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This weekMES & Shop-Floor Systems3:29

Your Dashboard Is a Copy. The New AI Only Reads Copies.

OpenAI's Data Agent Reads 7 Databases. Not One Is on a Factory Floor. The mechanism underneath it, the number that makes it real, and where I could be wrong.

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This week’s story

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Plate for: OpenAI's Data Agent Reads 7 Databases. Not One Is on a Factory Floor
12 Sep 2026MES & Shop-Floor Systems3:29

OpenAI's Data Agent Reads 7 Databases. Not One Is on a Factory Floor

Every number on a company dashboard is a copy. The original was born inside a machine, and it lost something on the way.

43%ROCKWELL · 1,560 MANUFACTURERS · 2026
The question this week

Which number on your dashboard would you least like to trace back to the machine?

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One thing to try on Monday

All 38 tips
12 Sep 2026, from “OpenAI's Data Agent Reads 7 Databases. Not One Is on a Factory Floor”

Count the copies, in ten minutes. Open Power BI, Microsoft's dashboard tool, and go to your team's dashboard workspace. At the top click View and then Lineage, and you get a map: the boxes on the left are where the data comes from, every arrow is a copy, and the boxes on the right are the reports. Find the number people argue about and walk it left until you reach a box that touches a real system. The box in the middle shows its last refresh time. Write down two things: how many arrows, and how old. If you can only view the report, ask its owner to open the map with you. A factory keeps a family tree for every batch: the machine, the settings and the time. Your number deserves the same.

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Twenty years in the software that runs factories. One story a week on what it taught me.

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