How AI answer engines name Summer Fridays

By engine

Answers each engine gave to buyer questions about Consumer Products, and how many of them named Summer Fridays.

By question type

The same answers, split by the shape of the buyer question.

Week by week

Summer Fridays 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 Products, Monday to Sunday, newest first, and how many of them named Summer Fridays. The questions asked can differ from one week to the next.

Named first

When an answer named Summer Fridays alongside another brand in this record, it was named first in 0 of 6 (0.0%).

Named alongside

• Colorescience: named together in 5 answers
• CeraVe: named together in 1 answers

Sources the engines cited when they named Summer Fridays

Domains cited in answers that named Summer Fridays, by the number of those answers that cited them.

Summer Fridays's own site (summerfridays.com) was cited in 6 of 13 (46.2%).

Across every answer run in the Machine Relations Index, not only the answers that named Summer Fridays, summerfridays.com was cited in 6 of 31,629 (0.02%), by 1 of the 6 engines it observes. The Index is still collecting evidence on summerfridays.com before it grades or ranks it.

Across every Consumer Products buyer question, not only the answers that named Summer Fridays, 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.

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