Industries

Manufacturing — automotive, plastics & rubber

Compressed air, electrical demand and equipment health on factory floors where the oldest asset in the building is often the one that matters most.

Tier 1 and Tier 2 factories usually have excellent data about parts and almost none about the utilities that make them. Compressed air has no meter, demand charges disappear into an overhead line, and the presses that matter most are often the ones without a PLC. So we meter what is there, connect to what you already have, and leave your controls alone.

The compressed-air system is usually where the first month pays for itself. Air is the most expensive utility per unit of work in the building, it is almost never sub-metered, and a leak makes no noise anybody can hear over a stamping line. A Sunday leak-down test against a permanently installed flow meter turns “we probably have leaks” into a list of cells, in order, with a number beside each one.

Electrical demand is the second. A demand charge is set by a single fifteen-minute interval, which means a factory can pay all year for one afternoon when the dryer regen and the compressor happened to call together. You will never find that interval on a monthly bill, and you cannot miss it on a minute-by-minute trace. Once you can see it, you can usually schedule around it without buying anything.

Then there is the equipment itself. A bearing changes its signature weeks before it seizes, and the factories that get hurt worst are the ones running assets old enough that no vendor supports them any more. Those are exactly the assets we can put a sensor on: a vibration sensor on the housing, a current transformer clamped on the motor feed, a 4-20 mA transmitter tapped off whatever the machine already puts out. Nothing gets ripped out, nothing can write a command back, and no line has to stop while we install it.

Manufacturing — automotive, plastics & rubber

Photo slot · industry-manufacturing — pending the photography cull (§K.3 #27).

What the data looks like.

Representative operational data, not a client result — the shapes are real, the factory is not.

Press 3 · drive-end bearing
ESTABLISHED SIGNATURE
60 DAYS · ONE READING A DAY · DASHED = ESTABLISHED SIGNATURE
Chart data
IntervalVibration RMS (mm/s)
01 JUN2.01
02 JUN2.02
03 JUN2.00
04 JUN2.05
05 JUN2.08
06 JUN2.04
07 JUN2.05
08 JUN2.03
09 JUN2.08
10 JUN2.04
11 JUN2.12
12 JUN2.08
13 JUN2.07
14 JUN2.07
15 JUN2.07
16 JUN2.04
17 JUN2.09
18 JUN2.07
19 JUN2.07
20 JUN2.05
21 JUN2.06
22 JUN2.01
23 JUN2.03
24 JUN1.97
25 JUN2.03
26 JUN1.96
27 JUN1.97
28 JUN1.98
29 JUN1.95
30 JUN1.98
01 JUL1.96
02 JUL1.94
03 JUL1.93
04 JUL1.97
05 JUL1.96
06 JUL1.97
07 JUL1.98
08 JUL2.00
09 JUL1.96
10 JUL1.98
11 JUL2.00
12 JUL1.97
13 JUL2.03
14 JUL2.00
15 JUL2.01
16 JUL2.05
17 JUL2.10
18 JUL2.19
19 JUL2.33
20 JUL2.40
21 JUL2.51
22 JUL2.74
23 JUL2.90
24 JUL3.06
25 JUL3.34
26 JUL3.56
27 JUL3.85
28 JUL4.10
29 JUL4.46
30 JUL4.73
The press has no PLC and no controls to interfere with. The vibration sensor sits on the bearing housing and reads only — and for twelve days it was the only thing in the factory that knew.
Compressed air · leak-down by cell
TARGETLIMITStamping: 18 L/minWeld cell 1: 9 L/minWeld cell 2: 52 L/minPaint prep: 11 L/minAssembly: 6 L/minTool room: 27 L/min1895211627
SUNDAY SHUTDOWN · LITRES PER MINUTE LOST, BY CELL
Chart data
IntervalValue (L/min)
Stamping18
Weld cell 19
Weld cell 252
Paint prep11
Assembly6
Tool room27
A leak-down test is one Sunday of data. It is also the fastest argument anyone has ever made to a maintenance budget: one cell here loses more than the other five together.

Representative sets are flagged provenance: representative in src/data/widgets/ and are hot-swappable for the real sets (G6) with no markup change — §K.3 #28.

What it found in factories like yours.

  • Illustrative scenario

    water

    Chiller circuit leak isolated without a shutdown

    An automotive factory

    A leaking cooling loop found and isolated with the line still running.

  • Illustrative scenario

    compressed-air

    Compressed air leaks in a stamping operation

    A Tier 2 automotive stamping factory

    The most expensive utility per unit of work, leaking into an empty building overnight.

  • Illustrative scenario

    predictive-maintenance

    Conveyor drive bearing degradation caught six weeks early

    A bulk handling facility

    A bearing changed its signature about six weeks before it would have seized.

  • Illustrative scenario

    cooling-towers · water

    Cooling tower blowdown optimization

    A plastics manufacturing factory

    Blowdown running on a timer instead of on conductivity, discharging good water.

All 7 case studies in this sector

A study marked Illustrative scenario is representative of common industrial IoT applications: no client is named, no logo is shown and no figure on it was measured at any site. G4 — every industry slug must resolve to at least two case studies; the build gate asserts it (J.9.4).

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Half a day on your floor, no charge and no obligation. At the end of it we tell you what we saw, what we would meter first, and what the return looks like.

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