Which Types of Pages Do LLMs Cite: Blog Posts, Service Pages or Navigation Pages?

Which page types are cited for which questions?

What does the research say?

Omniscient Digital analysed 23,387 cited sources from branded questions across ChatGPT, Perplexity, Gemini, Google's AI Mode and AI Overviews, in four industries. Its findings:

• Reviews and social proof made up 57% of citations. That includes review sites, listicles, forums, social media and case studies.
• Product and commercial pages, such as product, pricing and landing pages, made up 12%.
• Educational and thought leadership content made up just 5.4% for these branded questions.
• Brand foundation pages were cited rarely: About pages 1.92%, homepages 1.82%, FAQ pages 0.41%.
• Video and press releases were cited least.

The study covered questions about brands, so blog posts may matter more for general informational questions. But it shows that, for brand questions, what others say about you outweighs what you publish about yourself.

Which SEO page types help improve LLM visibility: comparisons, role-and-problem pages, or tool-and-niche pages?

All three can help, because each matches a different kind of buyer question:

• Comparison pages, such as "[you] vs [competitor]" or "[competitor] alternatives", match shortlist and head-to-head questions. They are among the most useful commercial pages when fair and specific.
• Role-and-problem pages, such as "CRM for real estate agents who lose track of follow-ups", match problem-led questions from a specific kind of buyer. They work when they describe the problem and the fix in concrete terms.
• Tool-and-niche pages, such as "[your product] for Shopify stores" or "[your product] and Slack integration", match integration and niche questions. They work when they say exactly what the combination does.

The risk is producing hundreds of thin versions with a name swapped in each. Google's guidance warns that pages created for every variation, mainly to manipulate rankings or AI answers, can breach its scaled content abuse policy. Fewer, more specific pages usually do better.

Do company registries get cited by LLMs more often than blog posts?

For basic legal facts about a company, an official register is the authoritative source, and assistants can cite it when its company pages are crawlable and rank for the query; for buying, how-to or comparison questions, registries are rarely relevant. Legal name, registration number, founding date, directors and registered address are exactly what official registers record. Examples include Companies House in the UK and France's official business directories. For buying, how-to or comparison questions, registries are rarely relevant, and blog posts, reviews and comparison pages are cited instead.

Two practical points follow:

• Keep registry details accurate and current, since assistants repeat them.
• Make the difference between registered and operating addresses clear on your own site, because assistants sometimes give a registered office as the place to visit. That problem is covered in why AI assistants use a registered office instead of an operational headquarters.

How does this differ for local and ecommerce sites?

Local businesses are cited heavily through profiles and review platforms: in BrightLocal's 2026 study, Google Business Profile alone was about 28.5% of local AI citations and Yelp about 8.5%, with the business's own website also a major source. Their own service pages matter for specific questions, such as "does [business] do emergency call-outs?" or "how much does [service] cost in [town]?". A clear page for each service, with prices, areas served and hours, gives assistants something to cite beyond the profile. Blog posts rarely matter for local recommendations.

Ecommerce sites are cited through product pages, category pages and, increasingly, product feeds that power shopping results and carousels. Buying guides are cited for "how to choose" questions. Here, category pages can be cited when they carry useful text, such as how to choose between options, rather than only a grid of products. Product pages need complete specifications and prices in text to be quoted accurately.

How do you find out which page types are cited in your category?

1. Run 30–50 buyer questions across the assistants your customers use, several times each.
2. Collect every cited URL.
3. Classify each by page type and by owner: yours, a competitor's or a third party's.
4. Compare by question type: which page types win informational, shortlist and brand questions?
5. Close the gaps. If comparison questions cite competitors' comparison pages and third-party lists, you need both a comparison page of your own and a place on those lists.

Why professional networking posts are sometimes cited instead of product pages is covered in why LLMs cite LinkedIn posts instead of product pages.

What might an illustrative audit show?

Consider an illustrative payroll software company that classifies 600 cited URLs from its category questions. Its blog posts are cited for 20% of how-to questions. Its product and pricing pages are rarely cited, because prices sit behind a form. Review platforms and two comparison articles account for most citations on shortlist questions, and it is missing from one of them. Its homepage and About page are almost never cited. The company publishes prices in HTML, creates three honest comparison pages, and pursues the missing list. It stops investing in more generic blog posts. Three months later, its pricing page is cited for cost questions, and its comparison pages for "vs" questions.

What do people ask about the pages LLMs cite?

Are blog posts still worth writing for AI visibility?

Yes, for informational questions and original research. They matter less for brand and buying questions.

Why is our homepage rarely cited?

Homepages are broad. Assistants prefer pages that answer a specific question, and third-party pages for brand questions.

Do FAQ pages get cited?

Less than many expect: under half a per cent of branded-question citations in the study above. Answers placed on relevant pages often work better.

Should navigation pages be optimised for AI?

Make them crawlable and clearly labelled, so they lead crawlers to the pages that do get cited.