AI Monitoring for Heavy Industrial Machinery

Condition monitoring is the measurement: readings taken continuously from equipment while it is running. Predictive maintenance is what you do with those readings, using the trend to schedule a repair before the failure rather than after it.

Condition monitoring without prediction is just a lot of data. Prediction without monitoring is guesswork. EcoWise does both: it reads the electrical signature of the motor, and the analysis tells you which changes in that signature mean a part is on its way out.

Single and three-phase motors from 0.5 kW up to 100 kW, across both US 480 V and Canadian 600 V service. In practice that covers car wash water pumps, cooling tower fans and pumps, compressors, and process motors on a production floor.

Hardware and installation pricing varies with motor size and how the site is wired, so a quote depends on the panel as much as on the motor.

A change in vibration comes first, well before anything is audible. Then noise: a rumble or a whine that changes with speed. Then heat at the bearing housing. Then visible play. By the audible stage a bearing is often weeks or less from failure, and by the heat stage, days.

EcoWise reads the motor's electrical signature rather than its vibration. A degrading bearing increases mechanical drag, and that shows up as a change in current draw and load pattern. It is not quite as early as a vibration analyst with a handheld probe, but it is continuous rather than quarterly, it needs nothing mounted on the machine, and it is far earlier than anyone notices by walking past.

Cavitation and dry running are the usual mechanical culprits, followed by bearing and seal wear, misalignment, and running the pump outside its design curve.

Nearly all of them change how hard the motor is working before they stop the pump, which is why EcoWise watches current and power rather than waiting for a failure. Cavitation and dry running are the clearest of the group, and both change the load signature almost immediately.

Two options: on the motor itself, or at the electrical panel. The panel option is the one worth knowing about, because a single monitoring point there can cover several pieces of equipment at once rather than needing one sensor per machine.

Renergy installs through licensed partners, so you are not fitting anything yourself and the work is done to local electrical code.

It saves money when unplanned downtime is expensive and the equipment fails gradually rather than instantly, which covers most pumps, motors and compressors. It does not pay for itself on cheap equipment that is quick to swap.

The honest framing is that you are buying lead time. On a frozen smoothie co-packer's production floor, an unplanned stop costs roughly $2,500 an hour. In poultry processing the figure runs $5,000 to $10,000 an hour. Against numbers like those, catching a single failure early pays for the monitoring many times over.

Which is also the test for whether it is worth it on your equipment: work out what an hour of that machine being down costs you, and compare it to the monitoring. If the machine stops the line, the maths is not close.

About 45 to 60 minutes per piece of equipment. Current measurement is non-invasive, so it can be done with the machine running.

If you also want power monitoring we need to probe voltage, and depending on the voltage range and local safety rules that means a short shutdown, typically 5 to 10 minutes per unit. We schedule those together so a site is finished in one visit rather than several.