Ling 3.0 Flash VL API

Model details

Context window

131K tokens

Max output

33K tokens

Input

Text, images

Output

Text

Capabilities

Reasoning, Vision, Tool calling, Streaming, JSON output

Interfaces

OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses

Why teams pick it

• Ling 3.0 Flash VL for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses.

Call Ling 3.0 Flash VL

Ling 3.0 Flash VL answers on any of the APIs below — pick the one your code already speaks and just swap in your Inferray key.

curl https://api.inferray.com/v1/chat/completions \
  -H "Authorization: Bearer inferray_..." \
  -H "Content-Type: application/json" \
  -d '{
  "model": "ling-3.0-flash-vl",
  "messages": [
    {
      "role": "user",
      "content": "Hello"
    }
  ]
}'

curl https://api.inferray.com/v1/messages \
  -H "Authorization: Bearer inferray_..." \
  -H "Content-Type: application/json" \
  -d '{
  "model": "ling-3.0-flash-vl",
  "max_tokens": 1024,
  "messages": [
    {
      "role": "user",
      "content": "Hello"
    }
  ]
}'

curl https://api.inferray.com/v1/responses \
  -H "Authorization: Bearer inferray_..." \
  -H "Content-Type: application/json" \
  -d '{
  "model": "ling-3.0-flash-vl",
  "input": "Hello"
}'

Use Ling 3.0 Flash VL in your tools

Every coding agent below has a setup guide. Set the model to ling-3.0-flash-vl.

• Claude Code
• Codex
• opencode
• Cline
• Roo Code
• Aider
• Continue

More from Inclusionai

Alternatives to Ling 3.0 Flash VL

• GLM-4 32B (0414-128k)GLM-4 32B (0414-128k) for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses.Z.ai
• Ministral 3BMinistral 3B for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses.Mistral
• Granite 4.2 8BGranite 4.2 8B for OpenAI-style Chat Completions, Anthropic-style Messages, OpenAI-style Responses.Ibm

Questions about this model

How much does the Ling 3.0 Flash VL API cost?

Ling 3.0 Flash VL costs $0.06 per 1M input tokens and $0.18 per 1M output tokens on Inferray, and cached input is $0.012 per 1M. That is the list price, with no gateway fee on top.

Is there a free tier for Ling 3.0 Flash VL?

No. You add credit and pay Ling 3.0 Flash VL's list rate for each request — seats, projects, and API keys are free, and pay-as-you-go credit never expires.

Am I charged for failed requests?

No. A request that fails without returning a result is not billed. If a response fails part-way, the tokens already processed before the failure are charged.

Is Ling 3.0 Flash VL included in Token Plans?

No. Ling 3.0 Flash VL is pay-as-you-go only; Token Plans cover the other text models in the catalog.

Can I use Ling 3.0 Flash VL in Claude Code?

Yes. Set ANTHROPIC_BASE_URL to https://api.inferray.com, ANTHROPIC_AUTH_TOKEN to your Inferray key, and ANTHROPIC_MODEL to ling-3.0-flash-vl. The same key works in Codex, opencode, Cline, and other agents.

Does Ling 3.0 Flash VL support tool calling and vision?

Ling 3.0 Flash VL supports tool calling, image input, reasoning, JSON output and streaming on Inferray.

Is it the real Ling 3.0 Flash VL?

Yes. A request for ling-3.0-flash-vl is answered by Ling 3.0 Flash VL from Inclusionai, billed at its published list price. Inferray never substitutes a different or smaller model.