Category: Industry applications
Metrics and KPIs for manufacturing productivity tracking
manufacturing kpis and metrics Manufacturing KPIs and metrics are quantifiable measures that align with operational and strategic goals. They translate shop-floor activity into numbers. They help teams act quickly, correct problems, and plan investments. In short, these metrics tell managers what to improve and where to focus. Companies often group measurements by efficiency, quality, delivery, […]
Perimeter breach detection in manufacturing
Perimeter security: Understanding perimeter threats in manufacturing Manufacturing facilities face a growing range of perimeter threats. First, facilities attract attention because they hold valuable intellectual property and critical production lines. For example, manufacturing accounted for 26% of all cyberattacks in 2025. Second, attackers mix physical intrusion with cyber techniques to cause disruption. As a result, […]
Occupancy analytics heatmap for manufacturing insights
Understanding occupancy analytics: occupancy and analytics in manufacturing Occupancy analytics brings clarity to factory floors, and it does so by combining people counts, movement patterns, and contextual data. In a manufacturing setting occupancy means the presence and location of workers, equipment, and materials within a defined area. Analytics then converts those raw counts into trends, […]
Prevent slip, trip and fall in manufacturing
Statistics of Trips and Falls in Manufacturing Workplace Slips, trips and falls shape a large share of manufacturing harm. They rank high among causes of workplace injury and they cost businesses time and money. For example, a government source stated that these events made up roughly 27.5% of work-related injury claims that led to time […]
Access and unauthorised access detection in manufacturing
Chapter 1: Understanding risks in manufacturing in the manufacturing sector First, modern factories now blend physical gear with digital systems. Also, that shift creates new exposure for manufacturing operations. Additionally, the manufacturing sector has moved toward cyber-physical systems and connected control panels. For example, many sites run older control equipment alongside IT networks. Next, this […]
Process anomaly detection in manufacturing
anomaly detection in manufacturing: how anomaly detection works to spot anomalies in manufacturing Process anomaly detection in manufacturing begins with a clear definition of normal and abnormal behavior on the line, and then uses algorithms to find deviations from that baseline. The idea is simple, and the execution is complex. First, engineers collect raw data […]
Vehicle detection and classification in manufacturing
Vehicle classification in manufacturing: Overview and challenges Vehicle classification refers to the automatic process that identifies a vehicle and assigns it to a category such as car, truck, bus, or motorcycle. In manufacturing, this capability supports production-line inspection, work-in-progress tracking, and logistics verification. For example, a camera over a final inspection bay can detect a […]
AI-powered object left-behind detection in manufacturing
Object Left Behind: Risks in the Manufacturing Environment An object left behind on a production line can stop a machine, scratch a part, or cause a safety incident. In manufacturing, an “object left behind” usually means tools, fasteners, packaging, or debris that remain on conveyor belts, workstations, or inside assemblies after an operation. For example, […]
People counting in manufacturing: top people counting system
Overview of the people counting solution in manufacturing People counting in modern factories refers to systems that detect who is in a facility, where they move, and when they move. A people counting solution turns cameras and sensors into a business tool that tracks staff and machines. For manufacturers this means better visibility, faster decisions, […]
AI crowd detection and density estimation in manufacturing
Introduction to crowd detection and crowd densities in manufacturing Manufacturing floors often host large numbers of workers, moving parts, and heavy machines in compact zones. This creates a constant tension between productivity and safety. Tracking crowd densities helps teams spot hotspots, reduce congestion, and keep evacuation routes clear. In fact, research found that overcrowding is […]
