How AI answer engines name Skratch 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, Skratch Labs was named in 30 (2.2%).
By engine
Answers each engine gave to buyer questions about Consumer Health (YMYL), and how many of them named Skratch Labs.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 10 | 348 | 2.9% |
| Claude | 6 | 348 | 1.7% |
| Gemini | 5 | 305 | 1.6% |
| Perplexity | 9 | 348 | 2.6% |
| Google AI Mode | 0 | 12 | 0.0% |
| Google AI Overviews | 0 | 8 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 228 | 0.0% |
| Ranked list | 30 | 228 | 13.2% |
| Head-to-head | 0 | 229 | 0.0% |
| Is it worth it | 0 | 228 | 0.0% |
| How to choose | 0 | 227 | 0.0% |
| Problem first | 0 | 229 | 0.0% |
Week by week
Skratch Labs was named in at least one answer in 8 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 Skratch Labs. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 3 | 136 | 2.2% | |
| 2 | 178 | 1.1% | |
| 3 | 168 | 1.8% | |
| 2 | 168 | 1.2% | |
| 5 | 211 | 2.4% | |
| 4 | 168 | 2.4% | |
| 0 | 4 | 0.0% | |
| 4 | 168 | 2.4% | |
| 7 | 168 | 4.2% |
Named first
When an answer named Skratch Labs alongside another brand in this record, it was named first in 5 of 25 (20.0%).
Named alongside
- Ultima Replenisher: named together in 25 answers
- Transparent Labs: named together in 7 answers
- Thorne: named together in 2 answers
Sources the engines cited when they named Skratch Labs
Domains cited in answers that named Skratch Labs, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| drinkhydrant.com | 17 |
| forbes.com | 16 |
| thefeed.com | 15 |
| menshealth.com | 8 |
| garagegymreviews.com | 7 |
| amazon.com | 6 |
| healthline.com | 6 |
| modernvital.com | 6 |
| reddit.com | 6 |
| toprankland.com | 6 |
Skratch Labs's own site (skratchlabs.com) was cited in 8 of 30 (26.7%).
Across every answer run in the Machine Relations Index, not only the answers that named Skratch Labs, skratchlabs.com was cited in 13 of 29,566 (0.04%), by 5 of the 6 engines it observes. The Index is still collecting evidence on skratchlabs.com before it grades or ranks it.
Across every Consumer Health (YMYL) buyer question, not only the answers that named Skratch Labs, the Machine Relations Index ranks which sources AI engines cite for Consumer Health (YMYL) 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 Skratch Labs?
ChatGPT named Skratch Labs in 10 of 348 answers (2.9%) to buyer questions about Consumer Health (YMYL) between May 10, 2026 and October 21, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Skratch Labs.
Which sources do AI engines cite when they mention Skratch Labs?
The domains cited most often in answers that named Skratch Labs were drinkhydrant.com (17 answers), forbes.com (16 answers) and thefeed.com (15 answers).
Which AI engine names Skratch Labs most often?
ChatGPT, at 2.9%: it named Skratch Labs in 10 of 348 answers to buyer questions about Consumer Health (YMYL).