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 OpenAI: GPT-5.4 Nano
inclusionAI: Ring-2.6-1T and OpenAI: GPT-5.4 Nano are evenly matched on 6 axes — pick the one whose provider, latency, or licensing fits your stack.
GPT-5.4 nano is the most lightweight and cost-efficient variant of the GPT-5.4 family, optimized for speed-critical and high-volume tasks. It supports text and image inputs and is designed for low-latency...
Model details →Side-by-side comparison
| Capability | inclusionAI: Ring-2.6-1T | OpenAI: GPT-5.4 Nano | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 262K | 400K | 🏆 OpenAI: GPT-5.4 Nano |
| 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 | $1.25 | 🏆 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 | 🏆 OpenAI: GPT-5.4 Nano |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | Yes | Tie |
Frequently asked questions
Is inclusionAI: Ring-2.6-1T better than OpenAI: GPT-5.4 Nano?
inclusionAI: Ring-2.6-1T and OpenAI: GPT-5.4 Nano are evenly matched on 6 axes — pick the one whose provider, latency, or licensing fits your stack.
What's the price difference between inclusionAI: Ring-2.6-1T and OpenAI: GPT-5.4 Nano?
Input: $0.07 vs $0.20 per 1M tokens. Output: $0.63 vs $1.25 per 1M tokens.
What context windows do inclusionAI: Ring-2.6-1T and OpenAI: GPT-5.4 Nano support?
inclusionAI: Ring-2.6-1T supports up to 262K tokens. OpenAI: GPT-5.4 Nano supports up to 400K tokens.
Do both inclusionAI: Ring-2.6-1T and OpenAI: GPT-5.4 Nano support tool calling?
inclusionAI: Ring-2.6-1T: yes. OpenAI: GPT-5.4 Nano: yes.
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