Ant Group Token Counter
Count Ant Group tokens online and see what your text costs across all 2 models, including Ling-3.0-tiny and Ling-3.0-flash. Everything runs in your browser and nothing you paste leaves the page. Counts are estimates made with the cl100k_base encoding, since Ant Group has not released a browser-ready tokenizer. Estimated counts are marked with a tilde (~).
| Model | Tokens | Input Cost | Output Cost |
|---|---|---|---|
| Ling-3.0-tiny | — | — | — |
| Ling-3.0-flash | — | — | — |
Type or paste text above to see token counts and per-request costs for every Ant Group model.
Ant Group Model Pricing
| Model | Input /1M | Output /1M |
|---|---|---|
| Ling-3.0-tiny | <$0.0001 | <$0.0001 |
| Ling-3.0-flash | $0.060 | $0.180 |
Frequently Asked Questions
Common questions about counting Ant Group tokens
Which tokenizer does Ant Group use?
Ant Group uses its own tokenizer, which is not publicly available to run in a browser. This counter estimates counts with OpenAI's cl100k_base encoding, which is typically within roughly 10 to 20 percent of the real count for English text.
Are these Ant Group token counts exact or estimated?
Estimated. Ant Group has not released its tokenizer for browser use, so this tool approximates counts with OpenAI's cl100k_base encoding. Estimates are usually close for English text but can drift for code, JSON, and non-English languages. Estimated counts are marked with a tilde (~).
How is Ant Group API cost calculated?
Cost equals tokens divided by one million, multiplied by the model's per-million-token rate. Each Ant Group model has separate input and output rates, and this page shows both: what your text would cost as a prompt (input) and what the same number of tokens would cost as a response (output).
Why do token counts matter for Ant Group API costs?
Ant Group bills API usage per token, not per word or character. A token is roughly 4 characters or about three quarters of a word in English. Knowing the token count of your prompts lets you predict spend, stay inside context windows, and compare Ant Group models like Ling-3.0-tiny and Ling-3.0-flash before you commit.