Ling-1T is the first flagship non-thinking model in the “Ling 2.0” series, featuring 1 trillion total parameters and approximately 50 billion active parameters per token. Built on the Ling 2.0 architecture, Ling-1T is designed to push the limits of efficient inference and scalable cognition. Ling-1T-base was pretrained on over 20 trillion high-quality, reasoning-intensive tokens, supports up to a 128K context length, and incorporates an Evolutionary Chain of Thought (Evo-CoT) process during mid-stage and post-stage training. This training regimen greatly enhances the model’s efficiency and depth of reasoning, enabling Ling-1T to achieve top performance across multiple complex reasoning benchmarks, balancing accuracy and efficiency.
inclusionAI/Ling-1T vs qwen3.8-max-preview
Output tokens cost $2.19 per million on inclusionAI/Ling-1T and $1.01 per million on qwen3.8-max-preview. Input tokens cost $0.55 per million on inclusionAI/Ling-1T and $0.34 per million on qwen3.8-max-preview. Cached input tokens are billed at $0.55 per million on inclusionAI/Ling-1T and $0.03 per million on qwen3.8-max-preview.
inclusionAI/Ling-1TQwen 3.8 Max Preview(Qwen3.8-Max-Preview) is the latest-generation foundation model in the Qwen family, packing 2.4T parameters and still evolving. Compared with the previous flagship Qwen 3.7 Max, it delivers major gains in core capabilities like Coding and Cowork (professional productivity), with world-leading performance on complex, long-horizon tasks such as full-stack development, data analysis, and Office workflows. Launch offer: Credits are consumed at just 20% of the standard rate, effectively 5× your usage. Limited time only.
Pricing & Specifications
Prices are per million tokens. Time to First Token and throughput are rolling averages measured on AIHubMix.
Promotional prices show the discounted rate; see each model page for promotion windows.
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Cost calculator
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Monthly = daily × 30. Discounted rates applied where a promotion is active.
FAQ
Which is cheaper: inclusionAI/Ling-1T, qwen3.8-max-preview?
qwen3.8-max-preview: $1.01/M output tokens; inclusionAI/Ling-1T: $2.19/M. Use the cost calculator above to estimate your own workload.
What inputs and capabilities does each model support?
inclusionAI/Ling-1T accepts text input and supports tool calling, function calling and structured outputs; qwen3.8-max-preview accepts text and image input and supports tool calling, function calling, structured outputs, web search, long context and thinking.
Can I call inclusionAI/Ling-1T and qwen3.8-max-preview with the same API key?
Yes. AIHubMix serves every model on this page behind one OpenAI-compatible endpoint, so switching between them is a one-line change to the model field — no second account, key or SDK.
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