Engineering scenarios
See how data and software meet real constraints: a private network, a camera on a production line and a changing viewing angle.
Illustrative engineering scenarios showing common constraints. They are not presented as client case studies or proof of Novera delivery.
01 / Data · Architecture
A multi-asset organisation needs management reporting. The data sits in several systems, and reporting must stay within the organisation’s infrastructure.
PostgreSQL, Airflow pipelines and Power BI reporting with role-based access.
The scenario shows how an interim demonstration can clarify reporting priorities.
02 / Manufacturing · System design
An operator checks packaging as it moves along a production line. Automation starts with understanding which defects a camera can see and how to inspect them without slowing the line.
Defect definitions, image-capture conditions, processing beside the line and an operator interface.
The scenario connects defect requirements with image capture and the inspection architecture.
03 / Retail · Pilot
This pilot explores how to identify and count products from images of a retail cabinet. Model quality depends on the cabinet’s physical configuration.
Cameras and shelf regions, recognition and counting models, an API and an interface.
The scenario shows how camera position and cabinet configuration can affect recognition and counting.
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