inclusionAI: Ling 3.0 Flash
Ling 3.0 Flash is a language model from inclusionAI released on Jul 23, 2026. It reads text and writes text, with a 262K token context window and up to 33K tokens per reply.
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It costs $0.06 per million input tokens and $0.18 per million output tokens. Cached input bills at $0.012, 80% less than fresh input.
It supports tool calling and prompt caching, and its weights are open, so you can host it yourself.
6 providers serve it, including Vercel AI Gateway, Novita AI and DevPass (LLM Gateway). The lowest input price is $0.021 per million tokens at Vercel AI Gateway.
- Modalities
- In / out price
- $0.06 / $0.18 per 1M
- Context
- 262K
- Max output
- 33K
- Released
- Jul 23, 2026
- Knowledge cutoff
- n/a
- Tool calling
- Structured output
- Reasoning
- Prompt caching
- Open weights
- Free to use
Ling 3.0 Flash pricing
USD, as listed on Oct 15, 2026. Most bills are input heavy, so the cached input rate matters as much as the headline price.
| Input | $0.06 / 1M tokens | |
|---|---|---|
| Output | $0.18 / 1M tokens | |
| Cached input (read) | $0.012 / 1M tokens | 80% off input |
Ling 3.0 Flash providers
6 providers serve it, including Vercel AI Gateway, Novita AI and DevPass (LLM Gateway). The lowest input price is $0.021 per million tokens at Vercel AI Gateway. Each host sets its own price and limits, so the cheapest one is not always the one with the longest context.
| Provider | Input /M | Output /M | Cache read /M | Context | Max output |
|---|---|---|---|---|---|
| Vercel AI Gateway | $0.021 | $0.063 | $0.0042 | 256K | 32K |
| Novita AI | $0.06 | $0.18 | $0.012 | 262K | 33K |
| DevPass (LLM Gateway) | $0.06 | $0.18 | $0.012 | 262K | 262K |
| Kilo Gateway | $0.06 | $0.18 | $0.012 | 262K | 33K |
| NanoGPT | $0.075 | $0.22 | $0.015 | 262K | 33K |
| AIHubMix | n/a | n/a | – | 262K | 33K |
What Ling 3.0 Flash costs per month
Pick a workload close to yours or type your own volumes.
Supported request parameters
What you can set when you call Ling 3.0 Flash through an OpenAI compatible API.
- Tools
tools - Temperature
temperature
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Ling 3.0 Flash questions
How much does the Ling 3.0 Flash API cost?
$0.06 per million input tokens and $0.18 per million output tokens, with cached input at $0.012. The estimator on this page turns that into a monthly bill for your own workload.
What is the context window of Ling 3.0 Flash?
262,144 tokens of input, and it can write up to 32,768 tokens in one reply. As a rough guide, a million tokens is around 750,000 English words.
Which providers serve Ling 3.0 Flash?
6 providers serve it, including Vercel AI Gateway, Novita AI and DevPass (LLM Gateway). The lowest input price is $0.021 per million tokens at Vercel AI Gateway. Prices differ by host, so the Providers table on this page lists each one with its input and output price.
Does Ling 3.0 Flash support tool calling?
Yes. It accepts tool definitions, which is what an agent needs to call your APIs.
Is Ling 3.0 Flash open source?
Its weights are published, so you can run it on your own hardware or a cloud of your choice. Read the license before commercial use.
When was Ling 3.0 Flash released?
Jul 23, 2026.
Catalog data from models.dev (MIT licensed), refreshed daily, last on Oct 15, 2026. The summary is written from these facts.