How AI answer engines name Mangools
Data through October 21, 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 21, 2026, Mangools was named in 5 (0.4%).
By engine
Answers each engine gave to buyer questions about AI Visibility & GEO and Martech & Advertising, and how many of them named Mangools.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 534 | 0.0% |
| Claude | 5 | 538 | 0.9% |
| Gemini | 4 | 538 | 0.7% |
| Perplexity | 1 | 538 | 0.2% |
| Google AI Mode | 0 | 136 | 0.0% |
| Google AI Overviews | 0 | 64 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 314 | 0.0% |
| Ranked list | 2 | 249 | 0.8% |
| Head-to-head | 0 | 306 | 0.0% |
| Is it worth it | 7 | 338 | 2.1% |
| How to choose | 0 | 313 | 0.0% |
| Problem first | 0 | 335 | 0.0% |
| News | 1 | 493 | 0.2% |
Week by week
Mangools was named in at least one answer in 7 of the 18 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about AI Visibility & GEO and Martech & Advertising, Monday to Sunday, newest first, and how many of them named Mangools. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 1 | 304 | 0.3% | |
| 2 | 372 | 0.5% | |
| 2 | 191 | 1.0% | |
| 0 | 196 | 0.0% | |
| 1 | 168 | 0.6% | |
| 0 | 112 | 0.0% | |
| 1 | 160 | 0.6% | |
| 0 | 180 | 0.0% | |
| 2 | 172 | 1.2% | |
| 0 | 42 | 0.0% | |
| 0 | 42 | 0.0% | |
| 0 | 54 | 0.0% | |
| 0 | 46 | 0.0% | |
| 0 | 31 | 0.0% | |
| 0 | 116 | 0.0% | |
| 1 | 111 | 0.9% | |
| 0 | 48 | 0.0% | |
| 0 | 3 | 0.0% |
Named first
When an answer named Mangools alongside another brand in this record, it was named first in 1 of 10 (10.0%).
Named alongside
Sources the engines cited when they named Mangools
Domains cited in answers that named Mangools, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| siftly.ai | 3 |
| erlin.ai | 2 |
| rankability.com | 2 |
| soar.sh | 2 |
| ziptie.dev | 2 |
| ahrefs.com | 1 |
| aiagencyplus.com | 1 |
| alhena.ai | 1 |
| browse.ai | 1 |
| consumercat.com | 1 |
Mangools's own site (mangools.com) was cited in 1 of 10 (10.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Mangools, mangools.com was cited in 1 of 29,566 (0.00%), by 1 of the 6 engines it observes. The Index is still collecting evidence on mangools.com before it grades or ranks it.
Across every AI Visibility & GEO buyer question, not only the answers that named Mangools, the Machine Relations Index ranks which sources AI engines cite for AI Visibility & GEO questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| AI Visibility & GEO | 5 | 1,316 | 0.4% |
| Martech & Advertising | 5 | 1,032 | 0.5% |
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 Mangools?
ChatGPT did not name Mangools in any of its 534 answers to buyer questions about AI Visibility & GEO and Martech & Advertising between May 10, 2026 and October 21, 2026.
Which sources do AI engines cite when they mention Mangools?
The domains cited most often in answers that named Mangools were siftly.ai (3 answers), erlin.ai (2 answers) and rankability.com (2 answers).
Which AI engine names Mangools most often?
Claude, at 0.9%: it named Mangools in 5 of 538 answers to buyer questions about AI Visibility & GEO and Martech & Advertising.