Industries

Manufacturing — automotive, plastics & rubber

Compressed air, electrical demand and equipment health on plant floors where the oldest asset is often the most important one.

Tier 1 and Tier 2 plants tend to have excellent data about parts and almost none about the utilities that make them. Compressed air has no meter, demand charges are absorbed into an overhead line, and the presses that matter most are often the ones without a PLC. We meter what exists, integrate what is already there, and leave the 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 plant can pay all year for one afternoon when the dryer regen and the compressor happened to call together. That interval is invisible on a monthly bill and unmistakable on a minute-resolution trace, and once you can see it you can schedule around it — usually without buying anything.

Then there is the equipment itself. A bearing changes its signature weeks before it seizes, and the plants hurt worst by that are the ones running assets old enough that no vendor supports them any more. Those are exactly the assets we can instrument: 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 outputs. Nothing is ripped out, nothing writes a command back, and no line stops to install it.

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 plant 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 plant 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 plants like yours.

All 7 case studies in this sector

G4 — every industry slug must resolve to at least two case studies; the build gate asserts it (J.9.4). R2 — 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.

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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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