How AI answer engines name John Snow Labs
Data through October 18, 2026
Across 1,242 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Security & Privacy between May 10, 2026 and October 18, 2026, John Snow Labs was named in 22 (1.8%).
By engine
Answers each engine gave to buyer questions about AI Security & Privacy, and how many of them named John Snow Labs.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 310 | 0.0% |
| Claude | 1 | 315 | 0.3% |
| Gemini | 15 | 315 | 4.8% |
| Perplexity | 6 | 286 | 2.1% |
| Google AI Mode | 0 | 9 | 0.0% |
| Google AI Overviews | 0 | 7 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 11 | 237 | 4.6% |
| Ranked list | 0 | 178 | 0.0% |
| Head-to-head | 0 | 186 | 0.0% |
| Is it worth it | 0 | 232 | 0.0% |
| How to choose | 11 | 231 | 4.8% |
| Problem first | 0 | 178 | 0.0% |
Named first
When an answer named John Snow Labs alongside another brand in this record, it was named first in 4 of 6 (66.7%).
Named alongside
Sources the engines cited when they named John Snow Labs
Domains cited in answers that named John Snow Labs, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| grepture.com | 9 |
| devopsschool.com | 7 |
| strac.io | 7 |
| datastreamer.io | 6 |
| medium.com | 6 |
| redactor.ai | 6 |
| wald.ai | 6 |
| arxiv.org | 4 |
| justee.ai | 4 |
| philterd.ai | 4 |
John Snow Labs's own site (johnsnowlabs.com) was cited in 3 of 22 (13.6%).
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 John Snow Labs?
ChatGPT did not name John Snow Labs in any of its 310 answers to buyer questions about AI Security & Privacy between May 10, 2026 and October 18, 2026.
Which sources do AI engines cite when they mention John Snow Labs?
The domains cited most often in answers that named John Snow Labs were grepture.com (9 answers), devopsschool.com (7 answers) and strac.io (7 answers).
Which AI engine names John Snow Labs most often?
Gemini, at 4.8%: it named John Snow Labs in 15 of 315 answers to buyer questions about AI Security & Privacy.