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Customer case studies

From deployment validation to production delivery

Covering NVIDIA and domestic GPUs, large-model training, serving, and real-user services. Each case study independently presents the test background, environment, and results.

AI cluster server room from a customer case study

Deployments

User cases that show ZCube in real environments

Open a case study to see the environment, validation or delivery approach, and full results.

Domestic large-model companyThousand-GPU serving clusterProduction delivery

Thousand-GPU LLM serving cluster from LLM provider company

Using a coding inference service and comparing against traditional ROFT, this case validates that ZCube unlocks more effective inference compute through a flat fabric and more balanced network communication.

15%

Average GPU inference throughput increase

40.6%

Time to first token (TTFT) P99 reduction

33%

Network hardware cost reduction

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Training groundDomestic GPU inference clusterIndependent validation

Training-ground domestic GPU inference cluster

In a domestic AI computing ecosystem, compare ZCube with traditional Clos across collective communication, training, and inference.

14.5%

All-to-All throughput increase

22%–30%

TTFT P99 reduction

7%–10%

Inference throughput increase

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A telecom operatorDomestic GPU clusterIndependent validation

Operator domestic GPU cluster

Compare ZCube with Clos and validate performance gains in collective communication, model training, and multi-tenant end-to-end inference.

119%

Collective communication performance increase

20.1%

Model-training throughput increase

11.5%

Inference latency reduction

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Domestic accelerator companyDomestic thousand-GPU clusterProduction delivery

Thousand-GPU production cluster from a domestic accelerator company

A domestic thousand-GPU cluster has been live and stable for months, continuously carrying real traffic and serving real users.

Thousand-GPU scale

Domestic compute cluster deployed

Months

Stable production operation

Real users

Continuous service

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Start with the network

Make the next AIDC more efficient, starting with the network

Whether you are building a new cluster, upgrading an existing network, tuning performance, or deploying intelligent NetOps, we can assess how the network can unlock more effective compute power.

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