How AI answer engines name Toolbox
Data through October 28, 2026
Across 1,487 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Security & Privacy between May 10, 2026 and October 28, 2026, Toolbox was named in 24 (1.6%).
Last 28 days: named in 14 of 651 answers in its home categories (2.2%), up 0.4 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 Toolbox.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 373 | 0.0% |
| Claude | 5 | 378 | 1.3% |
| Gemini | 13 | 357 | 3.6% |
| Perplexity | 6 | 349 | 1.7% |
| Google AI Mode | 0 | 18 | 0.0% |
| Google AI Overviews | 0 | 12 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 259 | 0.0% |
| Ranked list | 24 | 237 | 10.1% |
| Head-to-head | 0 | 245 | 0.0% |
| Is it worth it | 0 | 254 | 0.0% |
| How to choose | 0 | 254 | 0.0% |
| Problem first | 0 | 238 | 0.0% |
Week by week
Toolbox was named in at least one answer in 8 of the 10 weeks on record; the latest was the week of October 26, 2026.
Each week's answers to buyer questions about AI Security & Privacy, Monday to Sunday, newest first, and how many of them named Toolbox. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 4 | 89 | 4.5% | |
| 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 Toolbox alongside another brand in this record, it was named first in 11 of 20 (55.0%).
Named alongside
- HiddenLayer: named together in 14 answers
- Cisco: named together in 13 answers
- Mindgard: named together in 6 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
- Grafyn: named together in 1 answers
Sources the engines cited when they named Toolbox
Domains cited in answers that named Toolbox, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| arxiv.org | 15 |
| infoq.com | 12 |
| aisecurityandsafety.org | 11 |
| owasp.org | 11 |
| wiz.io | 11 |
| github.com | 10 |
| microsoft.com | 10 |
| mindgard.ai | 9 |
| hiddenlayer.com | 6 |
| medium.com | 6 |
Toolbox's own site (toolbox.repair) was cited in 0 of 27 (0.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Toolbox, toolbox.repair was cited in 4 of 32,741 (0.01%), by 1 of the 6 engines it observes. The Index is still collecting evidence on toolbox.repair before it grades or ranks it.
Across every AI Security & Privacy buyer question, not only the answers that named Toolbox, the Machine Relations Index ranks which sources AI engines cite for AI Security & Privacy questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| AI Security & Privacy | 24 | 1,487 | 1.6% |
| Education & Training | 2 | 1,261 | 0.2% |
| HR & Talent | 1 | 1,696 | 0.1% |
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 Toolbox?
ChatGPT did not name Toolbox in any of its 373 answers to buyer questions about AI Security & Privacy between May 10, 2026 and October 28, 2026.
Which sources do AI engines cite when they mention Toolbox?
The domains cited most often in answers that named Toolbox were arxiv.org (15 answers), infoq.com (12 answers) and aisecurityandsafety.org (11 answers).
Which AI engine names Toolbox most often?
Gemini, at 3.6%: it named Toolbox in 13 of 357 answers to buyer questions about AI Security & Privacy.