Everyone's already asking

Open ChatGPT and ask for the best private event venue in Los Angeles. You'll get a clean list with confident reasons. Capacity, neighborhood, vibe. Somewhere on that list is a venue doing half the business of one that didn't make it.

That list is the new front door. Your customers walk through it before they ever see your site. And the venues on it didn't land there by accident.

The machines don't browse. They remember. And they only remember what's structured.

What the answers have in common

We ran the same ask through all five engines. The names shifted. The pattern didn't. Every venue that made a list had structured data on its site, a real page for each question people ask, and a consistent NAP, meaning the same name, address, and phone everywhere.

None of that is luck.

What we'd do about it

  1. Schema first. Make the facts machine-readable before making them pretty.
  2. Answer pages. One page per question your customers ask the machines.
  3. Consistency. Same name, address, and phone on every surface that mentions you.

This is AEO, and it's the layer most agencies haven't started. The full note, with named venues and screenshots, ships when the write-up clears. This page carries the structured data to practice what it preaches.