Ring-2.6-1T is a 1T-parameter-scale thinking model with 63B active parameters, built for real-world agent workflows that require both strong capability and operational efficiency. It is optimized for coding agents, tool...
Model details →inclusionAI: Ring-2.6-1T vs Qwen: Qwen3 VL 30B A3B Thinking
inclusionAI: Ring-2.6-1T wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
Qwen3-VL-30B-A3B-Thinking is a multimodal model that unifies strong text generation with visual understanding for images and videos. Its Thinking variant enhances reasoning in STEM, math, and complex tasks. It excels...
Model details →Side-by-side comparison
| Capability | inclusionAI: Ring-2.6-1T | Qwen: Qwen3 VL 30B 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. | $0.07 | $0.20 | 🏆 inclusionAI: Ring-2.6-1T |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.63 | $2.40 | 🏆 inclusionAI: Ring-2.6-1T |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | — | Yes | 🏆 Qwen: Qwen3 VL 30B A3B Thinking |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | Yes | Tie |
Frequently asked questions
Is inclusionAI: Ring-2.6-1T better than Qwen: Qwen3 VL 30B A3B Thinking?
inclusionAI: Ring-2.6-1T wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between inclusionAI: Ring-2.6-1T and Qwen: Qwen3 VL 30B A3B Thinking?
Input: $0.07 vs $0.20 per 1M tokens. Output: $0.63 vs $2.40 per 1M tokens.
What context windows do inclusionAI: Ring-2.6-1T and Qwen: Qwen3 VL 30B A3B Thinking support?
inclusionAI: Ring-2.6-1T supports up to 262K tokens. Qwen: Qwen3 VL 30B A3B Thinking supports up to 262K tokens.
Do both inclusionAI: Ring-2.6-1T and Qwen: Qwen3 VL 30B A3B Thinking support tool calling?
inclusionAI: Ring-2.6-1T: yes. Qwen: Qwen3 VL 30B A3B Thinking: yes.
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