Koca Ventures Ltd
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Covent Garden, London
WC2H 9JQ, United Kingdom
Registered in England & Wales — 16231043
Koca Ventures provides innovative software, AI, and fractional CTO/CFO services.
EDGE AI SECURITY
Project Vanguard — Intelligent Security Platform
A commercial property management company was struggling with high false positive rates and delayed incident response from their legacy CCTV system. We built an edge AI surveillance platform that achieved 99.2% detection accuracy, with every stage of inference running on-premise on NVIDIA Jetson.
Computer VisionEdge AIReal-time AnalyticsSecurity
ClientCommercial property management
IndustrySecurity & Surveillance
Duration12-week implementation
Year2025
Explore
OVERVIEW
AI-Powered Threat Detection & Monitoring
Project Vanguard deploys computer vision models directly on edge devices, turning a passive CCTV network into an active detection layer that flags events as they happen.
The platform combines real-time object detection, behavioral analysis, and intelligent alerting to provide security teams with actionable insights - not just endless streams of footage to review.
THE CHALLENGE
Traditional CCTV Limitations
Conventional surveillance systems were struggling to keep up with modern security demands, creating critical gaps in protection.
High False Positive Rates
Traditional CCTV systems generated thousands of false alerts daily, causing alarm fatigue and missed genuine threats.
Delayed Response Times
Manual review of footage meant threats were often identified hours or days after incidents occurred.
Scalability Issues
Adding new cameras required proportional increases in security personnel for monitoring.
THE SOLUTION
Intelligent Security Architecture
We designed a comprehensive AI-powered platform that addresses each limitation while adding powerful new capabilities.
1
AI-Powered Object Detection
Custom-trained deep learning models identify people, vehicles, and objects with exceptional accuracy, filtering out environmental noise like shadows and animals.
Multi-class object detectionReal-time trackingLow-light enhancement
2
Behavioral Analysis Engine
Advanced algorithms detect suspicious behaviors such as loitering, perimeter breaches, and unusual movement patterns before incidents escalate.
Anomaly detectionPattern recognitionPredictive alerts
3
Smart Alert System
Intelligent notification system prioritizes alerts based on threat severity, reducing operator workload while ensuring critical events never go unnoticed.
Priority-based routingMulti-channel deliveryContextual information
4
Edge Computing Deployment
Processing happens directly on NVIDIA Jetson devices at the camera level, keeping the detection path local and bandwidth requirements low.
Local processingMinimal latencyBandwidth efficient
THE RESULTS
Measurable Impact
Accuracy is compared against the legacy system at the deployed site; the latency figure is the design spec the pipeline is engineered and load-tested against.
0.0%
Threat Detection Accuracy
Share of genuine incidents correctly identified, validated against the security team's review logs.
0
Simultaneous IP Camera Streams
Maximum streams ingested and processed per site on NVIDIA Jetson edge nodes.
<20ms
Per-Stream Latency Budget
Design spec from triggering frame to dispatched alert — the pipeline is load-tested against this budget.
TECHNOLOGY
Tech Stack
Built with industry-leading technologies optimized for edge AI performance.
Python
Backend
OpenCV
Computer Vision
NVIDIA Jetson
Edge Hardware
TensorRT
AI Optimization
React
Frontend
PostgreSQL
DatabaseHARDWARE
Edge Deployment Architecture
Purpose-built hardware configurations for reliable, high-performance edge AI processing.
NVIDIA Jetson AGX Orin
275 TOPS AI Performance
Primary edge processing unit for complex analytics
NVIDIA Jetson Xavier NX
21 TOPS AI Performance
Cost-effective deployment for standard installations
IP Camera Integration
ONVIF & RTSP Support
Compatible with existing camera infrastructure
Central Server
NVIDIA GPU Cluster
Model training and dashboard hosting
IP Cameras
Jetson Edge
Central Server
Dashboard
Want Similar Results for Your Security Operations?
Let's discuss how we can modernize your surveillance infrastructure with AI-powered threat detection — on your premises, on your hardware.