Concept v1.0, updated 2026-07-07

Share of voice in AI answers, and the honest take

How often AI names your brand. Worth tracking, but downstream of the page-level work.

Share of voice in AI answers is how often, and how favourably, assistants name your brand when people ask about your space. A tool asks a model a set of questions, records which brands it names, and tracks that over time. Most of the AI SEO market is built on this.

It is a real signal, and worth watching once you are established, because it tells you whether the models have picked you up. But be clear what it is: a lagging, aggregate measure. It tells you the score, not why, and it moves slowly.

The levers that move it are upstream, at the page level. Whether a crawler can read your content, whether your pages answer the real questions, whether your facts are trusted and cited. Chasing the score without fixing the pages is chasing a shadow.

Topkay works at that page level on purpose. Fix what an engine can read, answer, and trust, and share of voice follows. Tracking the score is a later layer, and one we treat as a byproduct of the work, not the work itself.

Read next

What is ARMX

Agent Readiness and Machine eXperience: the five things every machine does with your site, and the one score that measures them.

What is answerability

How easily an AI answer engine can find and lift the answer from your page.

SEO, AEO and GEO, the difference

Ranking pages, being the answer, being cited by models. Three jobs, not three names.

All topics
Ask Topkay the analyst×
Ask me anything about your site. I read your twin and the Learn corpus, and cite both. Try a skill below.