ChatGPT and Perplexity named Vanicream first in every saved cleanser answer. Their attached source lists shared no hosts.
By Gist GEO team · October 6, 2026 · 3 min read
One question. Two source lists.
0
Shared citation hosts. Same first brand.
The two saved source lists had no hosts in common, even though the same product family appeared first.
ChatGPT
32 saved answers
First named product familyVanicream
5 citation hosts in this saved set
aad.org
cerave.com
vanicream.com
laroche-posay.us
prd-cd-cerave02-us.e-loreal.com
Perplexity
28 saved answers
First named product familyVanicream
8 citation hosts in this saved set
nytimes.com
ulta.com
fortune.com
cosmopolitan.com
everydayhealth.com
prevention.com
vogue.com
marieclaire.com
Published October 6 pilot · One cleanser question · Hosts grouped across each saved answer set. This is not citation frequency or evidence of what caused the brand choice. Read the methods
Showing both saved answer sets.
saved cleanser answers: ChatGPT + Perplexity
32 + 28
shared hosts between their saved citation sets
0
exact questions in the full pilot
2
View the cited hosts as a table
Hosts printed in the published source comparison
Saved answer set
Citation host
ChatGPT · 32 answers
aad.org
ChatGPT · 32 answers
cerave.com
ChatGPT · 32 answers
vanicream.com
ChatGPT · 32 answers
laroche-posay.us
ChatGPT · 32 answers
prd-cd-cerave02-us.e-loreal.com
Perplexity · 28 answers
nytimes.com
Perplexity · 28 answers
ulta.com
Perplexity · 28 answers
fortune.com
Perplexity · 28 answers
cosmopolitan.com
Perplexity · 28 answers
everydayhealth.com
Perplexity · 28 answers
prevention.com
Perplexity · 28 answers
vogue.com
Perplexity · 28 answers
marieclaire.com
ChatGPT and Perplexity named the same brand first when we asked, “what's the best facial cleanser for sensitive skin.” Both started with Vanicream in every saved answer: 32 from ChatGPT and 28 from Perplexity.
Their attached source lists told a different story. ChatGPT’s saved citations covered five hosts, including aad.org, cerave.com and vanicream.com. Perplexity’s covered eight, including nytimes.com, ulta.com and fortune.com. None of the cited hosts overlapped between those two sets.
That does not mean the engines drew on entirely separate knowledge. It means the source links preserved alongside their answers differed, even when the first named product brand was the same. The export does not retain the original inline citation anchors, so it cannot tell us which link supports each sentence.
The accounting question offered a similar example. Asked “best accounting software for small business,” both engines named QuickBooks first in all 12 of their saved answers. Their citation-host sets shared only techradar.com.
These are findings about two exact questions in one batch. Each Perplexity run reused the same saved ten-URL source set across its answers, so those repeated links should not be treated as independent discoveries or proof of source influence. A cited host is also not necessarily a publisher: platform and shopping links require separate treatment.
For marketers, this gives source analysis a specific job. It can show which links accompany sampled answers and where the engines overlap. It cannot, on its own, explain why a brand was recommended or prove that getting onto one of those sites would change the answer.