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AI answers snapshot for Ludlow MillsAs of November 3, 2026Sample: fictional brands

In 45 answers to five shopping questions, ChatGPT, Perplexity and Gemini named Ludlow Mills 2 times. They named Kettle & Co 31 times.

2 of 45answers that name you
31name Kettle & Co
5shopping questions asked
0answers that cite your site

We asked each question three times in each assistant. Here is who gets named, where the answers come from, and what to change.

Who gets named

Answers naming each brand, of 45.

BrandNamed in
Kettle & Co31
Strider24
Ludlow MillsYou2

Where the answers come from

Sources the assistants cited, by answers citing them.

SourceCited in
A review site's “best dress socks” list18
Kettle & Co's own product pages14
A men's style magazine gift guide11
Reddit threads9
Your website0

Three things to change

  1. Get onto the lists the answers cite. A review site's “best dress socks” list is cited in 18 answers. You're not on it; Kettle & Co and Strider are.

  2. Say what you make, in plain text, on your own pages. Fabric, weight and price sit in images on your product pages, where assistants can't read them. Kettle & Co's pages state them in text.

  3. Answer the gift question. Gift questions named Kettle & Co's gift box in 7 of 9 answers. You sell a gift set, but no page says so.

Question by question

How many of the three runs in each assistant named Ludlow Mills.

QuestionChatGPTPerplexityGemini
What are the best men's dress socks?
Colourful dress socks that last?
Merino dress socks under $25?
Gift socks for a man who has everything?
Is a sock subscription worth it?

Example data for a design mock: fictional brands, questions and answers. A real check asks each question three times in each assistant, signed out, in US English, on the date shown. Assistants change their answers often; this shows what they said then, and nothing here can make an assistant name a brand.

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