Ling 3.0 Flash Sante

inclusionai/ling-3.0-flash-sante

A chat model with a 256K-token context window, at $0.07875 per million input tokens and $0.231 per million output tokens.

Details

Maker: inclusionai
Kind: Chat
Context window: 256,000 tokens
Max output: 32,000 tokens
Input: $0.07875 per million tokens
Cached input: $0.01575 per million tokens, 80% off
Cache write: Same as input
Output: $0.231 per million tokens
Capabilities: Reasoning, tool use
Takes: Text
Returns: Text
Zero data retention: Not on every provider
No training on requests: Not on every provider
Released: 2026-09-04
Newer model: inclusionai/ling-3.0-flash-vlReleased later by the same maker, costs no more, and lists the same capabilities. Compare the two

Description

Ling-3.0-Flash-Sante is inclusionAI’s language model specialized for health and medicine, built on a Mixture-of-Experts architecture with 124 billion total parameters and approximately 5.1 billion active per token. With a 256K context window and function calling, it supports medical knowledge reasoning, evidence-based retrieval, and complex medical workflows while retaining general reasoning, coding, and agentic capabilities.

Call it

curl

curl https://phantom.codes/v1/chat/completions \
  -H "Authorization: Bearer $PHANTOM_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "inclusionai/ling-3.0-flash-sante",
    "messages": [
      {"role": "user", "content": "Hello"}
    ]
  }'

Set PHANTOM_KEY to your key. Any OpenAI client works with the base URL https://phantom.codes/v1.

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