Koca Ventures Ltd
71-75 Shelton Street
Covent Garden, London
WC2H 9JQ, United Kingdom
Registered in England & Wales — 16231043
Koca Ventures provides innovative software, AI, and fractional CTO/CFO services.
COMPUTER VISION
Project Orion — AI-Powered Restaurant Operations
A multi-site hospitality group with 150+ locations needed consistent service quality across a fast-growing franchise network. Project Orion turns their existing security cameras into intelligent service monitors — real-time staff guidance and performance analytics with no additional hardware.
Computer VisionRestaurant AIReal-Time AnalyticsEdge Computing
ClientCustomer redacted (150+ locations)
IndustryFood & Beverage / Hospitality
Duration8-week deployment
Year2025
Explore
THE RESULTS
Measurable Operational Impact
Measured over three months at the pilot sites against the pre-deployment baseline.
0%
Faster Table Service
Reduction in average customer wait time from seating to first contact at vision-equipped sites.
0%
Fewer Missed Orders
Decrease in service gaps caught by AI monitoring, against the pre-deployment baseline.
0%
Staff Adoption Rate
Active daily usage by service staff within the first month — the voice-guided interface required minimal training.
"The system transformed how our operations team works. We went from manually reviewing hours of data to getting intelligent, actionable insights — it just works."
Operations Director, a multi-site hospitality group
Overview
Turning Existing Cameras Into Intelligent Service Monitors
8-week deployment5-person engineering team
Instead of relying on managers to spot issues during busy hours, the AI continuously monitors every table and every service gap — alerting staff in real time before problems reach the customer.
The group's platform spans 150+ locations; computer vision is live at 10+ sites and rolls out site by site — holding the brand's long-established service standard whether it's a flagship café or a newly opened franchise. The system integrates with existing security cameras and POS systems, with no additional hardware investment.
Key Capabilities
- Customer attention detection (hand-raise, wait-time monitoring)
- Real-time table status tracking and turnover optimization
- Order delay alerts and missed service prevention
- Voice-guided staff routing via earpiece commands
THE CHALLENGE
Scaling Service Quality Across 150+ Locations
Before Project Orion, the customer's rapid franchise expansion created growing pains in maintaining consistent service quality and operational efficiency.
Inconsistent Service Across Locations
With rapid franchise expansion, maintaining the customer's long-established service standard became increasingly difficult. Each location developed its own operational habits, leading to inconsistent customer experiences and brand dilution.
Manual Staff Coordination During Peak Hours
Peak hours created operational chaos — servers missed customer signals, tables went uncleared for too long, and dessert upsell opportunities were lost. Managers spent more time firefighting than coaching their teams.
Training New Staff at Scale
High turnover rates in hospitality meant constant training cycles. New employees took weeks to reach acceptable service levels, with mistakes during the learning period directly impacting customer satisfaction and reviews.
THE SOLUTION
Camera-Based AI Service Monitor with Voice-Guided Routing
Project Orion uses existing security camera infrastructure and POS integration to provide real-time operational intelligence and hands-free staff guidance.
1
Computer Vision Service Monitor
Camera-based AI that detects customer hand-raises, identifies empty and dirty tables, and monitors the complete dining journey — alerting staff in real-time before service gaps occur.
Customer attention detectionTable status monitoringService gap prevention
2
Smart Staff Routing
Voice commands sent directly to servers' earpieces when customers arrive, orders need to be taken, or tables need clearing. The system assigns tasks to the nearest available server automatically.
Voice-guided task assignmentProximity-based routingWorkload balancing
3
Performance Analytics Dashboard
Individual server metrics, restaurant-wide KPIs, and cross-location benchmarking. Managers see exactly who needs coaching and where service bottlenecks form.
Server performance scoringCross-location comparisonTrend analysis
4
AI Training Coach
Real-time feedback for new employees with step-by-step guidance during service. The system monitors their actions and provides corrections before mistakes reach the customer.
Step-by-step onboardingReal-time error preventionAccelerated training
Architecture
System Architecture Overview
End-to-end pipeline from camera feeds to voice-guided staff commands, designed for multi-location deployment.
IP Cameras (Existing CCTV Infrastructure)
Edge Processing
NVIDIA Jetson, DeepStream SDK, Real-Time InferenceAI Engine
Customer Detection, Table Status, Behavior Analysis
POS Integration
Order Tracking, Menu Items, Upsell Monitoring
Staff Interface
Earpiece Voice Commands, Mobile Dashboard, Alerts
Analytics & Integrations
Micros POSAdisyonIP Camera RTSPWebSocketREST APIMobile Push
TECHNOLOGY
Built for Real-Time Restaurant Operations
Edge AI and computer vision stack optimized for low-latency service monitoring
P
Python
AI & Computer VisionP
PyTorch
AI & Computer VisionN
NVIDIA DeepStream
AI & Computer VisionT
TensorRT
AI & Computer VisionY
YOLO
AI & Computer VisionO
OpenCV
AI & Computer VisionR
React
Frontend & DashboardN
Next.js
Frontend & DashboardT
TypeScript
Frontend & DashboardT
Tailwind CSS
Frontend & DashboardF
FastAPI
BackendP
PostgreSQL
BackendR
Redis
BackendW
WebSocket
BackendG
GStreamer
BackendN
NVIDIA Jetson
Edge & InfrastructureD
Docker
Edge & InfrastructureR
RTSP
Edge & InfrastructureK
Kubernetes
Edge & InfrastructureWant AI-Powered Operations for Your Restaurant Chain?
Project Orion runs on your existing camera infrastructure with no additional hardware. Let's scope a pilot for your locations.