What AI Can't Do in a Factory

Everyone in sourcing and procurement is figuring out what AI changes about their job. It’s a fair question. The honest answer is: quite a bit, and also not the part that matters most.

AI is genuinely useful for procurement work. Summarizing supplier documents, drafting RFQs, modeling landed cost scenarios, flagging anomalies in quote data. Tasks that used to take hours now take minutes. That’s real and it’s not going away.

But there’s a category of procurement work that doesn’t happen in a document.

What the floor actually tells you

A factory visit produces information that no document, audit report, or supplier questionnaire captures cleanly.

The way a production manager answers a question he wasn’t expecting. Whether the workers on the floor make eye contact or avoid it. The gap between what the showroom looks like and what the active production line looks like. The smell of a facility that has a ventilation problem they didn’t mention. The sample they pull from a shelf versus the one they make in front of you.

None of that is in the data. All of it is relevant.

What experience adds

Pattern recognition from enough factory visits starts to feel like instinct. It isn’t — it’s just compressed experience. A facility that looks fine on paper but feels wrong in person is worth investigating. A supplier contact who answers every question perfectly but never pushes back on anything is worth being skeptical of.

That calibration doesn’t come from running AI against a dataset. It comes from being accountable for decisions that turned out wrong and figuring out what you missed.

The actual division of labor

Use AI for everything it does well. It saves real time on real tasks and the tools are only getting better.

For the decision that involves a factory you haven’t visited, a supplier relationship you can’t read yet, or a transition where the cost of being wrong lands on your P&L — that still needs a person who has been in that specific situation before and has skin in the outcome.

That’s what nearly two decades on the ground in Asia actually buys. Not a replacement for the tools. A read on what the tools can’t see.

If you’re making a sourcing decision that needs that read, GWC is where that starts.