Review pages could be especially useful when buyers ask about other people's experiences. We wanted to know whether AI cites them more often in those questions than in general buying advice.

We examined 7,434,246 cited page links from ChatGPT Search and Google AI Mode between May 24 and August 19, 2026. We compared pages carrying review labels across questions about reviews, ratings, or feedback and the remaining questions.

Review-labeled pages supplied 14.9% of cited links when questions asked for reviews, ratings, testimonials or feedback, versus 2.8% elsewhere. Start a review strategy with the buyers seeking that evidence.

Review questions draw on a different mix of pages

Review-focused questions produced 16,157 review-labeled links out of 108,359. Other questions produced 205,238 out of 7,325,887: 14.9% versus 2.8%.

That comparison is more useful for a review strategy than the 3.0% share across all questions. It tells you where to look for the evidence buyers ask for.

Share of cited links by question wording

Review-focused prompts14.9%
Other prompts2.8%
0%5%10%15%

Each percentage uses all cited links in its question group. Page labels come from title or address.

A review can test one product or compare a whole category

The leading examples included TechRadar reviews of Ahrefs and Dynatrace, an AI visibility tools review, and consumer buying guides. Review-labeled content also appeared on videos and review directories.

Those formats do different jobs. Inspect the exact page and the claims it supplies before deciding whether a directory profile, independent test or detailed comparison is relevant to your market.

Most-cited review-labeled pages

Links · 8 results

Ahrefs SEO platform review1,163
Dynatrace observability platform review975
AI visibility tracking tools reviews442
Sustainable and organic cotton jeans review403
Personal project management tools review402
Oxylabs review398
Observability platforms reviews377
Infrastructure monitoring tools reviews315
05001,0001,500

Explore the data (8 rows)


Ahrefs SEO platform review	TechRadar	1,163	96
Dynatrace observability platform review	TechRadar	975	99
AI visibility tracking tools reviews	Position Digital	442	60
Sustainable and organic cotton jeans review	The Good Trade	403	30
Personal project management tools review	ICAgile	402	44
Oxylabs review	TechRadar	398	33
Observability platforms reviews	Gartner	377	46
Infrastructure monitoring tools reviews	Gartner	315	39

Cleaned page titles ranked by cited-page links, May 24 through August 19, 2026.

Look for the questions where buyers want outside judgment

Identify the review and comparison questions that matter to your category. Read the cited pages for recurring strengths, weaknesses and outdated claims. Prioritize the sources that repeatedly reach those questions.

Use that evidence to improve your product explanation and address real objections. A large review count alone does not tell you whether the answer presents your brand favorably.

How to assess review platforms for AI visibility

What the page labels count

Review pages are identified by review labels in the title or address. This includes several kinds of review and may capture annual or scholarly reviews; unlabeled reviews can be missed. The study measures citation presence, not review quality, ratings or commercial impact.

How we measured

We analyzed 7,434,246 cited-page links across 3,159,290 cited pages and 503,370 websites in 701,353 AI answers to 18,107 organic prompts on ChatGPT Search and Google AI Mode from May 24 through August 19, 2026.

of cited answers included a review-labeled page: 20.0%
140,354 of 701,353

Get the data

Dataset CSVThe metrics behind every figure in this report.

Sources

Seer Interactive: How review profiles shape brand visibility in AI search · accessed August 29, 2026
G2: 2026 AI search insight report · accessed August 29, 2026
Ahrefs: Self-promotional best lists in ChatGPT · accessed August 29, 2026
Semrush: Why 62% of AI citations do not lead to brand mentions · accessed August 29, 2026

Do guides get cited by AI? Match the guide to the question

Pages labeled as guides appeared more often in citations when the question asked for a guide.

Do FAQ pages get cited by AI?

Pages labeled as FAQs accounted for less than 1% of citation links in the answers we studied.

The directory tax is a myth: G2 and Capterra are #1 in 0 of 835 categories

In most categories we studied, no single directory dominated. Citation sources were spread across many websites.

What pages does AI cite most? Look at the buyer question

Product pages, practical guides and comparisons featured among citation leaders. The mix depended on the buyer's question.

How often does AI cite comparison pages?

At least one in twenty-one citation links went to pages with comparison terms in their addresses.

Do AI-cited pages actually mention the brand?

More than a third of reviewed citations pointed to pages that did not mention the brand linked to that citation.

G2 vs Capterra AI citations by market

G2 received more citations overall, but the leading review site varied by market.

Does AI localize brand recommendations by country?

Naming a country outside the US often brought a local brand first. Naming the US barely changed the answer.