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.
- Input
- $0.06 / 1M tokens
- Output
- $0.18 / 1M tokens
- Cache read
- $0.012 / 1M tokens
- Context window
- 262,144 tokens
- Max output
- 32,768 tokens
- Providers
- 1
- Added to LiteLLM
- August 27, 2026
Ling 3.0 Flash Fast pricing by provider
1 listing across 1 provider. Token prices are in US dollars per 1M tokens. The highlighted row is the price quoted above.
| Provider | Model name in LiteLLM | Input | Output | Cache read | Context |
|---|---|---|---|---|---|
| Novita AI | novita/inclusionai/ling-3.0-flash-fast | $0.06 | $0.18 | $0.012 | 256K |
What Ling 3.0 Flash Fast costs in practice
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 |
Ling 3.0 Flash Fast features
- Function calling
- Image input
- Reasoning
- Prompt caching
Use Ling 3.0 Flash Fast with LiteLLM
Call Ling 3.0 Flash Fast through the LiteLLM Python SDK, or put it behind the LiteLLM proxy and send OpenAI-format requests to /v1/chat/completions. LiteLLM tracks the cost of every request at these prices.
from litellm import completion
response = completion(
model="novita/inclusionai/ling-3.0-flash-fast",
messages=[{"role": "user", "content": "Hello!"}],
)model_list:
- model_name: ling-3.0-flash-fast
litellm_params:
model: novita/inclusionai/ling-3.0-flash-fast
# credentials: see the provider's LiteLLM docs pagecurl http://0.0.0.0:4000/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer sk-1234" \
-d '{
"model": "ling-3.0-flash-fast",
"messages": [{"role": "user", "content": "Hello!"}]
}'Ling 3.0 Flash Fast 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.
Sources
Prices come from LiteLLM's open-source model_prices_and_context_window.json, which LiteLLM uses to calculate the cost of every request. Provider pricing pages:
Provider pages: Novita AI.
