AI-Mediated Discovery Across Industries
How AI systems surface — and overlook — companies when buyers ask.
Before a buyer reaches your website, many now ask an AI system who is good at what you do, and who to trust. It answers in prose, names a few companies, and moves on. This field report describes what we observe when we run those questions across ChatGPT, Claude, Gemini, Perplexity, and Grok — and why strong offline brands are so often absent from the answer entirely.
- Why an engine can only name companies it can find, read, and corroborate — and what that means for you.
- The same buyer question across five engines, and why the shortlists diverge.
- Before/after exhibits: what a citable page looks like next to an invisible one.
- Patterns observed across seven industries — and a short self-reading for your own surface.
Who this is for
Written for operators, not for a feed.
You'll get something from it if
- You run, or advise, a company with a real sales process and a reputation worth defending.
- You've wondered what AI engines actually say when someone asks about your category.
- You want the market-structure read, not a list of "AI SEO hacks."
It is deliberately
- Observational and evidence-restrained — sampled patterns, not universal claims.
- About a phenomenon, not a pitch; the only call to action is at the very end.
- Industry-organized, so you can read the one section that is yours.