AI Vision
Smart Camera Analytics
YOLO-powered crowd detection, queue length estimation, and wait time prediction from standard IP cameras.
AI Vision · Smart CCTV · Camera Intelligence
Queue Management System for Indian Businesses
From computer vision crowd analytics to live wait time prediction — we engineer smart CCTV solutions for theme parks, hospitals, and public venues. Edge AI that works offline, built for Indian scale.
YOLO-powered crowd detection, real-time queue analytics, guest signage boards, operations dashboards, and manual override workflows — all running on your edge hardware.
YOLOv11
Edge AI
Real-time person detection running on local edge hardware
Sub-30s
Latency
Camera-to-display end-to-end update cycle
Zero
Cloud PII
No face recognition. No raw video leaves the venue.
Queue Dashboard
● Live
24 min Avg Wait
99.2% Uptime
12K Guests Today
8/8 Cameras OK
Ride Status
6 Open
2 Delayed
1 Closed
Quick Actions
Override · Alert · Broadcast · Export
Vision Solutions
AI-powered camera modules and smart CCTV systems for intelligent venues.
Monitoring
Crowd Monitoring
Camera-based crowd density tracking with zone-level analytics, heat maps, and capacity alerts.
Signage
Guest Signage
Digital display boards with real-time wait times, ride status, and dual-language support for guest areas.
Dashboard
Operations Dashboard
Real-time ops view: ride status, camera wall, alerts, manual overrides, and park-wide analytics.
Override
Ride Override Workflows
Operator-assisted manual overrides for camera downtime, special events, and emergency ride closures.
Analytics
Park Analytics
Historical footfall data, peak-hour patterns, staffing recommendations, and express-pass optimization insights.
Capabilities
Everything your venue needs for intelligent queue management.
Computer Vision Engine
YOLO-based crowd detection on edge hardware
- YOLOv11 person detection with ByteTrack re-ID
- Zone-based queue length estimation
- Privacy-preserving: no face recognition
- Works with standard IP cameras (RTSP)
Real-Time Processing
Sub-second wait time updates across all channels
- MQTT-based edge event transport
- WebSocket live updates to dashboards
- Automatic fallback to manual override
- Sub-minute signage refresh cycle
Privacy & Compliance
Built for DPDP compliance from day one
- No raw video leaves ride zones
- Edge-only processing, no cloud PII
- Role-based access: viewer, operator, admin
- Auditable override logs with expiry
Open API & Integrations
Connect to your park app, website, and systems
- REST API with OpenAPI/Swagger docs
- Public wait-time endpoints for guest apps
- Protected operator routes with API keys
- Webhook alerts for threshold breaches
How We Build
From site survey to live deployment — a tight loop with clear checkpoints.
01
Site Survey & Planning
Map ride zones, camera positions, network topology, and display locations. Define POC scope with 2-4 rides.
02
Build & Calibrate
Deploy edge hardware, install cameras, calibrate detection zones, and run validation against ground truth.
03
Go Live & Scale
Launch with operator training, 24/7 monitoring, and continuous model tuning as your park grows.
Why PistaVision
Queue intelligence that your operations team will actually use — accurate, reliable, and built for Indian park scale.
Built for real parks
We focus on what matters: accurate wait times that guests trust, camera systems that work in Indian weather, and dashboards operators actually use during peak hours — not just demos.
- Standalone deployment — no dependency on existing park CCTV or network.
- Camera-to-display latency under 30 seconds end-to-end.
- Works during power fluctuations with UPS-backed edge nodes.
- Manual override workflows when cameras need maintenance.
- Scale from 4-ride POC to full 30-ride park deployment.
Frequently Asked Questions
What is queue management software?
Queue management software automates customer waiting lines using digital token systems, live wait time displays, and smart signage. It reduces perceived wait time, prevents long physical lines, and gives your staff real-time crowd data. PistaVision's queue management system works for shops, clinics, hospitals, theme parks, and government offices across India.
How to manage crowd in a shop in India?
Use a digital token queue system with number display boards. Customers receive a token number on entry, wait comfortably, and are called when their turn comes. PistaVision's crowd management software uses AI cameras to track queue length, predict wait times, and optimize staff allocation during peak hours — reducing customer frustration and lost sales.
What is the best queue management software in India for 2026?
PistaVision offers AI-powered queue management with live CCTV integration, wait time prediction, and smart signage — built specifically for Indian businesses. Unlike manual token systems, our virtual queue system tracks real-time crowd flow, sends customer notifications, and provides operations dashboards. It works for small shops up to large theme parks and hospitals.
Can queue management work for hospital waiting rooms?
Yes. PistaVision's virtual queue system is designed for healthcare settings. Patients receive digital tokens, see estimated wait times on display screens, and get notified when their turn approaches. Doctors and staff get real-time queue analytics to optimize patient flow. The system integrates with clinic management software for seamless appointment-to-queue workflow.