LLM Reference

Ling 3.0 Flash Fin

Released
2026-09-03
Last refreshed
2026-09-07
Status
Researched today
Open sourceCommercial use: permittedRAGAgentsLong contextClassificationJSON / Tool use

Ling 3.0 Flash Fin 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 1 tracked provider route

Do not use it for

  • Vision or document-understanding workloads
Specifications
Family
Ling 3.0
Released
2026-09-03
Context
262k
Parameters
124B (5.1B activated)
Architecture
Mixture of Experts
Specialization
general
Openness
Open source
License
MITOSI-approvedCommercial use: permitted
Weights
Available
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
$0.180
Input / 1M
$0.060

Cheapest of 1 route · OpenRouter · cache read $0.012

About

Ling-3.0-flash-Fin is InclusionAI's finance-enhanced fine-tune of Ling-3.0-flash (124B total / 5.1B active, 262K context), trained with financial institutions for source-grounded retrieval, multi-document reasoning, valuation spreadsheets, and research-ready outputs. MIT-licensed weights on Hugging Face (inclusionAI/Ling-3.0-flash-Fin); OpenRouter id inclusionai/ling-3.0-flash-fin.

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 API pricing across 1 providers for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MCacheRoute
OpenRouter$0.060$0.180read $0.012
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.