Ling 3.0 Flash API

Model details

Context window

262K tokens

Max output

33K tokens

Input

Text

Output

Text

Capabilities

Reasoning, Tool calling, Streaming, JSON output

Interfaces

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

Why teams pick it

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

Call Ling 3.0 Flash

Ling 3.0 Flash 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",
  "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",
  "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",
  "input": "Hello"
}'

Use Ling 3.0 Flash in your tools

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

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

More from Inclusionai

Alternatives to Ling 3.0 Flash

• 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 API cost?

Ling 3.0 Flash 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?

No. You add credit and pay Ling 3.0 Flash'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 included in Token Plans?

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

Can I use Ling 3.0 Flash 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. The same key works in Codex, opencode, Cline, and other agents.

Does Ling 3.0 Flash support tool calling and vision?

Ling 3.0 Flash supports tool calling, reasoning, JSON output and streaming on Inferray. It does not take image input.

Is it the real Ling 3.0 Flash?

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