On-Site Response Is Too Slow
Data transfer delays slow on-site response.
AI Edge ComputingReal-Time AI, Right on Site
WinEdge runs AI on edge devices so data is analyzed where it is generated, and links AI Agents to on-site workflows for real-time response, data ownership and higher efficiency.
WHY EDGE AI INFERENCE
Field OperationsNeed Faster Decisions
Cloud delays, sensitive data and dispersed equipment make on-site decisions harder.
Data Security Is Hard to Control
Sending data to the cloud adds security risk.
Multiple Sites Are Hard to Manage
Devices spread across sites are hard to manage.
Benefits
Respond quickly, protect data and manage devices across sites.
Zero latencyReal-Time Inference
Real-time response on site
Models run directly on site equipment, so the system responds to field conditions in real time.
100%On-Prem Data
Your data, your control
Sensitive data stays inside the company, meeting both information security and compliance needs.
Multi-siteCentralized Monitoring
One view of every site
Manage and monitor every device and site from one place, with a unified view of system status.
Zero latencyReal-Time Inference
Real-time response on site
Models run directly on site equipment, so the system responds to field conditions in real time.
100%On-Prem Data
Your data, your control
Sensitive data stays inside the company, meeting both information security and compliance needs.
Multi-siteCentralized Monitoring
One view of every site
Manage and monitor every device and site from one place, with a unified view of system status.
Applications
Run real-time AI in water treatment, factories and public spaces.
SCENE 01 / 04
Smart Water Monitoring
Real-time water quality and flow monitoring with anomaly alerts, managed together with WaterOps
Real-Time Line Inspection
Build inspection models with AIWinOps and run defect detection right on the production line, flagging anomalies and returning results instantly without slowing the line.
Smart Traffic Management
Combine AIWinOps with virtual fencing and positioning devices to track vehicle movement in real time and strengthen zone control and incident management.
Smart Child Safety Monitoring
AIWinOps analyzes surveillance video in real time to strengthen child safety management and incident tracking.
Water Monitoring CenterHow It Works
WinEdge connects AIWinOps, NumOps, WaterOps and other solutions to put AI into production on site.
01STEP
AI model development
Build, train and validate models with AIWinOps, NumOps, WaterOps and other applications, ready for deployment.
02STEP
Deployment to edge devices
WinEdge deploys models to on-site edge devices across many hardware platforms, so data never goes to the cloud.
03STEP
Monitoring and management
Dashboards, device monitoring and model management show how every AI system is running across your sites.
AI model development
AI model development
Build, train and validate models with AIWinOps, NumOps, WaterOps and other applications, ready for deployment.
Deployment to edge devices
Deployment to edge devices
WinEdge deploys models to on-site edge devices across many hardware platforms, so data never goes to the cloud.
Monitoring and management
Monitoring and management
Dashboards, device monitoring and model management show how every AI system is running across your sites.
Industrial hardware keeps your models and data on site.
Your data, models and compute stay under your own control — an AI architecture you own end to end.
APLEX AVS-530
Fan-cooled all-in-one industrial PC for data analytics.
APLEX AVS-553
Fanless industrial PC for high-speed vision; expandable with RTX 5080.
APLEX AVS-P710
Rack-mount server for multi-task image recognition.
NVIDIA GB10
NVIDIA GB10 chip for large language and large vision models.
Multi-source image capture
Basler, line scan, IP camera and webcam devices supported.
APLEX AVS-530
Fan-cooled all-in-one industrial PC for data analytics.
APLEX AVS-553
Fanless industrial PC for high-speed vision; expandable with RTX 5080.
APLEX AVS-P710
Rack-mount server for multi-task image recognition.
NVIDIA GB10
NVIDIA GB10 chip for large language and large vision models.
Multi-source image capture
Basler, line scan, IP camera and webcam devices supported.
Powered By
Want the technical details? Meet the core engines behind this solution.
WinEdgeReal-time edge AI inference · On-premises deployment, data autonomyAIWinOpsPatented AI vision platform · Rapid AutoML modelingNumOpsAI data analytics · Predictive models · Energy optimization
Technology PartnerGSD Technologies WaterOpsSmart Water · Process Water Recovery · Water Quality Monitoring
Contact
Ready to put AI on site?
Tell us about your operation. We’ll recommend a practical deployment plan.