Knowledge base

Measuring AI visibility

Without measurement, AI visibility is just a gut feeling. With a set list of questions, a simple scoring rule and a monthly routine, it becomes a concrete metric you can steer on.

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Kort antwoord

Measuring AI visibility

You measure AI visibility by asking the same set of twenty to twenty-five realistic customer prompts every month in ChatGPT, Gemini, Perplexity and Copilot, noting for each answer whether you are mentioned, how you are described and which competitors are featured. You turn the results into a mention rate per assistant, allowing you to compare month-on-month.

  • Measure using twenty to twenty-five set questions each month, in a clean session without chat history.
  • For each answer, log: mentioned yes/no, quality of the description, competitors mentioned.
  • Key metric: mention rate per assistant, compared month-on-month.
  • Measuring once a month is enough; AI answers fluctuate daily.
  • Zero mentions across the board? Check your indexing in both Google and Bing first.
Plan voor AI-vindbaarheid en citeerbare content
Plan voor AI-vindbaarheid en citeerbare content

AI answers are not static: the exact same prompt can yield a different answer today than tomorrow. That makes tracking trickier than a standard Google rank check, but not impossible. You are tracking a trend, not an exact rank.

Below is the method I use for clients. You can adopt it yourself with nothing more than a spreadsheet and an hour a month.

Lubna Ouarghi, online marketingspecialist

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Geschreven door: Lubna Ouarghi

Start with the questions customers actually ask

Write down twenty to twenty-five questions just as a customer would type them, not how you would phrase them yourself. Mix three types: choice prompts ('which SEO specialist in Utrecht helps SMEs?'), pricing prompts ('how much does an SEO specialist cost per month?') and informational prompts ('SEO specialist or agency, which is better?').

Also include questions where your business does not currently appear, but where you want to be visible. These are your growth prompts; this is where the needle should move over the coming months.

Log three things per answer

One: are you mentioned, yes or no. Two: how are you described — is the description accurate and does it include facts like pricing or service area? Three: which other providers are mentioned and in what order.

That third point is often overlooked, yet it is the most actionable. If you keep seeing the same three competitors, you can inspect their pages and citations to see what type of source material is being picked up.

A scoring rule that stays consistent

Keep it simple: mention rate per assistant, calculated as the number of prompts where you are mentioned divided by the total number of prompts asked. Alongside that, keep a quality score from one to three for how accurate the description is.

Always test the exact same way: the same questions, no previous chat history, and no logged-in session where the assistant already knows you. Otherwise, you are measuring your own past interactions rather than what a new customer would see.

What the numbers tell you

If you are not mentioned in choice prompts but do appear in pricing prompts, your facts are clear but your authority is weak: focus on reviews and external citations. If you are mentioned with an inaccurate description, your own pages are either unclear or inconsistent with your external profiles.

If you see zero mentions across the board, do not start with AI optimisations—start with indexation: are you fully indexed in both Google and Bing? Nine times out of ten, that is where the problem lies.

How often to measure, and what to expect

Once a month is plenty; measuring more frequently mostly creates noise because models fluctuate daily. In practice, updates to facts and page structure usually feed through within a few weeks. New external citations take longer to show an effect, as they need to be indexed first.

Don't expect a straight line up. A healthy trend fluctuates but climbs over a quarter. One disappointing month is not a signal; two in a row is.

How I report this

In my monthly report, you'll find the mention rate per assistant, the verbatim answers to five fixed key questions, the competitors mentioned, and one clear action for the following month. No dashboard packed with graphs, just a single page you can read in five minutes.

Those verbatim answers matter more than the percentage: they let you see firsthand exactly how a potential client is introduced to your business.

Wat we doen

In brief

  • 01

    Fixed questions

    Without a fixed set of questions, you're measuring coincidence instead of progress.

  • 02

    Clean session

    Always measure without conversation history, otherwise you're simply measuring your own past inputs.

  • 03

    Watch your competitors

    Seeing who does get mentioned reveals what kind of sources are being referenced.

  • 04

    Quarterly, not weekly

    Evaluate the trend across three months, not measurement by measurement.

FAQ

Frequently asked questions

Can I do this myself without tools?

Yes. A spreadsheet with your questions in the rows and the assistants in the columns is all you need. It takes about an hour a month.

Why do I get a different answer every time?

Models select their sources fresh each time and rephrase their replies. That's why you measure a percentage across multiple questions rather than relying on a single answer.

Is AI tracking included in your ongoing retainers?

Yes. With every monthly retainer, I test twenty-five fixed questions across multiple assistants, and you'll see the verbatim answers right in your report.

Is a high mention rate enough on its own?

No. A mention with an inaccurate or vague description delivers very little value. Always look closely at how you're described and whether concrete facts are included.

Bronnen en controle

Laatst bijgewerkt en gecontroleerd: September 2026 — door Lubna Ouarghi

This explanation is based on the official documentation below and on my own work in client projects.

Volgende stap

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