How AI answer engines name HiddenLayer
Data through October 11, 2026
Across 1,153 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Security & Privacy between May 10, 2026 and October 11, 2026, HiddenLayer was named in 18 (1.6%).
By engine
Answers each engine gave to buyer questions about AI Security & Privacy, and how many of them named HiddenLayer.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 289 | 0.0% |
| Claude | 1 | 294 | 0.3% |
| Gemini | 16 | 294 | 5.4% |
| Perplexity | 1 | 265 | 0.4% |
| Google AI Mode | 0 | 6 | 0.0% |
| Google AI Overviews | 0 | 5 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 4 | 207 | 1.9% |
| Ranked list | 13 | 178 | 7.3% |
| Head-to-head | 0 | 186 | 0.0% |
| Is it worth it | 1 | 202 | 0.5% |
| How to choose | 0 | 202 | 0.0% |
| Problem first | 0 | 178 | 0.0% |
Named first
When an answer named HiddenLayer alongside another brand in this record, it was named first in 4 of 17 (23.5%).
Named alongside
- Cisco: named together in 12 answers
- Lakera: named together in 5 answers
- MLflow: named together in 2 answers
- Palo Alto Networks: named together in 2 answers
- Varonis: named together in 2 answers
- Databricks: named together in 1 answers
- Nightfall: named together in 1 answers
- Orca Security: named together in 1 answers
Sources the engines cited when they named HiddenLayer
Domains cited in answers that named HiddenLayer, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| arxiv.org | 10 |
| owasp.org | 9 |
| github.com | 6 |
| microsoft.com | 6 |
| aisecurityandsafety.org | 5 |
| infoq.com | 5 |
| wiz.io | 5 |
| appsecsanta.com | 4 |
| galileo.ai | 4 |
| troj.ai | 4 |
HiddenLayer's own site (hiddenlayer.com) was cited in 4 of 18 (22.2%).
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 HiddenLayer?
ChatGPT did not name HiddenLayer in any of its 289 answers to buyer questions about AI Security & Privacy between May 10, 2026 and October 11, 2026.
Which sources do AI engines cite when they mention HiddenLayer?
The domains cited most often in answers that named HiddenLayer were arxiv.org (10 answers), owasp.org (9 answers) and github.com (6 answers).
Which AI engine names HiddenLayer most often?
Gemini, at 5.4%: it named HiddenLayer in 16 of 294 answers to buyer questions about AI Security & Privacy.