Transforming Manufacturing Operations with Edge AI, Computer Vision, and Real-Time Operational Intelligence

Executive Summary

A leading automotive components manufacturer operating four production facilities wanted to improve operational visibility beyond traditional machine monitoring. While SCADA, PLCs, MES, and ERP systems effectively monitored production equipment, they provided limited insight into workforce activities, safety compliance, material movement, and operational workflows.

SPGS implemented an enterprise Operational Intelligence platform combining Edge AI, Computer Vision, AI Video Analytics, Industrial IoT, Cloud AI, and Enterprise Dashboards. The solution transformed existing CCTV infrastructure into an intelligent operational platform, enabling real-time monitoring, cross-site visibility, and data-driven decision-making.

Customer Profile

Industry: Automotive Components Manufacturing

Customer: Leading Tier-1 Automotive Supplier (Anonymous)

Project Scope

4 Manufacturing Plants
350+ AI-enabled Cameras
42 Production Lines
2,500+ Employees
24×7 Operations
Enterprise-wide AI deployment

Business Challenges

The manufacturer faced several operational challenges despite having mature automation systems:

Limited visibility into day-to-day shop floor activities.
Manual monitoring of workplace safety and SOP compliance.
Time-consuming incident investigations using recorded CCTV footage.
Disconnected operational information across CCTV, SCADA, ERP, MES, and maintenance systems.
Difficulty maintaining consistent operational standards across multiple facilities.

The organisation required a solution that complemented existing automation rather than replacing it.

Project Objectives

The primary objectives were to:

Improve operational visibility across all plants.
Strengthen workplace safety monitoring.
Digitise SOP compliance verification.
Reduce manual CCTV monitoring.
Integrate operational and visual intelligence.
Create enterprise dashboards for management.
Build a scalable AI platform for future expansion.

SPGS Solution

SPGS developed a layered Operational Intelligence platform where Edge AI processed events locally while Cloud AI consolidated insights across all manufacturing sites.

The deployment combined:

Edge AI
AI Video Analytics
Computer Vision
Cloud AI
Industrial IoT
Enterprise Dashboards
Event Correlation Engine

This architecture enabled real-time operational monitoring without disrupting existing production systems.

Solution Architecture

Operational Flow

Technology Stack

Technology	Purpose
Edge AI	Local AI inference
Cloud AI	Enterprise analytics
Computer Vision	Visual intelligence
AI Video Analytics	Event detection
Industrial IoT	Equipment monitoring
SCADA & PLC	Production data integration
MQTT & OPC UA	Industrial communication
NVIDIA Jetson	Edge computing
Intel OpenVINO, TensorRT & ONNX Runtime	AI model optimisation

AI Models & Operational Use Cases

More than thirty AI models were deployed to support manufacturing operations.

Key applications included:

PPE compliance monitoring
Fire and smoke detection
Forklift safety
Restricted-area monitoring
Operator presence detection
Material movement tracking
Loading dock monitoring
Vehicle monitoring
Intrusion detection
Behaviour analytics
Fall detection

These models supported production, maintenance, warehouse operations, workplace safety, and facility security through a single AI platform.

Implementation Methodology

The deployment followed a structured approach:

Operational assessment
Infrastructure survey
Solution design
Pilot deployment
AI model training
SCADA, PLC, and IoT integration
User acceptance testing
Enterprise rollout
Performance optimisation

This phased implementation minimised operational disruption while allowing AI models to be refined using actual manufacturing conditions.

Enterprise Integrations

The platform integrated seamlessly with the customer’s existing digital ecosystem.

System	Purpose
ERP	Business reporting
MES	Production context
SCADA	Process monitoring
PLC	Machine events
CMMS	Maintenance workflows
Industrial IoT	Equipment data
MQTT & OPC UA	Real-time communication
REST APIs	Enterprise integration

The integration created a unified operational view without replacing existing systems.

Business Outcomes

Following deployment, the manufacturer achieved significantly greater operational visibility across all facilities.

Key outcomes included:

Faster operational decision-making.
Continuous workplace safety monitoring.
Enterprise-wide SOP compliance visibility.
Reduced manual CCTV review.
Faster incident investigations.
Improved collaboration between production, maintenance, and safety teams.
Centralised operational dashboards for management.
Standardised monitoring across multiple manufacturing plants.

ROI & Business Value

The project delivered value beyond traditional security monitoring by transforming video data into operational intelligence.

Benefits included:

Better utilisation of existing CCTV infrastructure.
Reduced manual inspection effort.
Faster identification of production issues.
Improved maintenance planning.
Enhanced cross-site operational consistency.
Stronger audit readiness and compliance reporting.
Scalable architecture supporting future AI initiatives.

Lessons Learned & Future Roadmap

The deployment demonstrated that combining Computer Vision with SCADA, PLC, and Industrial IoT provides a more complete understanding of manufacturing operations than traditional automation systems alone. Existing CCTV infrastructure became a valuable source of operational intelligence, enabling better collaboration across production, maintenance, safety, and management teams.

The manufacturer plans to expand the platform with predictive maintenance, Digital Twin integration, autonomous quality inspection, Vision-Language Models (VLMs), energy optimisation analytics, and enterprise-wide AI copilots to further strengthen operational performance.

Technology Pages

Edge AI
Computer Vision
AI Video Analytics
Industrial IoT
SCADA & PLC Integration
NVIDIA Jetson
Enterprise AI Dashboards

Contact SPGS

SPGS delivers enterprise-grade Operational Intelligence solutions that integrate Edge AI, Computer Vision, AI Video Analytics, Industrial IoT, SCADA, and Cloud AI to improve manufacturing visibility, safety, compliance, and operational efficiency. Contact SPGS to discuss how a scalable AI platform can accelerate your smart manufacturing initiatives.