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Insight

We traced 12,000 citations across six assistants. Reviews and reference pages beat brand sites.

11 Sep 2026 · 9 min read

We traced 12,000 citations across six assistants and nine industries to see which pages they lean on when they recommend a brand. The pattern is steadier than most people expect.

Reviews beat brand sites

In consumer categories, review sites and comparison pages made up 41% of citations. The brand's own site made up 14%. Assistants prefer a source that looks independent.

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

Reference pages punch above their size

Glossaries, standards bodies, public datasets and encyclopaedia entries are cited far more often than their traffic would suggest. One accurate reference entry can outweigh a year of blog posts.

It differs by industry

  • Software: documentation, comparison sites and developer forums
  • Health and local services: review platforms, directories and practice pages with clear opening hours
  • Retail: specialist reviewers, buying guides and forum threads with real use
  • Finance: regulators, reference sites and long-standing publishers

Fresh beats famous

Pages updated inside the last twelve months were cited at nearly twice the rate of older pages on the same sites. A dated page is a risk a model avoids.

Assistants do not trust your brand. They trust the places that have already written about it.

What to do with this

List the ten sources most cited in your category, then check how each one describes you today. Fix what is wrong, fill what is missing and give each of them something new to say: a number, a study, a named expert. The work is slow and it compounds, because every assistant reads the same handful of pages.

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

We traced 12,000 citations across six assistants and nine industries to see which pages they lean on when they recommend a brand. The pattern is steadier than most people expect.

Reviews beat brand sites

In consumer categories, review sites and comparison pages made up 41% of citations. The brand's own site made up 14%. Assistants prefer a source that looks independent.

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

Reference pages punch above their size

Glossaries, standards bodies, public datasets and encyclopaedia entries are cited far more often than their traffic would suggest. One accurate reference entry can outweigh a year of blog posts.

It differs by industry

  • Software: documentation, comparison sites and developer forums
  • Health and local services: review platforms, directories and practice pages with clear opening hours
  • Retail: specialist reviewers, buying guides and forum threads with real use
  • Finance: regulators, reference sites and long-standing publishers

Fresh beats famous

Pages updated inside the last twelve months were cited at nearly twice the rate of older pages on the same sites. A dated page is a risk a model avoids.

Assistants do not trust your brand. They trust the places that have already written about it.

What to do with this

List the ten sources most cited in your category, then check how each one describes you today. Fix what is wrong, fill what is missing and give each of them something new to say: a number, a study, a named expert. The work is slow and it compounds, because every assistant reads the same handful of pages.

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

We traced 12,000 citations across six assistants and nine industries to see which pages they lean on when they recommend a brand. The pattern is steadier than most people expect.

Reviews beat brand sites

In consumer categories, review sites and comparison pages made up 41% of citations. The brand's own site made up 14%. Assistants prefer a source that looks independent.

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

Reference pages punch above their size

Glossaries, standards bodies, public datasets and encyclopaedia entries are cited far more often than their traffic would suggest. One accurate reference entry can outweigh a year of blog posts.

It differs by industry

  • Software: documentation, comparison sites and developer forums
  • Health and local services: review platforms, directories and practice pages with clear opening hours
  • Retail: specialist reviewers, buying guides and forum threads with real use
  • Finance: regulators, reference sites and long-standing publishers

Fresh beats famous

Pages updated inside the last twelve months were cited at nearly twice the rate of older pages on the same sites. A dated page is a risk a model avoids.

Assistants do not trust your brand. They trust the places that have already written about it.

What to do with this

List the ten sources most cited in your category, then check how each one describes you today. Fix what is wrong, fill what is missing and give each of them something new to say: a number, a study, a named expert. The work is slow and it compounds, because every assistant reads the same handful of pages.

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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