Answers to common manufacturing questions

Why does your line keep stopping? What sensors do you actually need? We break down the questions manufacturers run into most.

Why Does My Production Line Keep Stopping?

Most unplanned stops come from a short list of causes that compound each other. Sensor blind spots, delayed maintenance response, equipment running past rated cycles, power quality events, raw material drift, PLC faults, and shift-change errors account for the majority of lost production time. Fixing them requires data correlation, not more dashboards.

Production

How to Track Warehouse Inventory in Real Time Without Replacing Your WMS

You don't need to rip out your WMS to get real-time inventory visibility. The practical approach is layering sensor-based location tracking on top of what you already run. Your WMS handles transactions. A sensor overlay handles physical reality. The two complement each other through read-only integration that keeps your WMS untouched.

Inventory

How to Monitor a Factory Floor in Real Time

Real-time factory monitoring means having sensor data from machines, environment, and process parameters available within seconds, not hours. It starts with choosing the right sensors for your top failure modes, runs through an edge-to-cloud architecture that handles the data volume, and works only if the alert design respects your operators' attention.

Monitoring

How to Reduce Equipment Downtime: 8 Strategies Ranked by Impact

Reducing equipment downtime starts with knowing where you're losing time, not with buying technology. The eight strategies below are ranked by how much downtime they typically eliminate in the first year. The top three are organizational fixes that cost almost nothing. The rest require incremental investment but build on each other.

Maintenance

How to Improve OEE: The 5 Levers That Actually Move the Number

OEE is the product of availability, performance, and quality. Most plants know their OEE number but can't pinpoint which of the three factors is dragging it down or why. Improving OEE requires decomposing the score, finding hidden losses in each category, and connecting production data to spatial context so you can see where on the floor the problems actually live.

Production

How to Get Real-Time Machine Data Without a 6-Month Integration Project

Traditional machine data integration projects take 4-6 months because they try to connect every system to every other system. The faster approach is read-only data collection through edge gateways that translate machine protocols into a common format without modifying the machine controllers. You can go from zero to first data point in days, not months.

Monitoring

What Is a Digital Twin?

A digital twin is a virtual representation of a physical asset, process, or system that stays synchronized with its real-world counterpart through live sensor data. Unlike a static 3D model, it continuously pulls in operational data, so teams can see what is happening on the factory or warehouse floor without being physically present.

Fundamentals