The problem
The work keeps growing. We multiply every engineer by 10.
The intelligence of a plant is trapped in its drawings. A P&ID is topology: the connections and sequence between thousands of symbols. Generic models read the text and stop there, about 5% of what the sheet holds. The rest takes an expert's eye, one sheet at a time, across tens of thousands of sheets. And the judgment that reads them has never been written down.
95%accuracy from our agents across hundreds of P&IDs. Generic models manage about 5%.
1 in 2process engineers reach retirement age this decade.
$50Blost to unplanned downtime across the industry, every year.
2.1Mmanufacturing roles unfilled by 2030, at a cost of up to $1 trillion.
Hiring will not close the gap. The backlog of isolations, investigations, hazard reviews, and change requests grows behind engineers the market cannot supply.