Most manufacturing dashboards share the same fate: they are ignored within 3 months of deployment. Not because the data is wrong. Because engineers optimized for data richness while operators need action clarity.
A factory floor manager doesn't need 50 data points. She needs 3 numbers that tell her everything is fine, and 1 red alert that demands attention. Every extra metric is cognitive load that slows down the exact response time you're trying to improve.
The WireFlow Audit
Aurangabad's wire manufacturing units were running SAP dashboards with 40+ KPIs per screen. Operators had developed workarounds — physical whiteboards next to the terminal showing the 5 numbers they actually cared about. The dashboard was a compliance checkbox, not a tool.
The Signal-to-Noise Principle
We rebuilt WireFlow around one constraint: everything visible on screen must be actionable within 5 minutes. Informational metrics that can't trigger an action were moved to a drill-down layer. The primary screen shows 6 numbers. Operators understand status in under 5 seconds.
Results: 22% reduction in unplanned downtime in the first quarter, 18% reduction in quality defects, and — most tellingly — operators stopped maintaining the whiteboard. The dashboard became the source of truth.