How AI answer engines name CleanBrowsing
Data through October 24, 2026
Across 1,263 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Family Software between May 10, 2026 and October 24, 2026, CleanBrowsing was named in 17 (1.3%).
Last 28 days: named in 7 of 672 answers in its home categories (1.0%), down 0.7 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Family Software, and how many of them named CleanBrowsing.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 1 | 313 | 0.3% |
| Claude | 0 | 303 | 0.0% |
| Gemini | 14 | 313 | 4.5% |
| Perplexity | 2 | 313 | 0.6% |
| Google AI Mode | 0 | 12 | 0.0% |
| Google AI Overviews | 0 | 9 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 216 | 0.0% |
| Ranked list | 0 | 210 | 0.0% |
| Head-to-head | 6 | 212 | 2.8% |
| Is it worth it | 0 | 204 | 0.0% |
| How to choose | 11 | 209 | 5.3% |
| Problem first | 0 | 212 | 0.0% |
Week by week
CleanBrowsing 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 Family Software, Monday to Sunday, newest first, and how many of them named CleanBrowsing. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 3 | 168 | 1.8% | |
| 2 | 178 | 1.1% | |
| 0 | 179 | 0.0% | |
| 2 | 168 | 1.2% | |
| 0 | 4 | 0.0% | |
| 4 | 160 | 2.5% | |
| 2 | 182 | 1.1% | |
| 3 | 164 | 1.8% | |
| 1 | 60 | 1.7% |
Named first
When an answer named CleanBrowsing alongside another brand in this record, it was named first in 5 of 15 (33.3%).
Named alongside
Sources the engines cited when they named CleanBrowsing
Domains cited in answers that named CleanBrowsing, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| useboomerang.com | 6 |
| netnanny.com | 4 |
| pcmag.com | 4 |
| apple.com | 2 |
| kidgy.com | 2 |
| oakleys.org.uk | 2 |
| aura.com | 1 |
| bark.us | 1 |
| canopy.us | 1 |
| cyberquotix.com | 1 |
CleanBrowsing's own site (cleanbrowsing.org) was cited in 0 of 17 (0.0%).
Across every answer run in the Machine Relations Index, not only the answers that named CleanBrowsing, cleanbrowsing.org was cited in 7 of 30,766 (0.02%), by 2 of the 6 engines it observes. The Index is still collecting evidence on cleanbrowsing.org before it grades or ranks it.
Across every Family Software buyer question, not only the answers that named CleanBrowsing, the Machine Relations Index ranks which sources AI engines cite for Family Software questions.
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 CleanBrowsing?
ChatGPT named CleanBrowsing in 1 of 313 answers (0.3%) to buyer questions about Family Software between May 10, 2026 and October 24, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed CleanBrowsing.
Which sources do AI engines cite when they mention CleanBrowsing?
The domains cited most often in answers that named CleanBrowsing were useboomerang.com (6 answers), netnanny.com (4 answers) and pcmag.com (4 answers).
Which AI engine names CleanBrowsing most often?
Gemini, at 4.5%: it named CleanBrowsing in 14 of 313 answers to buyer questions about Family Software.