Ling 3.0 Flash VL
by inclusionAIReleased Sep 10, 2026
inclusionai/ling-3.0-flash-vl- Reads images
- Calls tools
- Answers in a JSON schema
- Reasons before it answers
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...
- Input / 1M tokens
- $0.025
- Output / 1M tokens
- $0.074
- Context
- 262K
- Longest answer
- 33K
What it costs
What each call is charged to the token's AI credit.
| Billed for | You pay |
|---|---|
| Input tokens | $0.025 / 1M |
| Output tokens | $0.074 / 1M |
| Cached input, read | $0.005 / 1M |
A typical call
A short chat turn: 2,000 tokens in, 500 out.
- per call
- $0.000087
- calls per $20
- 229K
What it can do
From its listing. The router passes every field through.
- Reads imagesYes
- Reads files and PDFsNo
- Hears audioNo
- Calls toolsYes
- Answers in a JSON schemaYes
- Reasons before it answersYes
- Searches the webNo
- Caches long promptsYes
- Draws imagesNo
Call it
Any router key works, in the format your SDK already speaks.
import OpenAI from "openai";const ai = new OpenAI({ baseURL: "https://relayfor.si/api/v1", apiKey: process.env.RELAYFOR_ROUTER_KEY,});const reply = await ai.chat.completions.create({ model: "inclusionai/ling-3.0-flash-vl", messages: [{ role: "user", content: "Welcome the 1,000th holder in one line." }],});Specifications
What its maker and providers list for it.
- Reads
- Text, Images, and Video
- Writes
- Text
- Context
- 262,144 tokens
- Longest answer
- 32,768 tokens
- Intelligence index
- 24.6 (#71 of 220 rated)
- Released
- Sep 10, 2026
- Moderation
- None
Request fields
The fields its providers accept, passed through as you send them.
- frequency_penalty
- include_reasoning
- logit_bias
- logprobs
- max_tokens
- min_p
- presence_penalty
- reasoning
- repetition_penalty
- response_format
- seed
- stop
- structured_outputs
- temperature
- tool_choice
- tools
- top_k
- top_logprobs
- top_p
Questions
How much does Ling 3.0 Flash VL cost?
$0.025 per million input tokens and $0.074 per million output tokens, paid from the token's AI credit. A call of 2,000 tokens in and 500 out costs about $0.000087.
How do I call Ling 3.0 Flash VL?
Make a router key for one of your tokens on the dashboard, point any OpenAI or Anthropic SDK at https://relayfor.si/api/v1 and send the model id inclusionai/ling-3.0-flash-vl. The token's AI credit pays for each call.
How long a prompt can Ling 3.0 Flash VL take?
Up to 262,144 tokens of context, and up to 32,768 tokens in one answer.
Are my prompts stored?
No. The RFS Router passes each call through and keeps only its token counts and cost, for the token's usage page.
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