InclusionAI
19 models across 6 families · Latest: Ling-3.1-flash-1019 (2026-10)
InclusionAI's portfolio covers 19 active models across 6 current families, spanning coding, rag, and agents. Open a model detail page to compare provider routes and sourced benchmarks.
Covers 7 workload areas across 19 active tracked models; last verified 2026-10-27.
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 19 tracked models
Do not use it for
- Choosing a hosting provider without opening a model page for price ladders
Active models
19
Current models from this lab, excluding deprecated ones
Active families
6
Current model families from this lab
Open catalog
18 open
18 open source / 0 open weights
Lowest output price
$0.030 /1M
Cheapest tracked output across active models, per 1M tokens
Latest dated release
2026-10-22
Ling-3.1-flash-1019
Freshness
2026-10-27
Researched 2d ago
Information
Release cadence
- Dated releases
- 5
- Latest model
- Ling-3.1-flash-1019
- Latest date
- 2026-10-22
Where this lab wins
- Coding: 2 tracked models with SWE-bench / HumanEval-style scores.
- RAG: 12 tracked models with ruler / needle retrieval benchmarks.
- Agentic: 12 tracked models with BFCL, tau-bench, and SWE-bench tool-use coverage.
- Long-context: 12 tracked models with context-token or InfiniteBench-class signal.
Flagship quality / price signal
- Flagship
- Ring-2.6-1T
- Selection source
- Best sourced coding Q/$
- Coding grade
- C
- Benchmark / output price
- swe-bench-verified 74 · $0.625/1M
About
InclusionAI is Ant Group's artificial general intelligence research lab, responsible for developing the Ling series of large language models. Known for releasing large-scale open-weight MoE models including the 1-trillion-parameter Ling-1T and its successors, InclusionAI focuses on agentic and coding-oriented AI capabilities.
Featured models
| Model | Released | Context | Input price ($/1M) | Output price ($/1M) | License | Openness |
|---|---|---|---|---|---|---|
| Ling-3.1-flash-1019 | 2026-10-22 | 256K | - | - | MIT | Open source |
| Ming-3.0-tts-0.5B | 2026-10-19 | - | - | - | MIT | Open source |
| Ming-3.0-tts-tiny | 2026-10-19 | - | - | - | MIT | Open source |
Model families
Recent releases
- Ling-3.1-flash-1019- 2026-10-22
- Ming-3.0-tts-0.5B- 2026-10-19
- Ming-3.0-tts-tiny- 2026-10-19
- Ming-3.0-audio-flash- 2026-10-19
- Ming-3.0-audio-tiny- 2026-10-19
Top comparisons
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Last reviewed: 2026-10-27. Data sourced from public lab announcements and provider documentation.