THE GAPS WE CLOSE
Three problems we solve
The bottleneck of an AI compute center is rarely racks or GPU hours themselves — it is the three gaps below, the pain points our customers most often meet.
Racks and GPUs are not scarce — scheduling, model deployment and inference tuning are. Without them, procurement becomes depreciation.
Demos run fine, but without permissions, approvals and audit trails models never enter real business flows.
Regional centers rarely lack hardware — they lack sustained customer intake, model adaptation and operating methods, leaving capacity idle.
WHAT WE OFFER
Compute services we provide
From planning, build and launch to operations — delivered end to end, or as a single stage.
Co-build & manage
Regional AI compute
Working with local governments and industry customers to build and operate regional AI compute: our scope covers technical design, system integration, launch and long-term operation.
Models & inference
Deploy & tune
Multi-GPU abstraction, model deployment and inference tuning, cold-start and weight caching — clusters tuned to be usable and efficient.
Scheduling & metering
Compute operations
Scheduling, utilization tuning and metering by department or customer; we also take over existing centers for customer intake and operations.
Elastic supply
Elastic GPU
On-demand GPU hours, monthly racks or dedicated clusters, across domestic and mainstream GPUs, with load-shaping and cold-start tuning.
WAYS TO COOPERATE
Ways to work together
Co-build, managed operation, elastic procurement or platform service — any of them can start with one conversation.
| Co-build & operate | Advancing regional AI compute centers with local governments; our scope is technical design, system integration, the model platform and long-term operation, with capacity serving local government and industry. |
| Managed operation | Taking over existing compute centers: customer intake, utilization improvement, model deployment and continuous operations. |
| Elastic GPU service | Procure GPU hours by usage or use racks monthly, scaling elastically with business — no heavy upfront commitment. |
| AI platform & models | Model deployment, inference and platform integration for business applications. |
SERVICE SCOPE
Compute for organizations
China
China
Design, model deployment, scheduling and operational support for regional compute and industry applications.
Government · industry · local compute
GET IN TOUCH
Curious about compute services and cooperation?
Regional co-build, managed operation or on-demand procurement — any of it can start with one conversation.