# Ling 3.0 Flash Fast API Pricing

As of October 10, 2026, Ling 3.0 Flash Fast costs $0.06 per 1M input tokens and $0.18 per 1M output tokens on Novita AI, with cache reads at $0.012 per 1M tokens. It has a 262,144-token context window and returns up to 32,768 tokens per response.

- Page: https://models.litellm.ai/models/ling-3.0-flash-fast
- LiteLLM model name: `novita/inclusionai/ling-3.0-flash-fast`
- Context window: 262,144 tokens
- Max output: 32,768 tokens
- Added to LiteLLM: August 27, 2026
- Prices updated: October 10, 2026

## Pricing by provider

Token prices in USD per 1M tokens.

| Provider | Model name | Input | Output | Cache read | Per image | Per second | Context |
|---|---|---|---|---|---|---|---|
| Novita AI | `novita/inclusionai/ling-3.0-flash-fast` | $0.06 | $0.18 | $0.012 | – | – | 256K |

## Cost examples

1,000 requests with 2,000 input and 500 output tokens each:

- Novita AI: $0.21

100 long-document requests with 100,000 input and 2,000 output tokens each:

- Novita AI: $0.636

## Features

Supported: Function calling, Reasoning, Prompt caching.
Not supported: Image input.

## Use it with LiteLLM

```python
from litellm import completion

response = completion(
    model="novita/inclusionai/ling-3.0-flash-fast",
    messages=[{"role": "user", "content": "Hello!"}],
)
```

## FAQ

### How much does Ling 3.0 Flash Fast cost?

Ling 3.0 Flash Fast costs $0.06 per 1M input tokens and $0.18 per 1M output tokens on Novita AI, with cache reads at $0.012 per 1M tokens.

### What is the context window of Ling 3.0 Flash Fast?

Ling 3.0 Flash Fast has a 262,144-token context window and returns up to 32,768 tokens per response.

### Which providers offer Ling 3.0 Flash Fast?

Ling 3.0 Flash Fast is available from Novita AI through LiteLLM, using the model name novita/inclusionai/ling-3.0-flash-fast.

### How do I call Ling 3.0 Flash Fast with an OpenAI-compatible API?

Use the LiteLLM Python SDK with model="novita/inclusionai/ling-3.0-flash-fast", or add the model to the LiteLLM proxy's config.yaml and send requests to /v1/chat/completions from any OpenAI client. LiteLLM tracks the cost of every request at the prices on this page.

### What features does Ling 3.0 Flash Fast support?

Ling 3.0 Flash Fast supports function calling, reasoning and prompt caching. It does not support image input.

### When did LiteLLM add Ling 3.0 Flash Fast?

Ling 3.0 Flash Fast was added to LiteLLM's model price file on August 27, 2026.

Source: LiteLLM model price file, https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json