How AI answer engines name PrepScholar
Data through October 21, 2026
Across 1,261 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Education & Training between May 10, 2026 and October 21, 2026, PrepScholar was named in 39 (3.1%).
By engine
Answers each engine gave to buyer questions about Education & Training, and how many of them named PrepScholar.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 6 | 288 | 2.1% |
| Claude | 9 | 318 | 2.8% |
| Gemini | 14 | 318 | 4.4% |
| Perplexity | 10 | 318 | 3.1% |
| Google AI Mode | 0 | 12 | 0.0% |
| Google AI Overviews | 0 | 7 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 39 | 210 | 18.6% |
| Ranked list | 0 | 205 | 0.0% |
| Head-to-head | 0 | 205 | 0.0% |
| Is it worth it | 0 | 205 | 0.0% |
| How to choose | 0 | 233 | 0.0% |
| Problem first | 0 | 203 | 0.0% |
Week by week
PrepScholar 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 PrepScholar. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 5 | 178 | 2.8% | |
| 7 | 177 | 4.0% | |
| 6 | 168 | 3.6% | |
| 6 | 168 | 3.6% | |
| 0 | 52 | 0.0% | |
| 5 | 166 | 3.0% | |
| 6 | 184 | 3.3% | |
| 4 | 168 | 2.4% |
Named first
When an answer named PrepScholar alongside another brand in this record, it was named first in 9 of 36 (25.0%).
Named alongside
- College Board: named together in 23 answers
- Prep Expert: named together in 22 answers
- ConnectPrep: named together in 5 answers
Sources the engines cited when they named PrepScholar
Domains cited in answers that named PrepScholar, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| educationdata.org | 16 |
| testprepinsight.com | 13 |
| collegeboard.org | 12 |
| prepmaven.com | 12 |
| reddit.com | 11 |
| topconsumerreviews.com | 10 |
| prepexpert.com | 9 |
| brighterly.com | 8 |
| collegehelpguide.com | 8 |
| collegerover.com | 7 |
PrepScholar's own site (prepscholar.com) was cited in 34 of 39 (87.2%).
Across every answer run in the Machine Relations Index, not only the answers that named PrepScholar, prepscholar.com was cited in 35 of 29,566 (0.12%), by 4 of the 6 engines it observes. Its Index confidence grade is C, and the Index ranks it #735 of 33,028 cited domains and #399 of 29,218 other observed sources.
Across every Education & Training buyer question, not only the answers that named PrepScholar, 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.
FAQ
Does ChatGPT recommend PrepScholar?
ChatGPT named PrepScholar in 6 of 288 answers (2.1%) to buyer questions about Education & Training between May 10, 2026 and October 21, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed PrepScholar.
Which sources do AI engines cite when they mention PrepScholar?
The domains cited most often in answers that named PrepScholar were educationdata.org (16 answers), testprepinsight.com (13 answers) and collegeboard.org (12 answers).
Which AI engine names PrepScholar most often?
Gemini, at 4.4%: it named PrepScholar in 14 of 318 answers to buyer questions about Education & Training.