In October 2026, we looked at 2,320 answers from ChatGPT, Gemini, Claude and Perplexity to the questions buyers ask about 38 brands. 88% of the sources the assistants cited were third-party pages, and only 4% were the brands' own websites. The rest of this page sets out each figure, how we measured it, and what it means for generative engine optimization (GEO).
The Figures at a Glance
| What we measured | Result |
|---|---|
| Sources cited that are third-party pages (media, reviews, directories, comparison articles) | 88% |
| Sources cited that are the brand's own website | 4% |
| Brands named in fewer than 1 in 10 ChatGPT answers to their buyers' questions | 24% (9 of 38) |
| Brands never named by ChatGPT at all | 16% (6 of 38) |
| How often ChatGPT names the typical brand vs the most-named competitor in its category | 27% vs 43% of answers |
| Brands with a gap of 20 points or more between their best and worst assistant | 37% (14 of 38) |
How We Measured
- Sample: the latest weekly scan of 38 brands tracked in Operato AI in October 2026, mostly small and mid-sized businesses in the US, France and Israel.
- Questions: 580 buyer questions in total, written the way buyers ask them and without the brand's name, for example "best accounting software for a 10-person agency".
- Assistants: each question was asked to ChatGPT, Gemini, Claude and Perplexity, for 2,320 answers.
- What we logged: whether each brand was named, which competitors were named, and which sources each answer cited.
- Privacy: brands are anonymised and only aggregates are published.
These are signals from brands that chose to measure their AI visibility, not industry benchmarks. We will update the figures as the sample grows.
What Do AI Assistants Cite?
Mostly pages the brand does not control. 88% of cited sources were third-party pages: media articles, review sites, directories and comparison articles. Only 4% were the brand's own website. For anyone working on AI visibility, this is the most important figure: being listed, reviewed and compared on other sites weighs far more than polishing your own pages. See why directory listings and "best tools" roundups decide who AI recommends.
How Often Does ChatGPT Name a Brand?
Less often than most teams expect. 24% of brands were named in fewer than 1 in 10 ChatGPT answers to their own buyers' questions, and 16% were never named at all. Many of these businesses rank on Google and have real customers. Ranking in search results does not guarantee a place in the answer.
How Far Ahead Is the Category Leader?
Well ahead. In ChatGPT, the most-named competitor in a category appears in 43% of answers, against 27% for the typical brand. Closing that gap is what GEO work is for.
Is One AI Assistant Enough to Check?
No. For 37% of brands, the gap between their best and their worst assistant was 20 points or more. A brand can be recommended by Perplexity and missing from Gemini the same week, so checking ChatGPT alone gives a partial picture. See how to track your brand across AI engines.
Two Patterns From Individual Brands
- Being readable is not the same as being recommended. A B2B software company scored 100/100 on our AI Readiness Score: crawlers allowed, structured data, sitemap, everything in place. Asked the question its buyers ask, ChatGPT recommended five competitors and did not mention it once.
- For a local business, the place in the question changes everything. A small studio was named third out of six when ChatGPT was asked for a recommendation in its city. On the same questions without the city, none of the four assistants named it.
What These Statistics Mean for GEO
- Work on the sources assistants trust, not only on your own site. Find out which sites they cite in your category and make sure you are present and accurate there.
- Measure each assistant separately. One is not a proxy for the others.
- Track the same questions every week. Answers move between weeks and between two runs of the same question.
For the full method, read what generative engine optimization is and how it differs from SEO. To check whether AI assistants can read your website, use the free AI visibility checker.
FAQ
What percentage of AI citations come from a brand's own website? In our October 2026 sample of 2,320 answers, 4%. 88% came from third-party pages such as media articles, review sites, directories and comparison articles.
How often does ChatGPT recommend a typical brand? The typical brand in our sample was named in 27% of ChatGPT answers to its buyers' questions, against 43% for the most-named competitor in its category. 16% of brands were never named.
Can I use these statistics? Yes, with a link to this page as the source. Please mention the sample: 38 brands, 2,320 answers, October 2026.
How were the statistics collected? From the latest weekly Operato AI scan of each of 38 brands: 580 buyer questions asked to ChatGPT, Gemini, Claude and Perplexity, with names and cited sources logged for each answer. Brands are anonymised and only aggregates are published.