AI-INFRASTRUCTURE

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AI Infrastructure

What is our AI Infrastructure Solution?

USDC Technology delivers a comprehensive AI infrastructure solution that empowers businesses to build, train, and deploy AI models with high efficiency, flexibility, and security

Our solution is designed to cover end-to-end AI processing workflows, including:

  • Visual Data Processing: Real-time image and video analytics from camera sources.
  • Model Training: NLP, GenAI, and LLM model training using GPU-accelerated servers.
  • Big Data Analytics: High-speed data ingestion, real-time processing, and AI-driven insights.
  • System Integration: Seamless integration into production, monitoring, and operational systems.

Our infrastructure supports on-premises, private cloud, and hybrid AI deployments—fully scalable and customizable for industry-specific needs.

 

Challenges and Our Strategic Approach

 
Challenge Our Strategic Solution
Edge deployment at scale
Deploy through hybrid cloud with centralized monitoring
Real-time visual inference
Use GPU-optimized inference models (TensorRT, Triton)
Multi-location operations
Containerized model deployment via Docker + Kubernetes
Security in sensitive environments
On-premises/air-gapped AI servers with high-level access control
Complex model retraining cycles
MLOps pipeline with CI/CD and retraining automation
Hardware investment pressure
Scalable deployment: edge box → AI GPU clusters depending on demand

Application of the solution in practice

 
Field Practical application
Industry – Smart Factory
Product fault identification, unsafe warnings, autonomous robots
Security – Image Surveillance
AI VMS, abnormal behavior detection, face recognition,..
Generative AI – NLP – LLM
Running AI models, text processing, intelligent content eneration
Smart City
Traffic optimization, crowd analysis, smart light control
Healthcare
AI medical images, extracts electronic medical record information
Retail – Chain stores
Analyze customer behavior, detect POS fraud

 

Success Stories & Use Cases

 

Smart Factory

Retail Chain

Hospital System

AI Infrastructure Solution Portfolio

 
 

Edge AI Solutions

  • Edge AI Box (2–50 camera)
  • AI Gateway for Factory, Building, Parking Lot
  • Storage system with AI Inference
 

AI Server & GPU Cluster

  • Dedicated AI servers (NVIDIA A100, H100)
  • Internal model training infrastructure
  • AI Inference Server runs the application serving model

Hybrid AI Cloud

  • Deploy AI in parallel on-premises and in the cloud
  • Tích hợp Kubernetes, Triton Inference, MLflow
  • Load balancing AI workload

AI Video Management System (AI-VMS)

  • Real-time video analytics
  • Built-in AI alert, dashboard, I/O control


Future-Proof AI Infrastructure – What’s Next?

 

Zero-Trust AI Security

Secure data across edge–cloud pipelines using end-to-end encryption.

AI-as-a-Service (AIAAS)

Allow businesses to scale instantly with pay-as-you-use AI.

 

Green AI Infrastructure

Reduce energy consumption via optimized GPU use and cooling.