AI Capabilities
Local deployment of large models
Deploy models and inference services within your corporate intranet, defining clear data boundaries and account permissions. Ideal for industries with strict data flow requirements. Services include compute capacity and concurrency assessment, model selection, inference service deployment, monitoring and alerting, and version rollback.
You may encounter
How we do it
- 01
Compute and Concurrency Assessment
Estimate VRAM requirements based on daily usage, peak concurrency, and request length; provide hardware recommendations.
- 02
Model Selection and Validation
Start with a smaller model to validate the workflow, then decide whether to scale up parameters based on the results.
- 03
On-premises deployment and permission integration
Deploy inference services, integrate with enterprise account systems, and define data visibility boundaries.
- 04
Monitoring and Operations Handover
Configure GPU memory monitoring, exception retry logic, audit logging, and version rollback; train internal operations staff.
Deliverables
- Deployment Plan and Hardware Recommendations
- Inference Service and Model Configuration
- Monitoring Alerts and Rollback Plan
- Operations Manual and Internal Training
Use Cases
Frequently Asked Questions
It depends on the use case. Medium VRAM devices are typically sufficient for internal Q&A and document extraction. Validate the workflow on existing hardware first before deciding to scale up; this approach is more reliable than purchasing maximum capacity upfront.
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Additional Service Capabilities
FDE On-site Delivery
Engineers arrive at the business site, clearly define the problem first, then decide on the appropriate technology.
AI CapabilitiesConsulting & Training
Get the direction right before investing in a system.
AI CapabilitiesAgent Builder
Let the system handle repetitive workflows; humans focus on decision-making.
CapacityMini Program Development
Bring services to your customers' phones for instant access.
Contact Shunwo Network
Wondering if local deployment is right for you?
Clearly describe your current business status and key bottlenecks. We'll assess whether this service is worth pursuing and identify the most stable starting point.
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