How AI answer engines name Holistic AI
Data through November 7, 2026
Across 1,622 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Security & Privacy between May 10, 2026 and November 7, 2026, Holistic AI was named in 13 (0.8%).
By engine
Answers each engine gave to buyer questions about AI Security & Privacy, and how many of them named Holistic AI.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 415 | 0.0% |
| Claude | 1 | 420 | 0.2% |
| Gemini | 12 | 357 | 3.4% |
| Perplexity | 0 | 391 | 0.0% |
| Google AI Mode | 0 | 24 | 0.0% |
| Google AI Overviews | 0 | 15 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 281 | 0.0% |
| Ranked list | 0 | 259 | 0.0% |
| Head-to-head | 0 | 267 | 0.0% |
| Is it worth it | 13 | 277 | 4.7% |
| How to choose | 0 | 277 | 0.0% |
| Problem first | 0 | 261 | 0.0% |
Week by week
Holistic AI was named in at least one answer in 7 of the 11 weeks on record; the latest was the week of October 12, 2026.
Each week's answers to buyer questions about AI Security & Privacy, Monday to Sunday, newest first, and how many of them named Holistic AI. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 0 | 67 | 0.0% | |
| 0 | 157 | 0.0% | |
| 0 | 156 | 0.0% | |
| 3 | 89 | 3.4% | |
| 2 | 179 | 1.1% | |
| 2 | 168 | 1.2% | |
| 2 | 168 | 1.2% | |
| 1 | 120 | 0.8% | |
| 2 | 187 | 1.1% | |
| 1 | 192 | 0.5% | |
| 0 | 139 | 0.0% |
Named first
When an answer named Holistic AI alongside another brand in this record, it was named first in 0 of 13 (0.0%).
Named alongside
Other sources the engines cited when they named Holistic AI
Domains other than Holistic AI's own sites, ranked by the number of answers that named Holistic AI and cited each domain. Own-site citations are shown separately below.
| Domain | Answers |
|---|---|
| dupple.com | 2 |
| guptadeepak.com | 2 |
| trussed.ai | 2 |
| vanta.com | 2 |
| cycoresecure.com | 1 |
| diligent.com | 1 |
| guideflow.com | 1 |
| infomineo.com | 1 |
| layer3labs.io | 1 |
| linkedin.com | 1 |
Holistic AI's own site (holisticai.com) was cited in 0 of 13 (0.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Holistic AI, holisticai.com was cited in 2 of 37,140 (0.01%), by 2 of the 6 engines it observes. The Index is still collecting evidence on holisticai.com before it grades or ranks it.
Across every AI Security & Privacy buyer question, not only the answers that named Holistic AI, the Machine Relations Index ranks which sources AI engines cite for AI Security & Privacy 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.
Window-to-window brand movement is unmeasured. The stored counts do not establish unchanged prompts, collection instruments and sampling weights across periods. Historical counts and weekly rows are descriptive, not a matched trend.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Holistic AI?
ChatGPT did not name Holistic AI in any of its 415 answers to buyer questions about AI Security & Privacy between May 10, 2026 and November 7, 2026.
Which sources do AI engines cite when they mention Holistic AI?
Excluding Holistic AI's own sites, the domains cited most often in answers that named Holistic AI were dupple.com (2 answers), guptadeepak.com (2 answers) and trussed.ai (2 answers). Holistic AI's own site (holisticai.com) was cited in 0 of 13 (0.0%).
Which AI engine names Holistic AI most often?
Gemini, at 3.4%: it named Holistic AI in 12 of 357 answers to buyer questions about AI Security & Privacy.