Cost / task | $0.0277 | — |
Intelligence
- Ling 3.0 Flash
- 20.1
- GPT-5.1 Codex mini (High)
- Best: 20.4
Coding
- Ling 3.0 Flash
- 50.6
- GPT-5.1 Codex mini (High)
- —
Math
- Ling 3.0 Flash
- —
- GPT-5.1 Codex mini (High)
- 91.7
Agentic
- Ling 3.0 Flash
- 19.3
- GPT-5.1 Codex mini (High)
- —
Speed
- Ling 3.0 Flash
- Best: 321 t/s
- GPT-5.1 Codex mini (High)
- 175 t/s
TTFT
- Ling 3.0 Flash
- Best: 2.54 s
- GPT-5.1 Codex mini (High)
- 19.2 s
Input · $ / 1M tokens
- Ling 3.0 Flash
- Best: $0.075
- GPT-5.1 Codex mini (High)
- $0.25×3.3 relative to the lowest price among the compared models
Output · $ / 1M tokens
- Ling 3.0 Flash
- Best: $0.22
- GPT-5.1 Codex mini (High)
- $2×9.1 relative to the lowest price among the compared models
Context window
- Ling 3.0 Flash
- 1M
- GPT-5.1 Codex mini (High)
- 1M
Reasoning
- Ling 3.0 Flash
- Yes
- GPT-5.1 Codex mini (High)
- Yes
Open weights
- Ling 3.0 Flash
- Yes
- GPT-5.1 Codex mini (High)
- No
Cost / task
- Ling 3.0 Flash
- $0.0277
- GPT-5.1 Codex mini (High)
- —
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 · $0.111
- GPT-5.1 Codex mini (High)20.4 · $0.688