AEO glossary

AI share of voice

Also called AI SOV, Share of voice in AI search

AI share of voice is a vendor-defined metric comparing how often your brand appears in AI-generated answers with how often competitors appear, across a set of prompts.

AI share of voice borrows an old advertising idea and applies it to AI answers. It is not a standard metric: AI visibility tool vendors define and calculate it, and they don't all do it the same way.

One vendor, llmrefs, defines it as measuring "how often a brand appears in relevant AI-generated answers compared with competitors", and describes two calculations: the share of sampled answers that include your brand, and your brand's mentions divided by all tracked brands' mentions. Superlines uses the second: your brand mentions divided by total brand mentions, times 100, across ChatGPT, Gemini, Perplexity and Copilot.

Those give different numbers from the same answers. So when you report AI share of voice, state which tool, which prompts, which engines, which competitors and which formula you used, and compare a figure only with the same setup over time. Keep citations separate from mentions too: a high share of voice built on mentions alone may send little traffic.

Learn it properly

The course covers this in Measuring AI visibility. Lesson 1 is free.

Sources

  1. What Is AI Share of Voice: The Complete Guide for Brands (opens in a new tab) · llmrefs · Updated 12 Oct 2026
  2. What is Share of Voice in AI Search? | AI Search Glossary (opens in a new tab) · Superlines · Checked 28 Oct 2026

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