Glossary

What is AI share of voice?

AI share of voice, also called share of model, is the percentage of AI answers in your category that mention or cite your brand versus your competitors. If 100 answers in your space name a brand and 12 of them name you, your AI share of voice is 12 percent. It is the AI-era analog of the old share-of-voice metric, moved from ad impressions to machine answers. As one way to put it, “it measures how often the machines mention you, not how often you rank.” the GEO study (Princeton, KDD 2024) showed that what a model cites can be shifted by how content is written.

The short definition

Share of voice is an old marketing idea: out of all the attention in your category, how much of it is yours. For decades it was measured in advertising, your spend or your impressions against the total in the market. AI share of voice moves that same question into the answer engines. When people ask ChatGPT, Perplexity, Google's AI Overviews, or Gemini about your category, those tools name brands. AI share of voice is simply the fraction of those mentions and citations that point to you rather than to a competitor. It is a presence metric, not a traffic metric. It tells you how often the machines speak your name when the topic is yours.

How it works

Measuring AI share of voice is a counting exercise run on a fixed set of prompts. The shape of it looks like this:

The discipline is in keeping the prompt set and the counting rules constant. Change the questions and you are measuring a different thing.

Why it matters

AI share of voice matters because it is becoming the real visibility metric as clicks decline. When answers are delivered on the results page and inside chat tools, a rising share of your audience learns about your category without ever visiting a site. In that world, ranking and even traffic undercount your true presence, while the count of how often the machines name you tracks it directly. It is also competitive in a way a raw audit score is not. Your own page can be technically excellent and you can still be invisible in answers because three competitors are the ones getting cited. Share of voice puts you on the same scoreboard as them and shows the gap in plain numbers. That makes it a target you can move, by becoming the source the answers are built from rather than just a well-optimized page nobody quotes. The background on optimizing to be that source lives in our guide to answer engine optimization (AEO).

How to check and apply it

You raise AI share of voice the same way you earn any citation, by being the cleanest, most quotable source in your category, then tracking the result.

You can run the prompt counting by hand, or paste your link into our AEO checker and let Brimm grade how citable your pages are in the first place, since a page no engine can extract will never earn share. When you want the full picture and the fixes ranked, run the audit at Brimm.

See also

AI share of voice rises as the link between impressions and clicks weakens, the pattern covered in what is the great decoupling. The discipline of earning those mentions in the first place is answer engine optimization (AEO). And if your share of voice is near zero because you are absent from AI answers entirely, start with why isn't my site showing up in AI search.

How often do the machines name you?

Paste your link. We grade how citable your pages are, whether your answer survives without JavaScript, and how quotable it is. The preview is free.