Data-Driven Factories: IoT, MES, and Digital Twins
Start small, scale smart. Edge gateways normalize machine signals using open standards, reducing noise before data hits MES or cloud. Consultants standardize tags and contextual models so every dashboard and alert speaks the same language, accelerating trustworthy decision-making.
Data-Driven Factories: IoT, MES, and Digital Twins
Before rearranging a cell, simulate. A digital twin replicates constraints, changeovers, and demand variability. Consultants test batch sizes, staffing models, and scheduling rules virtually, selecting scenarios that lift throughput while safeguarding quality and avoiding expensive, irreversible layout mistakes.
Data-Driven Factories: IoT, MES, and Digital Twins
Dashboards should prompt decisions, not decorate walls. Tiered huddles, concise KPIs, and alert thresholds convert MES data into immediate actions. Teams see downtime causes, quality escapes, and backlog shifts as they happen—and course-correct before performance erodes.