How AI answer engines name Transparent Labs
Data through October 21, 2026
Across 1,369 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Consumer Health (YMYL) between May 10, 2026 and October 21, 2026, Transparent Labs was named in 26 (1.9%).
By engine
Answers each engine gave to buyer questions about Consumer Health (YMYL), and how many of them named Transparent Labs.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 348 | 0.0% |
| Claude | 11 | 348 | 3.2% |
| Gemini | 8 | 305 | 2.6% |
| Perplexity | 5 | 348 | 1.4% |
| Google AI Mode | 1 | 12 | 8.3% |
| Google AI Overviews | 1 | 8 | 12.5% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 6 | 228 | 2.6% |
| Ranked list | 18 | 228 | 7.9% |
| Head-to-head | 0 | 229 | 0.0% |
| Is it worth it | 0 | 228 | 0.0% |
| How to choose | 2 | 227 | 0.9% |
| Problem first | 0 | 229 | 0.0% |
Week by week
Transparent Labs was named in at least one answer in 9 of the 9 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about Consumer Health (YMYL), Monday to Sunday, newest first, and how many of them named Transparent Labs. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 2 | 136 | 1.5% | |
| 4 | 178 | 2.2% | |
| 3 | 168 | 1.8% | |
| 1 | 168 | 0.6% | |
| 5 | 211 | 2.4% | |
| 4 | 168 | 2.4% | |
| 1 | 4 | 25.0% | |
| 1 | 168 | 0.6% | |
| 5 | 168 | 3.0% |
Named first
When an answer named Transparent Labs alongside another brand in this record, it was named first in 3 of 26 (11.5%).
Named alongside
- Ultima Replenisher: named together in 18 answers
- Skratch Labs: named together in 7 answers
- Thorne: named together in 7 answers
- New Chapter: named together in 2 answers
Sources the engines cited when they named Transparent Labs
Domains cited in answers that named Transparent Labs, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| forbes.com | 18 |
| garagegymreviews.com | 14 |
| healthline.com | 10 |
| thefeed.com | 9 |
| reddit.com | 7 |
| triathlete.com | 6 |
| yahoo.com | 6 |
| drinklmnt.com | 5 |
| skratchlabs.com | 5 |
| amazon.com | 4 |
Transparent Labs's own site (transparentlabs.com) was cited in 2 of 28 (7.1%).
Across every answer run in the Machine Relations Index, not only the answers that named Transparent Labs, transparentlabs.com was cited in 16 of 29,566 (0.05%), by 4 of the 6 engines it observes. The Index is still collecting evidence on transparentlabs.com before it grades or ranks it.
Across every Consumer Health (YMYL) buyer question, not only the answers that named Transparent Labs, the Machine Relations Index ranks which sources AI engines cite for Consumer Health (YMYL) questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Consumer Health (YMYL) | 26 | 1,369 | 1.9% |
| Consumer Products | 2 | 1,415 | 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 Transparent Labs?
ChatGPT did not name Transparent Labs in any of its 348 answers to buyer questions about Consumer Health (YMYL) between May 10, 2026 and October 21, 2026.
Which sources do AI engines cite when they mention Transparent Labs?
The domains cited most often in answers that named Transparent Labs were forbes.com (18 answers), garagegymreviews.com (14 answers) and healthline.com (10 answers).
Which AI engine names Transparent Labs most often?
Google AI Overviews, at 12.5%: it named Transparent Labs in 1 of 8 answers to buyer questions about Consumer Health (YMYL).