M
Mayin
AI visibility / GEO

The 15 pages ChatGPT reads before it recommends anyone in your category — and you're on none of them.

Give a brand and a category. We ask the same buying questions a real customer would, rank every source the AI models actually cite, and send you the receipt — in a Telegram chat, not a dashboard.

Free teaser first · $49 for the full map · no account, no dashboard

Real run · dental practice management software
  1. 01reddit.com/r/Dentistryone thread carries 8 of it13×
  2. 02planetdds.com11×
  3. 03revupdental.com10×
  4. 04titanwebagency.com9×
  5. 05layer3labs.com9×
  6. 06nexhealth.com9×
  7. 07curvedental.coma competitor’s own blog8×
  8. 08overjet.com8×
  9. 09techradar.com8×
  10. 10g2.com6×
  11. 11dentrix.coma competitor’s own domain, cited directly5×

Reproduced twice, minutes apart — same URLs, same order both times.

Why trust the list

Run it again. You get the same fifteen URLs.

A category's source landscape is stable, not a random sample: ten differently-worded buyer questions converge on the same domains, in the same order, every time we run it. That is the entire trust argument — not a methodology page, a rerun. Every row in your map is checkable: ask the same question yourself and see if the source comes back.

What the map is for

Three of your competitors already did the thing that gets cited.

  1. 01

    Publish your own category roundup. In dental practice software, Curve Dental's own blog is cited in 8 of 10 answers, Planet DDS in 11, NexHealth in 9 — vendors citing themselves as the authority. Zero platform risk, no gatekeeper, and your map shows you exactly which page to write.

  2. 02

    Find the one thread doing most of the work. A single Reddit thread carries 8 of 15 answers in both dental and HVAC. Your map names it — a nameable, addressable target instead of "be active on Reddit."

  3. 03

    See what it takes to out-cite the market leader. In one run, a small vendor publishing two roundup pages was cited 17× — more than the category leader's own site at . You don't need their budget. You need two well-made pages on your own domain.

Give us a brand and a category. Get the map back in a chat.

Free teaser first · $49 for the full map, sources and all