How to measure AI visibility

How will we measure this. It is one of the first questions businesses ask about AI visibility, and rightly so. The honest answer is that it cannot be captured in one tidy number the way a keyword ranking can. But it can absolutely be measured. Here is how we think about it.

Presence. Are you showing up

We test how AI platforms respond to the questions your customers would actually ask, and observe whether your business appears among the options they reference. Tracked over time, this shows whether your presence is improving.

Accuracy. Are you represented correctly

Appearing is not enough. You want to be described accurately. We look at whether AI systems get your offering, positioning, and details right, and where they do not, we work on the underlying information that shapes those descriptions.

Signals. Are the foundations getting stronger

Because AI behavior is variable, we also measure the inputs we can influence directly:

• Structured information that helps machines understand your business
• Consistency of your details across the sources AI systems read
• Credible mentions and references to your business
• Content coverage of the questions your customers ask

How we measure it in practice

Since we first wrote this, we have run hundreds of measured scans. The method that holds up is simple and a little tedious, which is why so few people do it.

• Thirty real customer questions, each in three phrasings. Phrasing changes the answer more than repeating the same words does.
• Every question asked several times on every engine, separately. Only about one in seven of the websites cited by one AI tool are also cited by another, so one engine tells you about one engine.
• Two counts, not one. How often you are named, and how often your site is cited, because more than half of citations never mention the business by name.
• A weekly rhythm and a monthly report. Answers shift week to week, not day to day, and the sources they cite rotate every month.
• A hand check in the real app before any number goes in front of a client. What an API returns can differ from what a person sees on screen.

If you want to see the method on your own business, the free scan on this site runs six of those questions on ChatGPT and Perplexity and sends you the result within minutes.

Why we avoid a single vanity score

A single AI visibility score can look reassuring while hiding a lot. We would rather report on presence, accuracy, and the strength of your underlying signals. A truer picture of whether your business is genuinely becoming easier to discover, trust, and choose.