LLM Reference

Ling 3.0 Flash Santé

Released
2026-09-04
Last refreshed
2026-09-07
Status
Researched today
ProprietaryCommercial use: conditionalRAGAgentsLong contextClassificationJSON / Tool use

Ling 3.0 Flash Santé is worth evaluating for rag, agents, and long context when its provider route and context window match the workload.

Use it for

  • Teams evaluating rag, agents, and long context
  • Workloads that can use a 262k context window
  • Buyers comparing 2 tracked provider routes

Do not use it for

  • Vision or document-understanding workloads
Specifications
Family
Ling 3.0
Released
2026-09-04
Context
262k
Parameters
124B (5.1B activated)
Architecture
Mixture of Experts
Specialization
medical
Openness
Proprietary
License
ProprietaryCommercial use: conditional
Weights
Not released
Code
Unknown
Training
Fine-tuned
Created by

InclusionAI is Ant Group's artificial general intelligence research lab, responsible for developing the Ling series of l

Hangzhou, China
Founded 2023
Website
Pricing
Output / 1M
Free
Input / 1M
Free

Cheapest of 2 routes · OpenRouter

About

Ling-3.0-flash-Santé is InclusionAI's health/medicine domain fine-tune of Ling-3.0-flash (124B total / 5.1B active, 262K context). Proprietary API checkpoint — not MIT — with weights not released on Hugging Face; listed on ModelScope (inclusionAI/Ling-3.0-Flash-Sante). Served via OpenRouter inclusionai/ling-3.0-flash-sante:free and Vercel AI Gateway.

Top use-case fit: coding, agents, and build tasks

RAG

Included by capability and metadata signals in the decision map.

Agents

Included by capability and metadata signals in the decision map.

Long context

Included by capability and metadata signals in the decision map.

Provider price ladder

Compare all 2

Compare API pricing across 2 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MRoute
OpenRouterFreeFree
Serverless
Vercel AI GatewayFreeFree
Serverless

Capabilities

ReasoningJSON / Tool useStructured Outputs

Benchmark peer barsfor RAG

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.