inclusionAI › Ling 3.1 Flash 1019 › Pricing
Ling 3.1 Flash 1019 pricing
API list price by inclusionAI · checked Oct 26, 2026
$0.30 / $0.90per 1M tokens in / out
$0.06cache read · −80%
$1.49per task?
Price sheetper 1M tokens
| Input | $0.30 | list |
| Output | $0.90 | |
| Cache read | $0.06 | −80% vs input |
| Context | 1M | tokens |
API tariff unverified; availability separate.
In inclusionAI's line-upper 1M in / out
| Ling 3.0 Flash VL | $0.06 / $0.18 | −80% |
| Ling 3.0 Flash Fin | $0.06 / $0.18 | −80% |
| Ring 2.6 1T | $0.13 / $1.10 | −17% |
| Ling 3.1 Flash | $0.30 / $0.90 | 0% |
| Ling 3.1 Flash 1019 | $0.30 / $0.90 | this model |
Cheaper for the same workvs Ling 3.1 Flash 1019
| GPT-6.1 Sol max | -51% | score +18% | $0.72 |
| Claude Opus 5.5 medium | -10% | score +17% | $1.34 |
| GPT-6.1 Terra max | -73% | score +10% | $0.40 |
| GPT-6 Sol max | -30% | score +9% | $1.04 |
| Claude Sonnet 5.5 high | -41% | score +7% | $0.88 |
Pricing questions
How much does Ling 3.1 Flash 1019 cost?›
$0.30 per 1M input tokens and $0.90 per 1M output tokens. Cached input is $0.06. One Intelligence Index task costs about $1.49 at the default effort.
Is Ling 3.1 Flash 1019 free to use?›
There is no free API tier.
How much does prompt caching save?›
Cache reads cost $0.06 per 1M, 80% below the input price.
What is a cheaper alternative to Ling 3.1 Flash 1019?›
GPT-6.1 Sol at max effort costs -51% per task with a score +18% on Humanity's Last Exam.