AI Visibility Report
Latest edition: November 2026. We asked ChatGPT, Claude and Gemini the questions buyers ask, three times each, about 80 kinds of business in 148 places, and counted every name. These are the patterns across all of them.
- Calls made
- 178,128
- Pages
- 4,948
- Pages ranked
- 4,939
- Assistants
- 3
Across the 4939 ranked pages of the November 2026 Index, 54% of the names an assistant gave came back when it was asked the same question again, and any two assistants shared 19% of their names. The average page gathered 36 different businesses, 50% of them named once, and its leader appeared in 57% of answers.
Findings
Averages over the ranked pages of the edition.
Asked the same question again, an assistant repeats 54% of its names.
For each assistant and question, the names that came back in at least two of three runs, as a share of every name those runs gave. The rest appeared once and did not return, which is why a single answer is a poor guide to what an assistant says about a business.
Any two assistants share 19% of the names they give.
For each pair of assistants that both named someone on a page, the names both gave as a share of the names either gave, averaged over pairs and pages. Being named by one assistant says little about the others.
Asked for a local business, Claude named no one in 29% of its answers.
An empty answer is not a failed call: the model replied and named nobody. Asked about software, Claude named no one in 1% of its answers. Asked for a local business, ChatGPT named no one in 4% and Gemini named no one in 0%. Asked about consumer brands such as banks and mobile carriers, Claude named no one in 1% of its answers.
62% of the businesses in a ranking were named by only one assistant.
Of the businesses a page lists, those that a single assistant named in two or more answers and no other assistant named at all.
A page gathers 36 different names, and 50% of them are named only once.
Distinct businesses named across every answer on a page, and the share of them that a single answer named. Those one-off names are counted but never listed.
The most-named business appears in 57% of answers.
The leader's share on the average ranked page. On 3,452 of 4,939 ranked pages at least one business was named by every assistant asked there.
What changed from the previous edition
October 2026 compared with November 2026.
Comparable headline figures for the previous edition are not available here. Its original data and DOI are in the archive below.
Download and cite the latest edition
This address always shows the latest published edition. Use its edition DOI when you need a citation that preserves the data you read.
- Latest edition
- November 2026
- Ranking data
- Download the data as CSV
- Edition DOI
- 10.5281/zenodo.23934866
- Archived files
- Download the archived files on Zenodo
- DOI for the latest archived edition
- 10.5281/zenodo.23082266
To cite this edition: AIGROW (2026). AI Visibility Index, November 2026 edition [Data set]. Zenodo. https://doi.org/10.5281/zenodo.23934866
Past editions
Each edition keeps its original dataset and DOI. The latest report stays here.
- October 2026
- 10.5281/zenodo.23188442Download CSV
- September 2026
- 10.5281/zenodo.23082267Download CSV
By assistant
Every call, including the ones that failed. The last three columns are the answers that replied but named no business: about a local trade, about software and about a consumer brand.
By country
Questions were asked in the language of each country. Pages that were not ranked count here too.
| Country | Pages | Ranked | Names per page | Named again on a rerun |
|---|---|---|---|---|
| Italy | 421 | 421 | 31 | 48% |
| United States | 576 | 576 | 42 | 55% |
| United Kingdom | 359 | 359 | 38 | 55% |
| Ireland | 142 | 142 | 32 | 61% |
| Canada | 266 | 266 | 39 | 57% |
| Australia | 235 | 234 | 38 | 58% |
| Spain | 266 | 266 | 39 | 52% |
| Mexico | 173 | 173 | 32 | 55% |
| Germany | 359 | 356 | 38 | 47% |
| Austria | 173 | 172 | 37 | 51% |
| Switzerland | 235 | 235 | 37 | 51% |
| France | 359 | 358 | 34 | 51% |
| Belgium | 173 | 173 | 35 | 54% |
| Netherlands | 204 | 204 | 38 | 54% |
| Portugal | 142 | 141 | 30 | 58% |
| Brazil | 204 | 204 | 28 | 57% |
| Sweden | 173 | 172 | 32 | 61% |
| Denmark | 142 | 142 | 33 | 59% |
| Norway | 142 | 142 | 28 | 63% |
| Poland | 204 | 203 | 35 | 53% |
Rankings from the AI Visibility Index
See which businesses and products ChatGPT, Claude, Gemini and Grok named for the categories and places below.
Citing this report
AIGROW, AI Visibility Report, November 2026, aigrow.gg/research/ai-visibility-report. The figures and the data are published under CC BY 4.0: reuse them with a link to this page.
Where do you stand in these numbers?
The free scan asks the same assistants your own customers' questions and shows who they name instead of you.
Edition November 2026 · published by Guglielmo Paesano, founder of AIGROW · data under CC BY 4.0