Malls & Crowd Intelligence
From congestion detection to flow analysis at city scale.
Large venues live and die by flow. Kvant detects congestion before it becomes dangerous, analyses movement patterns across entrances and levels, and counts crowds of thousands with drone or fixed-camera feeds.
// Capabilities
What the system does
Congestion detection
Density thresholds per zone with automatic escalation to security and operations teams.
Flow analysis
Directional movement, bottleneck identification and entrance load balancing in real time.
Mass crowd counting
Reliable counting for events and peak seasons — tens of thousands of people per frame.
// LIVE DEMO
See it in action
An interactive simulation of the on-site AI running this solution in real time. It's illustrative — your live deployment uses your own cameras, sensors and data.
// END-TO-END
We supply the hardware, not just the software.
Kvant delivers a complete, integrated solution: we design, source, install and connect every piece of on-site hardware — cameras, sensors, edge AI units, controllers, networking and power — wired straight into our software and a mobile app.
Sourced & installed
We handle procurement, wiring and installation — local and China supply chains, down to the last cable and connector.
Edge-native AI
On-site edge units run the AI locally — low latency, works offline, no cloud dependency.
A mobile app for every service
Each solution comes with its own branded app: live alerts, remote hardware control, dashboards and reports.
Support & maintenance
One partner for the whole stack — SLAs, spare parts, and updates for both hardware and software.
Deployed in weeks, not quarters.
We start with your existing cameras wherever possible, run a two-week pilot on real footage, then scale to full production with dashboards, alerts and API access.
Site survey & camera audit
Two-week pilot on real footage
Model tuning to your environment
Production rollout + dashboards + alerts