Not “monitor everything.” Reason about the thing that stops the plant.
This page tells you whether you are the customer — which is more useful than claiming everyone is. Any one of three conditions qualifies an operation:
Single-point-of-failure equipment. One machine whose failure stops the operation — or endangers people. The severest tier of consequence includes safety, not just production: a machine whose failure endangers people qualifies regardless of its production role.
A continuous process. One machine down is the line down. Diagnosis speed converts directly to margin.
Expertise that doesn't scale. Fleets and distributed sites that outnumber the people who can diagnose a drivetrain.
Find yours. All three are equal citizens here.
Failure stops the process. The chokepoint machine with no standby, the kiln, the compressor train. The pain is downtime and restart cost, measured in hours. The steel sinter plant deployment is this pain, served live — a daily equipment intelligence across 50 machines, every shift.
Failure never stops anything and bleeds money invisibly. The fab vacuum pump that scraps wafers, the cooler losing thermal performance under an OEM guarantee, the energy-recovery unit silently falling back to fossil supply. Tier-1 economics with Tier-3 visibility — exactly why downtime-focused monitoring never catches it. The PVC compounding project is this pain, delivered: the loss was in scrapped batches, and one prevented extruder seizure carried the business case.
The machine that makes neither the product nor money, but whose failure is catastrophic. Cooling water to a blast furnace is the canonical example: the pumping stations run unnoticed until disruption, and the consequence is not lost tonnes but a safety event. This is not a future segment. Two of the five areas under the live daily intelligence are water utilities — the BF-8 pump house and the cooling-water pump house — treated with full weight: the dark machine the intelligence refuses to call healthy is the plant's largest motor, a cooling-water pump with no standby.
The same artifact shape, applied to each operation's assets.
Segments with delivered work behind them say so. Every other segment is presented through the filter and the pain type — never through implied experience. The standing line under all of them: the reasoning ports; the knowledge does not. Each new plant needs its own knowledge substrate built before the intelligence is trustworthy there.
OEMs embed equipment intelligence in service contracts — the machine ships with its reasoning attached.
Maintenance service providers put one senior diagnostician's judgment behind every site they serve.
Insurers buy evidence rather than recommendations: cited findings, standing verdicts, auditable runs.