Schools & Retail
Edge AI Solutions for Schools & Retail
Footfall analytics and loitering detection designed to improve safety, flow, and situational awareness in public-facing spaces.
Scenario Overview
Schools and retail environments require visibility into crowd movement, dwell time, and abnormal behaviors—without adding operational burden.
Our Edge AI solution turns existing cameras into real-time analytics systems, enabling safer spaces and better on-site management without cloud dependency.
Each solution is powered by a curated set of AI analytics, selected and optimized to match the specific requirements of each environment.
Key Use Cases
- People counting and density estimation
- Loitering detection at entrances, hallways, and sensitive areas
- Queue and flow monitoring for movement patterns and congestion
AI Capabilities Used
Behavior & Event Recognition
Intelligent Visual Perception
On-Device Intelligence & Data Control
Deployment Highlights
Fully on-device AI inference
Ensures processing happens locally, with no reliance on cloud computing
Event-based data retention
Data is stored only when necessary, reducing unnecessary storage
No cloud dependency
No continuous cloud streaming, maintaining data privacy and sovereignty