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Ling-3.0-tiny

Last verified August 7, 2026 · Ant Group pricing ↗

<$0.0001/1M input · <$0.0001/1M output · 262K context · Ant Group

Ling-3.0-tiny costs <$0.0001 per 1M input tokens and <$0.0001 per 1M output tokens from Ant Group, with a 262K-token context window. A typical chat reply (1,500 tokens in, 400 out) costs <$0.0001, or <$0.0001 per 10,000 requests. On that workload it is cheaper than 165 of the 168 other buyable models tracked here.

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What Ling-3.0-tiny Costs Per Request

At <$0.0001 per 1M input and <$0.0001 per 1M output tokens, before caching or batch discounts.

WorkloadInput / output tokensPer requestPer 10,000 requests
Chat reply1,500 / 400<$0.0001<$0.0001
RAG answer over retrieved docs8,000 / 600<$0.0001<$0.0001
Coding-agent step30,000 / 2,000<$0.0001<$0.0001

Ling-3.0-tiny vs Similarly Priced Models

Nearest buyable models by price, with the RAG answer above (8,000 in / 600 out) priced on each.

ModelInput /1MOutput /1MContextRAG answer
Ling-3.0-tiny Ant Group<$0.0001<$0.0001262K<$0.0001
Gemma 4 12B Google<$0.0001<$0.0001262K<$0.0001
Recursive Flint Recursive<$0.0001<$0.0001262K<$0.0001
Qwen3.7 Flash Alibaba$0.030$0.1301.0M$0.0003

Alternatives to Ling-3.0-tiny

Pricing Details

Ant GroupFREE FOR NOW, AND THAT IS THE WHOLE RATE CARD. Launched 2026-08-06 and currently $0 input and $0 output on Novita, OpenRouter and the Vercel AI Gateway. The free window is promotional and reported to end around 2026-08-13/14; we could not confirm the exact cutoff, so treat any date as approximate and do not build a budget on $0. No paid rate card has been published anywhere, which means there is currently no way to know what this costs after the promo ends. 7.9B total params with 1.3B active, 256K context, 32,768 max output. The small sibling to Ling-3.0-flash in Ant's Ling line (fast general-purpose) as distinct from its Ring line (deep reasoning). API-only so far: no Hugging Face weights had been published as of 2026-08-07, so unlike every other Ling and Ring release this one is not yet MIT-licensed or self-hostable. No independent benchmark scores exist, Artificial Analysis has not measured it, and Ant has published no evaluation results for it.
Input / 1M tokens
$0
Output / 1M tokens
$0
Context Window
262K
Max Output
33K

Price History

No price change recorded since 2026-08-07, when this site started tracking this model; it launched on 2026-08-06.

Frequently Asked Questions

Common questions about Ling-3.0-tiny pricing and usage

How much does Ling-3.0-tiny cost?
Ling-3.0-tiny costs $0 per 1 million input tokens and $0 per 1 million output tokens. This pricing is set by Ant Group.
What tokenizer does Ling-3.0-tiny use?
Ling-3.0-tiny uses the cl100k_base tokenizer. This tokenizer has a vocabulary of ~100,000 tokens and is widely used across many models.
What is Ling-3.0-tiny's context window?
Ling-3.0-tiny supports a context window of 262K tokens (262,144 tokens). The maximum output length is 33K tokens.
How does Ling-3.0-tiny compare to other models?
On an 8,000-token-in, 600-token-out RAG answer, Ling-3.0-tiny costs <$0.0001 per request. The nearest-priced alternatives cost: Gemma 4 12B (Google) <$0.0001, Recursive Flint (Recursive) <$0.0001, Qwen3.7 Flash (Alibaba) $0.0003. The table above lists their full rates and context windows.
How do I count tokens for Ling-3.0-tiny?
Use the token counter at the top of this page or visit the homepage calculator. Paste your text and it will show the exact token count and cost for Ling-3.0-tiny using the cl100k_base tokenizer.