*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, enablin…
Model details →inclusionAI: Ling 3.0 Flash vs Qwen: Qwen3 Next 80B A3B Thinking
inclusionAI: Ling 3.0 Flash wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
Qwen3-Next-80B-A3B-Thinking is a reasoning-first chat model in the Qwen3-Next line that outputs structured “thinking” traces by default. It’s designed for hard multi-step problems; math proofs, code synthesis/debugging, logic, and agentic..…
Model details →Side-by-side comparison
| Capability | inclusionAI: Ling 3.0 Flash | Qwen: Qwen3 Next 80B A3B Thinking | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 262K | 262K | Tie |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.02 | $0.15 | 🏆 inclusionAI: Ling 3.0 Flash |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.06 | $1.20 | 🏆 inclusionAI: Ling 3.0 Flash |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | — | — | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | Yes | Tie |
Frequently asked questions
Is inclusionAI: Ling 3.0 Flash better than Qwen: Qwen3 Next 80B A3B Thinking?
inclusionAI: Ling 3.0 Flash wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between inclusionAI: Ling 3.0 Flash and Qwen: Qwen3 Next 80B A3B Thinking?
Input: $0.02 vs $0.15 per 1M tokens. Output: $0.06 vs $1.20 per 1M tokens.
What context windows do inclusionAI: Ling 3.0 Flash and Qwen: Qwen3 Next 80B A3B Thinking support?
inclusionAI: Ling 3.0 Flash supports up to 262K tokens. Qwen: Qwen3 Next 80B A3B Thinking supports up to 262K tokens.
Do both inclusionAI: Ling 3.0 Flash and Qwen: Qwen3 Next 80B A3B Thinking support tool calling?
inclusionAI: Ling 3.0 Flash: yes. Qwen: Qwen3 Next 80B A3B Thinking: yes.