Jul 2026

Why industrial firms don't show up in AI search.

I typed a client's name into ChatGPT last month and asked it the exact question their best customers ask before they buy. It came back with three companies. None of them was my client. This is a firm that has been the best at what they do for the better part of thirty years, and the machine had never heard of them.

The AI wasn't broken. It was doing exactly what it does, which is repeat back what it can find. And there was almost nothing to find.

The expertise was real. It lived in the head of a field engineer in his sixties who could tell you why a particular bearing fails months before it does, in a way none of those three competitors could. He'd been saying it out loud on job sites for decades. It had just never once been written down anywhere a machine could reach it.

That's the whole thing, and it shows up two ways. First, the knowledge sits in three or four senior heads and never makes it onto a page. Second, whatever did get written down is locked inside a PDF or sitting behind a contact form where nothing can read it.

Here's the part that still gets me. The better the company, the worse this usually is. The firms that are genuinely excellent won on relationships and referrals for years, so they never had to explain themselves online. Nobody was grading the website. It worked right up until the buyer stopped asking a colleague and started asking a machine.

The knowledge was never the problem. Your people know things their competitors don't. The problem is that all of it is trapped in the one place a machine can't go, which is inside their heads and inside your PDFs.

Getting it out. That's the job now.

Nate Valentin runs Innovation Department, a one-person B2B consultancy out of Tampa Bay. Get in touch.