How AI answer engines name Biossance
Data through October 29, 2026
Across 1,592 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Consumer Products between May 10, 2026 and October 29, 2026, Biossance was named in 10 (0.6%).
Last 28 days: named in 4 of 669 answers in its home categories (0.6%), level with the 28 days before.
By engine
Answers each engine gave to buyer questions about Consumer Products, and how many of them named Biossance.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 4 | 389 | 1.0% |
| Claude | 0 | 391 | 0.0% |
| Gemini | 4 | 392 | 1.0% |
| Perplexity | 2 | 392 | 0.5% |
| Google AI Mode | 0 | 18 | 0.0% |
| Google AI Overviews | 0 | 10 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 2 | 265 | 0.8% |
| Ranked list | 0 | 262 | 0.0% |
| Head-to-head | 0 | 263 | 0.0% |
| Is it worth it | 0 | 268 | 0.0% |
| How to choose | 8 | 270 | 3.0% |
| Problem first | 0 | 264 | 0.0% |
Week by week
Biossance was named in at least one answer in 7 of the 10 weeks on record; the latest was the week of October 26, 2026.
Each week's answers to buyer questions about Consumer Products, Monday to Sunday, newest first, and how many of them named Biossance. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 2 | 177 | 1.1% | |
| 1 | 175 | 0.6% | |
| 0 | 178 | 0.0% | |
| 1 | 167 | 0.6% | |
| 1 | 168 | 0.6% | |
| 0 | 24 | 0.0% | |
| 2 | 200 | 1.0% | |
| 2 | 167 | 1.2% | |
| 1 | 168 | 0.6% | |
| 0 | 168 | 0.0% |
Named first
When an answer named Biossance alongside another brand in this record, it was named first in 3 of 9 (33.3%).
Named alongside
- Summer Fridays: named together in 4 answers
- CeraVe: named together in 1 answers
Sources the engines cited when they named Biossance
Domains cited in answers that named Biossance, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| gosupps.com | 4 |
| junglerelics.com | 4 |
| livetinted.com | 4 |
| reddit.com | 4 |
| salt.blue | 4 |
| rejuventskincare.com | 3 |
| summerfridays.com | 3 |
| sunkissedblush.blog | 3 |
| whowhatwear.com | 3 |
| aoskincare.com | 2 |
Biossance's own site (biossance.com) was cited in 2 of 10 (20.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Biossance, biossance.com was cited in 2 of 33,147 (0.01%), by 1 of the 6 engines it observes. The Index is still collecting evidence on biossance.com before it grades or ranks it.
Across every Consumer Products buyer question, not only the answers that named Biossance, the Machine Relations Index ranks which sources AI engines cite for Consumer Products 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 Biossance?
ChatGPT named Biossance in 4 of 389 answers (1.0%) to buyer questions about Consumer Products between May 10, 2026 and October 29, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Biossance.
Which sources do AI engines cite when they mention Biossance?
The domains cited most often in answers that named Biossance were gosupps.com (4 answers), junglerelics.com (4 answers) and livetinted.com (4 answers).
Which AI engine names Biossance most often?
ChatGPT, at 1.0%: it named Biossance in 4 of 389 answers to buyer questions about Consumer Products.