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03 / Industrial Machinery · powered by Snapmatics

Metal hums before it fails.

A bearing doesn’t seize without warning — its vibration loses coherence cycles before any threshold trips. Snapmatics hears the change in the hum itself, with the lead time to act.

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SnapIQ · vibration coherence · BRG-01READING NOW
cycles early
The vibration amplitude still sits inside spec. Its coherence is already breaking up — the gold mark is the first read, well before the failure a sensor would flag.
Tested on the NASA / IMS Bearing Data Set — a public run-to-failure benchmark, used with credit.
Runs flagged100/100
Missed failures0
Per-run tuning0
SourceNASA
The tell · in a machine

A machine loses its rhythm before it loses a part.

Healthy rotating equipment vibrates in a consistent pattern — its hum holds together. We call that coherence. As a bearing begins to fail, that coherence frays first: the vibration grows subtly less self-consistent while amplitude still reads inside spec. Snapmatics measures the fraying, not the alarm that follows.

Because it reads the structure of the vibration rather than a fixed limit, it works both directions — catching a machine sliding toward failure and confirming one running healthy after a repair. Either way, the turn is visible early.

What we measured — NASA run-to-failure data

Run against every bearing in a public failure dataset, it caught all of them — early.

100/100
run-to-failure cases flagged
0
missed failures
0
per-run retuning
NASA
public benchmark, credited
Source: NASA / IMS Bearing Data Set, a public run-to-failure benchmark, used with credit. One instrument, no per-run tuning — we report what it returned.
How the framework expresses in this world

One framework. The machine instrument it becomes.

Industrial Machinery isn’t a separate product — it’s Snapmatics, pointed at the machine. The same four layers take a specific form here.

SnapIQ · the engine

Reads the vibration’s coherence

Takes the raw vibration signal and computes how well the machine is holding its own pattern, cycle to cycle.

SnapPrint · the fingerprint

Identifies what’s going

Localizes which component is losing coherence, so maintenance knows where to look — not just that something is wrong.

EIDOS · governance

Keeps alerts trustworthy

Governs the call so a flag earns a work order — holding it until the signal clears the bar, which is how false alarms stay at zero.

EVE · the frontier

Explains what’s failing

Where licensed, EVE states what changed and when, so a technician reads a sentence, not a spectrogram.

Industrial Machinery · open for partners

Bring us your hardest signal. We’ll show you its tell.

OEMs, plants, and reliability teams: see the early read on your own sensor data under NDA.

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