AI Model Atlas / Inclusionai
Ling 3.0 Flash
One million input tokens cost $0.021 and one million output tokens $0.063. Context window: 262k tokens, about 437 A4 pages.
What it costs in practice
Pricing per million tokens doesn't mean anything to anyone, so I convert it to three tasks that people actually give to models. The usage assumptions are listed for each row so you can verify them.
| Task | Input | Output | Cost |
|---|---|---|---|
| 1500-word articlebrief plus finished text in English | 1,500 tokens | 2,200 tokens | $0.0002 |
| 100 chat queries700 tokens per question and 400 per answer | 70,000 tokens | 40,000 tokens | $0.0040 |
| Hour of work with an agentagent reads repository and writes fixes | 250,000 tokens | 30,000 tokens | $0.0071 |
Technical details
| Provider | Inclusionai |
| Modalities | text → text |
| Context window | 262k tokens (~437 A4 pages) |
| Maximum response | 33k tokens |
| Step-by-step reasoning | yes |
| Tool calling | yes |
| Forced JSON format | yes |
| Knowledge cutoff | not specified |
| Cache read | $0.004 per million |
| Content moderation | no extra filter |
How it compares to the rest
The database contains 469 models. In terms of input pricing Ling 3.0 Flash is more expensive than 1 percent of paid models. A longer context window is available in 253 models.
Input price history
2026-09-08 · $0.0212026-11-11 · $0.021
The chart shows the price of a million input tokens on consecutive measurement days. History starts on the day I launched the atlas and grows with each day. I don't backfill data.
Alternatives at a similar price
Models from other providers whose cost for the same article comes out closest.
| Model | Input / M | Output / M | 1500-word article | Context |
|---|---|---|---|---|
| Llama 3 8B LunarisSao10K | $0.040 | $0.050 | $0.0002 | 8k |
| GLM 5.3 Flash (batch)Z.ai | $0.047 | $0.061 | $0.0002 | 1M |
| Llama 3.1 8B InstructMeta | $0.020 | $0.040 | $0.0001 | 131k |
| Mistral NemoMistral AI | $0.029 | $0.030 | $0.0001 | 131k |
Compare Ling 3.0 Flash with another model or go back to the full database 469 models.