Models

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.

InclusionAIinclusionAI/Ling-1TQwenqwen3.8-max-preview
InclusionAI logo
inclusionAI/Ling-1T
InclusionAI · text → text

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.

Input$0.55 /M
Output$2.19 /M
Qwen logo
qwen3.8-max-preview
Qwen · text, image → text

Qwen 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.

Input$0.34 /M
Output$1.01 /M

Pricing & Specifications

Prices are per million tokens. Time to First Token and throughput are rolling averages measured on AIHubMix.

inclusionAI/Ling-1T
qwen3.8-max-preview
Input /M
$0.55
$0.34
Output /M
$2.19
$1.01
Cache read /M
$0.55
$0.03
Context length
NaN
983,616
Max output
0
131,072
Time to First Token
-
2.4 s
Throughput
-
48.1 tok/s
Modalities
text
textimage
Supported Parameters
toolsfunction callingstructured outputs
toolsfunction callingstructured outputsweblong contextthinking
API Formats

Promotional prices show the discounted rate; see each model page for promotion windows.

Activity Past 30 Days

Daily traffic served through AIHubMix — how demand for each model is trending.

inclusionAI/Ling-1Tqwen3.8-max-preview

Tokens / day

-

Requests / day

-

Performance Past 3 Days

Measured on real AIHubMix traffic, hourly buckets. Gaps mean no traffic in that hour.

inclusionAI/Ling-1Tqwen3.8-max-preview

Throughput (tok/s)

-

TTFT (s)

-

Uptime (%)

-

Cost calculator

Estimate your monthly bill for the same workload on each model.

qwen3.8-max-preview
$35.49 /mo
inclusionAI/Ling-1T
$65.76 /mo

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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