GenAI lifts individual procurement work, but only 25% of CPOs have redesigned jobs around it.

Volve Ops Agent: an AI investigation system for underperforming wells that has to show its evidence like an engineer would

Built on Equinor's open Volve dataset, it wrote its pass and fail tests down before each run, and its README reports the ones that failed. One finding: none of 3,673 drilling report events fell inside a production problem window, because no rig is on a producing well to write reports.

For production engineers: a good reminder that an agent can only explain a well problem if somebody recorded what happened.

Step-up transformers for AI power plants now take more than 1,120 days

Lead times more than doubled since 2021, so the steel and windings that connect new generation to the grid are now a binding constraint on data center power, not a side detail.

Image: The American Industrialist. Figures from X, @Gaurab, Oct 8, 2026.

A Revit MCP demo wireframes a full factory model, not just a chat bot

HVAC, electrical, compressed air, pipe and production equipment sit in one connected model; the point is agent-driven BIM edits for industrial buildings, not Q&A over a drawing.

Image: The American Industrialist. Systems named in the post by @0xPascual on X, Oct 8, 2026.