In many companies the reality looks like this:
- Incompatible interfaces: Many machines and sensors use proprietary protocols (MODBUS, OPC‑UA, REST API), making central data aggregation impossible.
- Vendor lock-in & closed systems: Proprietary platforms restrict access to raw data; customisations are expensive and time-consuming.
- Manual data collection: Excel sheets, CSV exports and local storage islands lead to inconsistencies and lack of transparency.
- Missing real-time information: Operations and maintenance teams react late to anomalies because central dashboards and alerts are absent.
- High integration effort: Every new plant requires individual integration, extending project timelines.
The result:
- Untapped potential such as predictive maintenance, energy optimisation or process monitoring remains unused.