How to Tell If AI Recommends You More Than Your Competitors

AI Share of Voice: The New Market Share, Measured in Answers. A Visibility Mesh infographic for ecommerce AI visibility.

Shelf position used to be physical. In AI search it is share of voice: how often the assistant names you when a buyer asks, compared with everyone else.

By Margareta Petrovic, founder of Visibility Mesh. We measure how legible ecommerce stores are to AI, and publish what we find. Updated June 2026.
Key takeaways
  • Share of voice is how often AI names you versus rivals, the new shelf position.
  • It moves before sales do, so it is an early signal.
  • Grow it by being the clearest, most trusted answer, and track it monthly.

Why it matters

When a buyer asks an assistant to recommend a product, you are either named or you are not. Across many such questions, how often you appear compared with rivals is your share of voice. It is the closest thing AI search has to shelf position, and it tends to move before revenue does.

How to grow it

  • Be the clearest answer to the questions buyers ask.
  • Earn citations and trust the assistant can verify.
  • Cover more of the real buyer questions in your category.

How to track it

  • Ask the same set of category prompts every month.
  • Note which brands get named, including you.
  • Watch your share rise as you fix the foundation.

FAQ

How do I measure it?
Ask the same category prompts monthly and record who gets named. The pattern is your share of voice over time.

Is it the same as mentions?
Mentions count you. Share of voice compares you to rivals, which is the number that actually matters.

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