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Portability

The model does not care about the scale.

A fan in a server and a fan in a treatment plant are the same device at different sizes. So is a booster pump and a midstream mainline pump. PRISM learns signatures, not one kind of asset.

150+ days
Median warning, measured in water
$1,616
Realized savings per asset, per year
$0
To evaluate on your own data
Deployed and building with
Central States Water Resources High Tide Technologies Cornell Pump Company
Why it carries

Two things make it portable.

⚙

Almost everything critical is an electric motor

Strip the industry away and the critical rotating assets are the same population: motors, drives, pumps, fans, compressors, and the loops they sit in. Those features generalize across scale, and the models read them in production every day.

💾

Real telemetry breaks most predictive tools

Remote sites drop off for a week then dump it all at once. Tags carry a contractor's name from 2009. Half the fleet has no failure history. Most tools require you to fix that first. These models came out of clinical records, which are messier still.

Sectors

Where the method goes next.

Oil & gas · midstream

Pipeline & terminal pumping

Mainline and booster pumping, transfer and injection pumps, compression and the drives behind them. An unplanned station outage is throughput lost against a nomination, and the sites are hours from the nearest crew.

  • Intermittent SCADA over radio and satellite. The exact ingest pattern already handled in production.
  • Mobilization is the dominant cost, so converting one emergency call-out into planned work pays for a lot of monitoring.
Mining & minerals

Dewatering, slurry & process water

Dewatering pumps, slurry and tailings transfer, thickener and process water circuits. Duty is brutal and wear is constant, and a dewatering failure is a production stoppage rather than an equipment problem.

  • Accelerated wear regimes where run-to-failure is treated as unavoidable rather than as a choice.
  • Sites with real telemetry and no time to analyze it. The data exists; the foresight does not.
Chemicals · pulp · food

Process plant & utilities

Transfer and circulation pumps, cooling and chilled water loops, compressed air, vacuum, and the fans and drives across the utilities block. The utilities nobody owns are usually the ones that take the line down.

  • The masked-decline signature is everywhere. A loop spends more effort to hold the same duty, and the control system hides it.
  • Turnaround scheduling is the real product: what must be touched at the next window, and what can wait.
Pharmaceutical & life sciences

GMP utilities & clean systems

Purified water and WFI loops, clean utilities, HVAC serving classified space, chillers and process cooling. An excursion here is not only downtime; it is an investigation, a deviation, and potentially a batch.

  • An auditable, time-stamped asset-health record is worth something on its own when a regulator asks what you knew and when.
  • Read-only by architecture, which matters more here than anywhere. Nothing can touch a validated control system.
How it works

Ingest once. Decide five times.

Whatever the sector, the shape is the same. PRISM reads the historian and SCADA telemetry already on site and delivers the decision into the system your crews already use.

The pipeline
SOURCES SCADA / historian BMS / DCIM EPMS / RTU Work-order text READ-ONLY PRISM ENGINE DetectSignature drift, multivariate ClassifyProbable failure mode ForecastDays to failure, with band Triage & rank DISPATCH CMMS work order SMS to on-call Voice escalation Email / chat digest API / webhook NO WRITE PATH TO YOUR CONTROLS

One-directional ingest in, decisions out. Nothing in the product can change a setpoint, close a valve or start a machine.

Run it backwards on your history.

We build a model on your telemetry and score it against failures you already lived through, with misses counted as loudly as hits.

No cost to evaluate. No live connection required. No obligation.