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Insight

How to measure how often AI names your brand, and what a good number looks like.

24 Sep 2026 · 5 min read

Rank tells you where a page sits. It says nothing about whether an assistant mentions you when a buyer asks a question. Share of answers does.

The definition

Take a fixed set of buyer questions. Ask each one to every assistant you care about. Share of answers is the percentage of those answers that name your brand.

A handwritten notebook beside a laptop and an orange highlighter
One claim, one number, one source: the pattern behind most cited sentences.

How to measure it

  • Fix the question set, between 60 and 150 questions, and do not change it for a quarter
  • Run it weekly, because answers vary from day to day
  • Record three things for each answer: named or not, position in the answer, and the sources cited

A spreadsheet is enough to begin. The discipline matters more than the tool.

What a good number looks like

In a crowded category a new brand often starts under 5%. Category leaders sit between 40% and 70%. Movement of five points in a quarter is real progress and is usually visible in enquiries a few weeks later.

What to report beside it

Share of answers alone can flatter you. Report it with sentiment, so you know what the answer says about you, and with source share, so you know which sites the assistant leaned on.

The question to ask every month is simple: how often are we the answer, and who is the answer when we are not?

The common mistake

Changing the questions when the number is bad. Keep the set fixed. If the market shifts, add a second set and report both until the old one stops being useful. A number you cannot compare with last quarter is not a metric, it is a mood.

Mara Lindqvist

Written by

Mara Lindqvist

Founder · Strategy

Mara started Citeable in 2023 and still reads every weekly run. She writes about what the assistants said this month and what to do about it.

Get an AI audit

Rank tells you where a page sits. It says nothing about whether an assistant mentions you when a buyer asks a question. Share of answers does.

The definition

Take a fixed set of buyer questions. Ask each one to every assistant you care about. Share of answers is the percentage of those answers that name your brand.

A handwritten notebook beside a laptop and an orange highlighter
One claim, one number, one source: the pattern behind most cited sentences.

How to measure it

  • Fix the question set, between 60 and 150 questions, and do not change it for a quarter
  • Run it weekly, because answers vary from day to day
  • Record three things for each answer: named or not, position in the answer, and the sources cited

A spreadsheet is enough to begin. The discipline matters more than the tool.

What a good number looks like

In a crowded category a new brand often starts under 5%. Category leaders sit between 40% and 70%. Movement of five points in a quarter is real progress and is usually visible in enquiries a few weeks later.

What to report beside it

Share of answers alone can flatter you. Report it with sentiment, so you know what the answer says about you, and with source share, so you know which sites the assistant leaned on.

The question to ask every month is simple: how often are we the answer, and who is the answer when we are not?

The common mistake

Changing the questions when the number is bad. Keep the set fixed. If the market shifts, add a second set and report both until the old one stops being useful. A number you cannot compare with last quarter is not a metric, it is a mood.

Mara Lindqvist

Written by

Mara Lindqvist

Founder · Strategy

Mara started Citeable in 2023 and still reads every weekly run. She writes about what the assistants said this month and what to do about it.

Get an AI audit

Rank tells you where a page sits. It says nothing about whether an assistant mentions you when a buyer asks a question. Share of answers does.

The definition

Take a fixed set of buyer questions. Ask each one to every assistant you care about. Share of answers is the percentage of those answers that name your brand.

A handwritten notebook beside a laptop and an orange highlighter
One claim, one number, one source: the pattern behind most cited sentences.

How to measure it

  • Fix the question set, between 60 and 150 questions, and do not change it for a quarter
  • Run it weekly, because answers vary from day to day
  • Record three things for each answer: named or not, position in the answer, and the sources cited

A spreadsheet is enough to begin. The discipline matters more than the tool.

What a good number looks like

In a crowded category a new brand often starts under 5%. Category leaders sit between 40% and 70%. Movement of five points in a quarter is real progress and is usually visible in enquiries a few weeks later.

What to report beside it

Share of answers alone can flatter you. Report it with sentiment, so you know what the answer says about you, and with source share, so you know which sites the assistant leaned on.

The question to ask every month is simple: how often are we the answer, and who is the answer when we are not?

The common mistake

Changing the questions when the number is bad. Keep the set fixed. If the market shifts, add a second set and report both until the old one stops being useful. A number you cannot compare with last quarter is not a metric, it is a mood.

Mara Lindqvist

Written by

Mara Lindqvist

Founder · Strategy

Mara started Citeable in 2023 and still reads every weekly run. She writes about what the assistants said this month and what to do about it.

Get an AI audit
A city at night seen from a rooftop, avenues lit to the horizon

Start here

We ask the assistants the questions your buyers ask, then show you who gets named, who gets cited and what it takes to be the answer.

“Next time a buyer asks an AI assistant, your brand is the answer.”

[2]Which assistant matters most
Or email us

A one-off report. No contract.

A city at night seen from a rooftop, avenues lit to the horizon

Start here

We ask the assistants the questions your buyers ask, then show you who gets named, who gets cited and what it takes to be the answer.

“Next time a buyer asks an AI assistant, your brand is the answer.”

[2]Which assistant matters most
Or email us

A one-off report. No contract.

A city at night seen from a rooftop, avenues lit to the horizon

Start here

We ask the assistants the questions your buyers ask, then show you who gets named, who gets cited and what it takes to be the answer.

“Next time a buyer asks an AI assistant, your brand is the answer.”

[2]Which assistant matters most
Or email us

A one-off report. No contract.

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