MentionCount

GEO audit — AI search optimization

Your customers ask ChatGPT. Does it mention you?

We put the questions your buyers actually ask to three AI assistants, and measure whether you are cited, who gets recommended in your place, and what to fix. Once, or every month.

40 real questions
3 AI assistants
360 measurements in total

Report within 48h. Secure payment by Stripe. No commitment.

40
real questions
3
AI assistants
3
times each question is asked
360
measurements in total

Search no longer stops at Google

When a buyer asks an AI "which supplier would you recommend?", they do not get ten blue links. They get three names. You are one of them, or you do not exist.

One answer, not a results page

An AI assistant cites three or four sources and recommends two or three brands. There is no second page to fall back on.

Ranking well is no longer enough

AIs read forums, comparison sites, videos and niche articles. A site ranking first on Google can be completely absent from their answers.

Your analytics cannot see it

A recommendation that leaves you out generates no visit at all: it shows up nowhere in your stats. You lose without ever knowing.

Cited, or recommended?

Two different things — and the gap between them is often the real finding.

  1. Cited

    The AI reads your site

    Your domain is among the sources it consults to form an opinion. That does not mean it names you.

  2. Recommended

    The AI advises you

    Your name is written into the answer your buyer reads. That is the one that turns into a visit, a call, a booking.

  3. Recommended first

    The AI names you at the top

    You are among the two or three names that open the answer. Past that, people rarely read on.

For your revenue, being recommended matters more than being cited. In one market we measured, a site was read as a source in 47 answers out of 120 and named in only 29: twenty-seven times, the AI opened that site and then recommended someone else.

How we measure

No question contains your name. That is the condition for the result to mean anything: we look at whether the AI mentions you spontaneously, not whether it can describe you when prompted to.

  1. 01

    40 questions written for your market

    Discovery, comparison, best choice, alternative to a competitor, local search, purchase decision: the 40 questions cover the intents a buyer actually moves through. They are written from your business, your site and your area — never generic, never recycled from one client to the next.

  2. 02

    3 AIs asked, 3 times each

    Perplexity, ChatGPT and Claude, with web search enabled. Each question is asked three times, because an AI never answers the same way twice: a single measurement proves nothing.

  3. 03

    360 answers analysed

    We count your citations, your recommendations, where they sit in the answer, and every domain the AIs went to read to form an opinion.

The assistants we query

Three engines, all with web search enabled — under the real conditions in which your buyers use them.

Perplexity

Sonar

Built-in web search. The most source-driven engine of the three.

ChatGPT

GPT, consumer model

The model actually served inside ChatGPT, not an API variant.

Claude

Sonnet 4.5

Native web search, long and highly structured answers.

Two markets measured

Same method, two markets, opposite outcomes

We measured two industries in exactly the same way. The results have nothing in common — which is precisely why a market average tells you nothing.

In one market nobody holds the ground. In the other, a single player takes a quarter of all answers. Your industry looks like one or the other — the audit tells you which, and where you stand in it.

What you get

A report you read in fifteen minutes and turn into decisions.

Your citation rate

Out of 360 answers, how often your site is a source the AI actually read. Broken down per assistant.

Your recommendation rate

How often your brand is named in the answer, and in which position — being cited first is not worth the same as being cited last.

The competitors taking your place

A ranking of the brands AIs recommend instead of you. Not the ones you think you have: the ones the data points to.

The sources AIs read

The domains cited most often in your market — forums, comparison sites, trade media. That is where your presence is decided.

The questions where you are absent

The question-by-question detail, so you can see exactly which topics you do not exist on.

Where to start

The three or four levers your data points to: which domains to get cited on, which topics you are absent from, what is holding your site back. Derived from the measurement, not from general principles.

What the report looks like

Here is a real extract from a study we published: accommodation around Mont-Saint-Michel bay.

90 answers · 10 traveller questions · French, English, German

PropertyNamedShare of answers
Auberge Saint-Pierre22 times24%
Château de Boucéel7 times8%
Manoir de la Roche Torin5 times6%
Hôtel Ermitage2 times2%

Extract from a public, reproducible market study. Your report follows the same format, over 40 questions and 360 measurements.

Why them

Booking is the source AIs read most — 47 times across 90 answers. And yet, of the dozens of places in the bay, only seven are ever named, and the top one is cited twice as often as Booking. Being listed is not being recommended.

What the report concludes

For a property absent from those seven names, the lever is not its own website: it is existing in the content the AI reads — tourist boards, travel blogs, guides — where those seven are described in one sentence.

See the full study

Is this for you?

Let us say it up front: the audit is not worth it for everyone.

Yes, if

  • Your customers compare before buying, and search online to do it
  • Your competitors are identifiable — they can be named
  • A recommendation can turn into a sale, a call or a booking
  • Your market is big enough that buyers ask questions about it

No, if

  • Your market is so narrow that nobody asks an AI about it
  • Your customers come through tenders, network or referral — never through search
  • You expect a guaranteed ranking: we measure and advise, we do not promise a position

Two plans

The snapshot, or the film. No commitment either way.

The Audit

€149excl. VAT

one-off

Where you stand today.

  • 40 questions written for your market
  • 3 AI assistants, each question asked 3 times
  • Your citation and recommendation rate
  • The competitors taking your place
  • The sources the AIs read in your market
  • A technical check: what, on your site, stops an AI from reading it properly
  • Where to start: 3-4 levers drawn from your data
  • PDF report within 48h, invoice with VAT

The Monitoring

Recommended

€59excl. VAT/mo

cancel any time

First month €149 excl. VAT — your full audit — then €59 excl. VAT per month.

Your visibility, watched month after month.

  • Everything the Audit contains
  • Mentions gained and lost since last month
  • The competitors that overtook you, and on which questions
  • New sources that started citing you — or ignoring you
  • This month's fixes, in order of impact
  • Cancel any time, on request
Email us to set it up

Set up by hand for now: write to us and we reply within 24h.

Report delivered within 48 business hours — fully refunded if we run significantly late.

What next?

Would you rather the fixes were made for you? Reply to your report and we will talk it through. Quoted case by case, from what your own figures point to.

Start your audit

Five fields. They are what we use to write your 40 questions — the more precise you are, the more accurate the audit.

This is where the report lands.

Two or three sentences, 30 characters minimum. This is the most important field on the form.

0/30 characters minimum

One or more countries. Determines the languages we question the AIs in.

Secure payment by Stripe. VAT is calculated at the next step based on your country.

Report delivered within 48 business hours — fully refunded if we run significantly late.

Frequently asked questions