How AI answer engines name Adversarial Robustness Toolbox
Data through November 3, 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 3, 2026, Adversarial Robustness Toolbox was named in 27 (1.7%).
Last 28 days: named in 14 of 609 answers in its home categories (2.3%), up 0.5 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about AI Security & Privacy, and how many of them named Adversarial Robustness Toolbox.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 415 | 0.0% |
| Claude | 6 | 420 | 1.4% |
| Gemini | 13 | 357 | 3.6% |
| Perplexity | 8 | 391 | 2.0% |
| 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 | 27 | 259 | 10.4% |
| Head-to-head | 0 | 267 | 0.0% |
| Is it worth it | 0 | 277 | 0.0% |
| How to choose | 0 | 277 | 0.0% |
| Problem first | 0 | 261 | 0.0% |
Week by week
Adversarial Robustness Toolbox was named in at least one answer in 9 of the 11 weeks on record; the latest was the week of November 2, 2026.
Each week's answers to buyer questions about AI Security & Privacy, Monday to Sunday, newest first, and how many of them named Adversarial Robustness Toolbox. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 3 | 67 | 4.5% | |
| 4 | 157 | 2.5% | |
| 3 | 156 | 1.9% | |
| 0 | 89 | 0.0% | |
| 4 | 179 | 2.2% | |
| 3 | 168 | 1.8% | |
| 3 | 168 | 1.8% | |
| 0 | 120 | 0.0% | |
| 3 | 187 | 1.6% | |
| 3 | 192 | 1.6% | |
| 1 | 139 | 0.7% |
Named first
When an answer named Adversarial Robustness Toolbox alongside another brand in this record, it was named first in 7 of 20 (35.0%).
Named alongside
- HiddenLayer: named together in 14 answers
- Cisco: named together in 13 answers
- Mindgard: named together in 6 answers
- AI Defense: named together in 4 answers
- MLflow: named together in 4 answers
- GitHub: named together in 2 answers
- GitLab: named together in 2 answers
- Databricks: named together in 1 answers
Sources the engines cited when they named Adversarial Robustness Toolbox
Domains cited in answers that named Adversarial Robustness Toolbox, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| arxiv.org | 16 |
| infoq.com | 13 |
| aisecurityandsafety.org | 12 |
| github.com | 12 |
| wiz.io | 12 |
| owasp.org | 11 |
| microsoft.com | 10 |
| mindgard.ai | 9 |
| amazon.com | 7 |
| hiddenlayer.com | 6 |
Adversarial Robustness Toolbox's own site (adversarial-robustness-toolbox.org) was cited in 2 of 27 (7.4%).
Across every answer run in the Machine Relations Index, not only the answers that named Adversarial Robustness Toolbox, adversarial-robustness-toolbox.org was cited in 2 of 35,433 (0.01%), by 1 of the 6 engines it observes. The Index is still collecting evidence on adversarial-robustness-toolbox.org before it grades or ranks it.
Across every AI Security & Privacy buyer question, not only the answers that named Adversarial Robustness Toolbox, 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.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Adversarial Robustness Toolbox?
ChatGPT did not name Adversarial Robustness Toolbox in any of its 415 answers to buyer questions about AI Security & Privacy between May 10, 2026 and November 3, 2026.
Which sources do AI engines cite when they mention Adversarial Robustness Toolbox?
The domains cited most often in answers that named Adversarial Robustness Toolbox were arxiv.org (16 answers), infoq.com (13 answers) and aisecurityandsafety.org (12 answers).
Which AI engine names Adversarial Robustness Toolbox most often?
Gemini, at 3.6%: it named Adversarial Robustness Toolbox in 13 of 357 answers to buyer questions about AI Security & Privacy.