How AI answer engines name Prep Expert

By engine

Answers each engine gave to buyer questions about Education & Training, and how many of them named Prep Expert.

By question type

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

Week by week

Prep Expert was named in at least one answer in 7 of the 8 weeks on record; the latest was the week of October 19, 2026.

Each week's answers to buyer questions about Education & Training, Monday to Sunday, newest first, and how many of them named Prep Expert. The questions asked can differ from one week to the next.

Named first

When an answer named Prep Expert alongside another brand in this record, it was named first in 16 of 22 (72.7%).

Named alongside

• PrepScholar: named together in 22 answers
• College Board: named together in 14 answers

Sources the engines cited when they named Prep Expert

Domains cited in answers that named Prep Expert, by the number of those answers that cited them.

Prep Expert's own site (prepexpert.com) was cited in 10 of 24 (41.7%).

Across every answer run in the Machine Relations Index, not only the answers that named Prep Expert, prepexpert.com was cited in 11 of 29,566 (0.04%), by 2 of the 6 engines it observes. The Index is still collecting evidence on prepexpert.com before it grades or ranks it.

Across every Education & Training buyer question, not only the answers that named Prep Expert, the Machine Relations Index ranks which sources AI engines cite for Education & Training 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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