# Use Cases

## 1. Industrial Visibility Layer for an Existing Line
Deploy a lightweight visibility layer over existing plant data to organize machine states, production signals, and operating context.

## 2. Extrusion Line Stabilization
Review process conditions, control behavior, and equipment interaction to reduce instability and improve repeatability.

## 3. Factory Layout Around Process Logic
Plan factory structure, material flow, utilities, and operator movement from the process inward rather than from building constraints outward.

## 4. Control Modernization with Data Readiness
Update PLC, HMI, alarms, and signal structure so the line is easier to operate today and easier to analyze later.

## Shared Operational Value
Across these use cases, the shared value is better structure, more stable operation, faster diagnosis, and more useful engineering decision-making.