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Guide

How to find clients for AI visibility work: the businesses AI never names

Before you can sell AI visibility work you need a business that would want it. The list is already in the answers: check who the assistants leave out against Google Maps, and pitch the ones worth it.

Published

The short answer

Pick a kind of business in one city, ask ChatGPT, Claude and Google AI Mode the questions its customers ask, and set the answers beside the businesses Google Maps lists there. The ones no answer names are your leads, and the competitor named in their place is your opening line. When we did it for dentists in Austin, TX on 21 October 2026, the three engines named 9 of the first 52 on the map.
On this page
  1. The market
  2. The scan
  3. The leads
  4. The opening
  5. In Passcite
  6. Questions
The market

A kind of business, in one place

People ask an assistant for a business the way they would ask a friend: the best dentist near here, a plumber who comes out on a Sunday, a lawyer for a small company. A business left out of those answers can lose customers without ever knowing it, and that is the thing your pitch can show. So start with one kind of business in one city, ideally one you already have work for.

Then write about ten questions a customer would type, none of which names a business. A question that names a business only tests whether the engine knows it; the ones that name nobody are where it chooses. These are the ten we asked for dentists in Austin. Change the kind of business and the city, and they work for yours:

  • best dentist for kids in Austin, TX
  • most recommended dentist in Austin, TX
  • which dentist is best for kids in Austin, TX
  • compare dentists in Austin, TX
  • how much does a dentist cost in Austin, TX
  • affordable dentist in Austin, TX
  • dentist near Austin, TX
  • top rated dentists in Austin, TX
  • how to choose a dentist
  • what to look for in a dentist
The scan

Ask the engines, then read the map

Put each question to each assistant and write down every business an answer names, by its name or by a link to its site. Ten questions on three engines is 30 answers: enough that a business missing from all of them is not one unlucky answer, since answers change from one ask to the next. Then search the same kind of business for the same place on Google Maps, take the first fifty or so listings, and tick each one that came up.

One market, scannedThe first 52 dentists Google Maps lists in Austin, TX, one square each, grouped · 10 questions on ChatGPT, Claude and Google AI Mode · scanned 21 Oct 2026
  • 3 leads with more Google reviews than most of the 9 named.
  • 40 more leads, named in none of the 30 answers.
  • 9 named in at least one answer.

Those three are where to start: the reviews say people choose them, the answers say the assistants do not know them, and a competitor is named in their place.

The leads

Not every lead is worth a pitch

Start with the busiest

Sort the leads by their Google reviews. A busy business that no answer names has the most to lose, and the clearest reason to listen.

Check you can reach them

Look for an email address or a contact form on their own site. A lead you can only phone is a different kind of outreach.

See who already builds their site

A footer that says “Website by” someone means another agency has the account: a harder sale, and sometimes a partner.

Read their robots.txt

If it turns away OpenAI's OAI-SearchBot or GPTBot, or Anthropic's ClaudeBot, those assistants are told not to read the site: a fix you can offer on the call. Our free AI crawler checker reads any site's live file.

The opening

Open with their numbers, not your services

Before you write, ask the questions that business's own customers would ask, about its services and its part of town, and see who is named instead.

Three short paragraphs are enough: what you asked and who was named instead; which lists the answers leaned on; and every answer behind a link, a shared document will do, with the offer of a short call. No price, no promise of a place in the answers, no deadline. If four days pass without a reply, follow up once, then stop.

First email, a template
Subject: Who AI assistants recommend for [kind of business] in [city]Hi [name],We asked ChatGPT, Claude and Google AI Mode [number] questions people ask when they look for [kind of business] in [city]. [Business] did not come up in any of the [number] answers; [competitor] came up on [number] of them.Most of those answers leaned on the same lists: [list] and [list].If it is useful, I would be glad to take you through it on a 20-minute call. Every question and every answer: [link to the answers][Your name][Agency]

Send it from your own mailbox, signed by a person. The call itself, what to call the work, what to charge and what to refuse to promise, is in how to sell AI visibility work to clients.

In Passcite

The same steps, in a scan and a pitch

In Passcite, a market's scan asks its 10 questions on ChatGPT, Claude and Google AI Mode and sets the answers beside the Google Maps list, for 11 credits. Each lead's page says how to reach it, who built its site and whether its robots.txt turns the assistants away. A pitch asks 12 of the business's own questions, drafts the email from what they found and makes the private link it points to, for 12 credits, and the link counts its opens. The email goes from your own mailbox.

Prospects is on every paid plan, from $49 a month with 150 credits. Before that, a free account's 10 credits run one 10-prompt report: run it on one prospect's site to see who is named instead. See how Prospects works.

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FAQ

Questions

Which businesses should I prospect for AI visibility work?
Ones whose customers ask an assistant for a recommendation before they call: dentists, clinics, lawyers, home services. Start with a kind of business you already have results in, one city at a time.
How many questions do I need to ask?
About ten, none of them naming a business, asked of each engine. A business missing from all 30 answers is a lead you can stand behind; one missing from a single answer may only have been unlucky that time.
Can I do this without a tool?
Yes. Ask each question by hand, write down every business an answer names, and tick them off against Google Maps; then ask each lead's own questions before you write to it. A tool does both, and keeps every answer for the pitch.
Should I promise to get them named by ChatGPT?
No. Nobody controls what an assistant answers, and answers move from one ask to the next. Promise the questions, the work, and the same questions asked again once it is done, the two side by side.
What makes a business owner listen?
A competitor's name in an answer where theirs is missing. Show that first; how the engines work can wait for the call.
Keep reading

See who the engines recommend instead

The prompts your client loses, who wins them, and the tasks that would change it.

10 free credits — your first report, 10 prompts across ChatGPT, Claude and Google AI Mode. A free account, no card. About 3 minutes.