THE GAPS WE CLOSE
Three problems we solve
We provide services in three areas of AI compute operations: resource utilization, model deployment and ongoing maintenance.
Racks and GPUs are not scarce — scheduling, model deployment and inference tuning are. Without them, procurement becomes depreciation.
Moving from a demo to business use requires permissions, approvals, audit trails and integrations, with clear usage scope and acceptance criteria.
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.