LLM Reference

InclusionAI

11 models across 5 families · Latest: LLaDA2.2 Mini (2026-09)

CodingRAGAgentsLong contextVisionClassificationJSON / Tool use

InclusionAI's portfolio covers 11 active models across 5 current families, spanning coding, rag, and agents. Open a model detail page to compare provider routes and sourced benchmarks.

Covers 7 workload areas across 11 active tracked models; last verified 2026-09-08.

Use it for

  • Teams evaluating coding, rag, and agents across this lab's releases
  • Comparing model families before committing to a flagship
  • Migration and pricing follow-ups across 11 tracked models

Do not use it for

  • Choosing a hosting provider without opening a model page for price ladders

Active models

11

Current models from this lab, excluding deprecated ones

Active families

5

Current model families from this lab

Open catalog

10 open

10 open source / 0 open weights

Lowest output price

$0.030 /1M

Cheapest tracked output across active models, per 1M tokens

Latest dated release

2026-09-05

LLaDA2.2 Mini

Freshness

2026-09-08

Researched 6d ago

fresh

Information

Founded2023
Hangzhou, China

Release cadence

Dated releases
5
Latest model
LLaDA2.2 Mini
Latest date
2026-09-05

Where this lab wins

  • Coding: 2 tracked models with SWE-bench / HumanEval-style scores.
  • RAG: 9 tracked models with ruler / needle retrieval benchmarks.
  • Agentic: 9 tracked models with BFCL, tau-bench, and SWE-bench tool-use coverage.
  • Long-context: 9 tracked models with context-token or InfiniteBench-class signal.

Flagship quality / price signal

Flagship
Ring-2.6-1T
Selection source
Best sourced coding Q/$
Coding grade
B
Benchmark / output price
swe-bench-verified 74 · $0.625/1M

About

InclusionAI is Ant Group's artificial general intelligence research lab, responsible for developing the Ling series of large language models. Known for releasing large-scale open-weight MoE models including the 1-trillion-parameter Ling-1T and its successors, InclusionAI focuses on agentic and coding-oriented AI capabilities.

Featured models

ModelReleasedContextInput price ($/1M)Output price ($/1M)LicenseOpenness
LLaDA2.2 Mini2026-09-05131k--Apache 2.0Open source
Ling 3.0 Flash Santé2026-09-04262k$0$0ProprietaryProprietary
Ling-3.0-flash-VL2026-09-04131k--MITOpen source

Model families

Recent releases

  1. LLaDA2.2 Mini- 2026-09-05
  2. Ling 3.0 Flash Santé- 2026-09-04
  3. Ling-3.0-flash-VL- 2026-09-04
  4. LLaDA-Image- 2026-09-04
  5. LLaDA-Image Turbo- 2026-09-04

Top comparisons

Explore related pages

Last reviewed: 2026-09-08. Data sourced from public lab announcements and provider documentation.