Data and AI

What a unified namespace is, and what it is not

A unified namespace is an agreement about names and one place to publish them. It is not something a vendor can hand you. Matthew Joubert · Aug 22, 2026

A dashboard is not a decision

Reporting tells you something went wrong, then waits for a human to do the rest. That gap is where the money goes. Tracy Gromniski · Aug 19, 2026

Historian software: what it records and what it misses

A historian stores what your equipment did, with timestamps nobody edits later, and that record is worth more than any trend drawn on it. Matthew Joubert · Aug 19, 2026

How to get SCADA data off the plant floor

Pulling SCADA data off the plant floor takes one line, one gateway, a protocol your equipment already speaks, and about forty well-chosen tags. Matthew Joubert · Aug 18, 2026

Statistical process control on live data

The math has not changed since the 1920s, but live data lets you act during the run instead of the next morning. Tracy Gromniski · Aug 15, 2026

Sovereign AI: who owns what the model learned from you

Hosting is the easy half of sovereign AI, and the harder half is who keeps what the model learned from you. Tracy Gromniski · Aug 12, 2026

What data sovereignty means for Canadian operations

Where the data sits is the easy question. Who can reach it and which government can order it handed over is the harder one. Matthew Joubert · Aug 11, 2026

A digital twin is a working model of your operation

Most digital twin projects in manufacturing buy a 3D render; the operation needs a model that answers what happens if something changes. Tracy Gromniski · Aug 8, 2026

The nouns and verbs your operation runs on

Operational data is stored everywhere and defined nowhere. Making it usable starts with writing down the words your team already uses. Chip Martens · Aug 5, 2026

Predictive maintenance without history is guesswork

A model can see the signal before a failure. It cannot see what your crew did the last three times. Tracy Gromniski · Aug 4, 2026