inclusionAI is Ant Group's open AI research initiative behind the Ling and Ring models. Atlas AI Center tracks 18 inclusionAI models: 9 available through APIs with published per-token pricing and 9 open-weight releases on Hugging Face. Listed input prices range from $0.01 to $0.075 per million tokens.
Ordered by current popularity signals, then by release date.
inclusionAI · Jul 23, 2026
*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale…
inclusionAI · Sep 22, 2026
Ming 3.0 tts 0.5B is a text-to-speech model published on Hugging Face by inclusionAI.
inclusionAI · Oct 27, 2026
Ling 3.1 flash 1019 is a text-generation model published on Hugging Face by inclusionAI.
inclusionAI · Oct 19, 2026
Ling 3.0 flash Sante is a text-generation model published on Hugging Face by inclusionAI.
inclusionAI · Sep 3, 2026
Ming 3.0 audio flash is a text-to-speech model published on Hugging Face by inclusionAI.
inclusionAI · Oct 2, 2026
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
inclusionAI · Sep 17, 2026
Ming Image 0.1 Design is a text-to-image model published on Hugging Face by inclusionAI.
inclusionAI · Sep 10, 2026
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...
inclusionAI · Sep 10, 2026
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...
inclusionAI · Sep 4, 2026
Ling 3.0 Flash Sante is a health and medicine-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for...
inclusionAI · Sep 3, 2026
Ling 3.0 flash Fin is a text-generation model published on Hugging Face by inclusionAI.
inclusionAI · Aug 28, 2026
LLaDA Image Turbo is a text-to-image model published on Hugging Face by inclusionAI.
inclusionAI · Aug 28, 2026
LLaDA Image is a text-to-image model published on Hugging Face by inclusionAI.
inclusionAI · Aug 27, 2026
Ling 3.0 Flash Fin is a finance-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for real-world investment...
inclusionAI · Aug 10, 2026
Ling 3.0 tiny is a text-generation model published on Hugging Face by inclusionAI.
inclusionAI · Aug 6, 2026
Ling 3.0 Tiny is a mixture-of-experts model from InclusionAI, with 1.3B active parameters out of 7.9B total. It is designed for responsive agents, instruction following, and multi-turn…
inclusionAI · Jul 23, 2026
*Ling-3.0-flash* is a *124B-parameter Mixture-of-Experts (MoE) model*, with approximately *5.1B parameters activated per token*. The model is designed with *token efficiency and production-scale…
inclusionAI · Apr 21, 2026
Ling-2.6-flash is an instant (instruct) model from inclusionAI with 104B total parameters and 7.4B active parameters, designed for real-world agents that require fast responses, strong execution,…
The most recently released inclusionAI model in the catalog is Ling 3.1 flash 1019, released on Oct 27, 2026.
Ling 3.0 Flash currently has the strongest popularity signal among inclusionAI models in the catalog, based on position #72 in OpenRouter's weekly usage ranking.
Ling 3.1 Flash has the largest listed context window at 1,000,000 tokens.
Prices are set per million tokens. Listed input prices range from $0.01 to $0.075 per million tokens. Output tokens usually cost more than input tokens; see each model page for exact numbers.