4 models
Ranked by Intelligence Index
Reasoning Tools JSON Open weights 41.1

Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.

inclusionai/ling-3.1-flash 2026-09-29 262.144K context $0.075/M input $0.225/M output
7 providers
Reasoning Tools JSON Open weights 24.6

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/ling-3.0-flash-vl 2026-09-10 131.072K context $0.06/M input $0.18/M output
6 providers
Reasoning Tools Open weights 22.6

Finance-enhanced model for financial research, multi-step investment workflows, and long-horizon planning and execution

inclusionai/ling-3.0-flash-fin 2026-08-27 262.144K context $0.075/M input $0.22/M output
4 providers
Reasoning Tools Open weights 20.1

*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 agentic inference* as key priorities, enabling developers...

inclusionai/ling-3.0-flash 2026-07-23 262.144K context $0.021/M input $0.063/M output
5 providers