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Glossary

What is share of voice in AI search?

Share of voice compares how often AI answers name your business against the competitors you choose. It is a comparison, so it depends on who is in it.

By Mahinor Zaman

Published

Updated

About 4 minutes to read

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What share of voice means in AI search

Marketers use the phrase share of voice for a brand's part of the attention in a market. In AI search, it describes your part of the mentions across a set of AI answers.

A mention is an answer that names a business. Count the mentions for your business and for each competitor you chose, over the same answers. A prompt is the question sent to an AI assistant, and each business is measured on the same prompts. Your share is your mentions divided by the total mentions across the whole set.

Why the competitor set matters

Share of voice only covers the businesses you put in it. Leave out a strong competitor and your share looks larger than it would with them included. Add a new one and each share shifts.

Share of voice is not market share

The figure describes a sample of AI answers to the prompts you chose. It does not describe sales, customers or how many people read those answers.

A related idea exists in paid search. Google Ads describes impression share as the impressions your ads received divided by the impressions they were eligible for. Its help page adds that the figure is an estimate.

Reading a change in share of voice

Answers vary between attempts and between assistants. Google's guidance for site owners says AI Overviews may use different models and techniques, so their responses will vary. Work out shares for each assistant first.

A change in share does not show its cause. Competitors change their websites, assistants change how they work and answers vary on their own. A before and after sequence alone cannot separate these.

How Carqo relates to share of voice

In Carqo, competitor tracking lists your business and each business you added. For each one you see how many answers named it and its share of voice, with a chart showing the same shares side by side.

A business added later was never looked for in older answers, so those answers stay out of its share while they are in the period. A late addition never reads as a confident zero.

In practice

  1. Choose the businesses List the competitors to compare, by the names a customer and an answer would use. Count any you add later only from the date you add them.
  2. Fix the prompts and assistants Use the same prompts, assistants and period for every business in the set.
  3. Show the set with the share Report each business's count, the total and the dates beside every share.

Common questions

Is share of voice the same as mention rate?

No. Mention rate looks at how often answers named one business. Share of voice compares several businesses over the same answers. You can have a steady mention rate and a falling share if competitors gain mentions.

Which competitors should I include?

Include the businesses a customer would weigh up against you, and those that answers already name beside you. Keep the list stable between periods. Change it only for a reason, and note the date.

Does a higher share mean I am winning more customers?

Not on its own. Share of voice counts mentions in answers you collected. Customers, visits and sales are separate measures that need their own evidence. Read the answers themselves to see how each business was described.

Is share of voice the same as mention rate?

No. Mention rate looks at how often answers named one business. Share of voice compares several businesses over the same answers. You can have a steady mention rate and a falling share if competitors gain mentions.

Which competitors should I include?

Include the businesses a customer would weigh up against you, and those that answers already name beside you. Keep the list stable between periods. Change it only for a reason, and note the date.

Does a higher share mean I am winning more customers?

Not on its own. Share of voice counts mentions in answers you collected. Customers, visits and sales are separate measures that need their own evidence. Read the answers themselves to see how each business was described.

Sources