Dashboards must respect human attention. We combine large numerals, unambiguous color codes, and limited concurrent alerts to minimize overload. Think green-amber-red with shapes for color-blind users, plus trend arrows only when direction matters. Operators can understand status within one glance at two meters, even during shift noise.
Aggregated weekly charts hide the cause of today’s lost minutes. We expose micro-stops, reason codes, and live constraints, then pair each with a suggested action: verify feeder alignment, clean photoeye, or call maintenance. One tap logs the step, starts a timer, and escalates if recovery lags.
Nothing erodes adoption faster than numbers that drift from reality. We timestamp at source, align to cycle counters, validate units, and buffer locally during outages. Operators see consistent KPIs across stations and shifts, and they can flag suspect readings directly, attaching photos or short voice notes for follow-up.
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