How AI answer engines name Collagen Peptides
Data through November 4, 2026
Across 1,738 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Consumer Products between May 10, 2026 and November 4, 2026, Collagen Peptides was named in 18 (1.0%).
Last 28 days: named in 12 of 1,265 answers in its home categories (0.9%), up 0.2 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Consumer Products and Consumer Health (YMYL), and how many of them named Collagen Peptides.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 9 | 856 | 1.1% |
| Claude | 0 | 858 | 0.0% |
| Gemini | 21 | 809 | 2.6% |
| Perplexity | 2 | 859 | 0.2% |
| Google AI Mode | 0 | 46 | 0.0% |
| Google AI Overviews | 0 | 26 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 14 | 574 | 2.4% |
| Ranked list | 0 | 577 | 0.0% |
| Head-to-head | 0 | 552 | 0.0% |
| Is it worth it | 18 | 586 | 3.1% |
| How to choose | 0 | 585 | 0.0% |
| Problem first | 0 | 580 | 0.0% |
Week by week
Collagen Peptides was named in at least one answer in 10 of the 12 weeks on record; the latest was the week of November 2, 2026.
Each week's answers to buyer questions about Consumer Products and Consumer Health (YMYL), Monday to Sunday, newest first, and how many of them named Collagen Peptides. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 2 | 316 | 0.6% | |
| 4 | 354 | 1.1% | |
| 3 | 311 | 1.0% | |
| 3 | 356 | 0.8% | |
| 3 | 335 | 0.9% | |
| 2 | 336 | 0.6% | |
| 0 | 24 | 0.0% | |
| 4 | 411 | 1.0% | |
| 5 | 335 | 1.5% | |
| 0 | 4 | 0.0% | |
| 5 | 336 | 1.5% | |
| 1 | 336 | 0.3% |
Named first
When an answer named Collagen Peptides alongside another brand in this record, it was named first in 6 of 18 (33.3%).
Named alongside
- Cochrane: named together in 7 answers
- Meta: named together in 7 answers
- Clean Label Project: named together in 6 answers
- Bark: named together in 1 answers
Sources the engines cited when they named Collagen Peptides
Domains cited in answers that named Collagen Peptides, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| shopflavcity.com | 5 |
| youtube.com | 5 |
| collavitacollagen.com | 4 |
| famehealthlabs.com | 4 |
| marigoldfoods.com | 4 |
| jointpainauthority.com | 3 |
| nih.gov | 3 |
| provatrack.com | 3 |
| vitaquest.com | 3 |
| arthritis.org | 2 |
Collagen Peptides's own site (collagen-peptides.org) was cited in 0 of 32 (0.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Collagen Peptides, collagen-peptides.org was cited in 3 of 35,834 (0.01%), by 2 of the 6 engines it observes. The Index is still collecting evidence on collagen-peptides.org before it grades or ranks it.
Across every Consumer Products buyer question, not only the answers that named Collagen Peptides, the Machine Relations Index ranks which sources AI engines cite for Consumer Products questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Consumer Products | 18 | 1,738 | 1.0% |
| Consumer Health (YMYL) | 14 | 1,716 | 0.8% |
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 Collagen Peptides?
ChatGPT named Collagen Peptides in 9 of 856 answers (1.1%) to buyer questions about Consumer Products and Consumer Health (YMYL) between May 10, 2026 and November 4, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Collagen Peptides.
Which sources do AI engines cite when they mention Collagen Peptides?
The domains cited most often in answers that named Collagen Peptides were shopflavcity.com (5 answers), youtube.com (5 answers) and collavitacollagen.com (4 answers).
Which AI engine names Collagen Peptides most often?
Gemini, at 2.6%: it named Collagen Peptides in 21 of 809 answers to buyer questions about Consumer Products and Consumer Health (YMYL).