BEFORE ITHAPPENS
PREDICTIVE MAINTENANCEREIMAGINED
COPYRIGHT © 2026OSWAR/teck INC.

PREDICT FAILURE. BEFORE IT HAPPENS.

Ultron console plant overview — 3D plant map, plant health 98 of 100, findings feed and health score history
One screen for the whole plantLive · 98/100 · 6 open findings

THREE LAYERS. ONE EARLIER WARNING.

What is happening now?

Diagnosis

Bring vibration, temperature, current, pressure and other signals into one view of machine health. Identify deviations, anomalies and recurring fault patterns as they develop.

Live · Bearing 82°C = abnormal vs this machine's normal
What is likely to happen next?

Prognosis

Combine historical and live data to understand how a fault is developing. Identify the component at risk, assess urgency and estimate a failure window where the data supports it.

Forecast · Window 19–26 days, spread shown
What are individual signals missing?

Advanced Prognosis

Detect changes in the relationships between load, vibration, current and temperature. Surface early signs of deterioration even when individual channels still read as normal.

Multivariable · Healthy-vs-observed divergence

FROM MACHINE DATA. TO MAINTENANCE DECISIONS.

0 msSensor head

Vibration, temperature, current, speed — off the machine itself.

IEPE · 4–20MA · PT100
+8 msEdge microcontroller

Samples, timestamps and publishes over TLS.

ESP32-S3 · 10 HZ · QOS 1
+21 msMQTT broker

One topic per channel, persistent session.

RESAMPLE · FLAG · MERGE
+180 msIngest & scoring

Normalise, quality-flag, score, forecast.

1 GRID · 10 HZ · AUDITABLE
+310 msConsole

Repaints in place — the same push you can subscribe to.

WEBSOCKET · NEVER POLLED
End to end 0 msBudget 1000 ms · always inside
Machine-agnostic by design

START WITH ONE MACHINE. SCALE ACROSS THE PLANT.

Cement works at sunset — one of the industries Ultron protects
Any factory.Cement · Steel · Food · Chemicals · Power · Textiles · Auto
Reliability team reviewing an Ultron condition report together
Any team.Engineers · Planners · Directors — one shared truth
Sensors→PLC / DCS→SCADA / Historian→Ultron · Predictive Intelligence

Ultron sits above or alongside existing automation as an intelligence layer — no redesign of the underlying control infrastructure.

Cement & mineralsSteel & metalsFood & beverageChemicals & pharmaPower & utilitiesTextiles & paperAutomotiveWarehousing

BEFORE IT HAPPENS