How AI answer engines name Visiblie
Data through October 20, 2026
Across 1,316 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Visibility & GEO between May 10, 2026 and October 20, 2026, Visiblie was named in 12 (0.9%).
By engine
Answers each engine gave to buyer questions about AI Visibility & GEO, and how many of them named Visiblie.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 7 | 321 | 2.2% |
| Claude | 5 | 325 | 1.5% |
| Gemini | 0 | 325 | 0.0% |
| Perplexity | 0 | 325 | 0.0% |
| Google AI Mode | 0 | 12 | 0.0% |
| Google AI Overviews | 0 | 8 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 9 | 215 | 4.2% |
| Ranked list | 3 | 179 | 1.7% |
| Head-to-head | 0 | 235 | 0.0% |
| Is it worth it | 0 | 238 | 0.0% |
| How to choose | 0 | 214 | 0.0% |
| Problem first | 0 | 235 | 0.0% |
Week by week
Visiblie was named in at least one answer in 7 of the 9 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about AI Visibility & GEO, Monday to Sunday, newest first, and how many of them named Visiblie. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 1 | 149 | 0.7% | |
| 0 | 147 | 0.0% | |
| 1 | 60 | 1.7% | |
| 2 | 168 | 1.2% | |
| 2 | 168 | 1.2% | |
| 0 | 112 | 0.0% | |
| 2 | 160 | 1.3% | |
| 2 | 180 | 1.1% | |
| 2 | 172 | 1.2% |
Named first
When an answer named Visiblie alongside another brand in this record, it was named first in 9 of 11 (81.8%).
Named alongside
Sources the engines cited when they named Visiblie
Domains cited in answers that named Visiblie, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| greta.sh | 2 |
| nicklafferty.com | 2 |
| position.digital | 2 |
| scalenut.com | 2 |
| therankmasters.com | 2 |
| visibili.ai | 2 |
| a-impact.dev | 1 |
| adexchanger.com | 1 |
| ai-search-tools.com | 1 |
| aipeekaboo.com | 1 |
Visiblie's own site (visiblie.com) was cited in 10 of 12 (83.3%).
Across every answer run in the Machine Relations Index, not only the answers that named Visiblie, visiblie.com was cited in 14 of 28,201 (0.05%), by 2 of the 6 engines it observes. The Index is still collecting evidence on visiblie.com before it grades or ranks it.
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Visiblie?
ChatGPT named Visiblie in 7 of 321 answers (2.2%) to buyer questions about AI Visibility & GEO between May 10, 2026 and October 20, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Visiblie.
Which sources do AI engines cite when they mention Visiblie?
The domains cited most often in answers that named Visiblie were greta.sh (2 answers), nicklafferty.com (2 answers) and position.digital (2 answers).
Which AI engine names Visiblie most often?
ChatGPT, at 2.2%: it named Visiblie in 7 of 321 answers to buyer questions about AI Visibility & GEO.