How AI answer engines name ConnectPrep
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, ConnectPrep was named in 13 (1.0%).
By engine
Answers each engine gave to buyer questions about Education & Training, and how many of them named ConnectPrep.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 13 | 288 | 4.5% |
| Claude | 0 | 318 | 0.0% |
| Gemini | 0 | 318 | 0.0% |
| Perplexity | 0 | 318 | 0.0% |
| 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 | 13 | 210 | 6.2% |
| 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
ConnectPrep 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 ConnectPrep. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 2 | 178 | 1.1% | |
| 2 | 177 | 1.1% | |
| 2 | 168 | 1.2% | |
| 2 | 168 | 1.2% | |
| 0 | 52 | 0.0% | |
| 2 | 166 | 1.2% | |
| 2 | 184 | 1.1% | |
| 1 | 168 | 0.6% |
Named first
When an answer named ConnectPrep alongside another brand in this record, it was named first in 7 of 7 (100.0%).
Named alongside
- PrepScholar: named together in 5 answers
- College Board: named together in 2 answers
Sources the engines cited when they named ConnectPrep
Domains cited in answers that named ConnectPrep, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| foleyprep.com | 10 |
| ivybound.net | 6 |
| letsunbound.com | 4 |
| markseducation.com | 4 |
| prepscholar.com | 4 |
| bsmd.net | 3 |
| fltestprep.com | 3 |
| ignitetestprep.com | 3 |
| katalystprep.com | 3 |
| satprepgroup.com | 3 |
ConnectPrep's own site (connectprep.com) was cited in 13 of 13 (100.0%).
Across every answer run in the Machine Relations Index, not only the answers that named ConnectPrep, connectprep.com was cited in 13 of 29,566 (0.04%), by 1 of the 6 engines it observes. The Index is still collecting evidence on connectprep.com before it grades or ranks it.
Across every Education & Training buyer question, not only the answers that named ConnectPrep, 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 ConnectPrep?
ChatGPT named ConnectPrep in 13 of 288 answers (4.5%) 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 ConnectPrep.
Which sources do AI engines cite when they mention ConnectPrep?
The domains cited most often in answers that named ConnectPrep were foleyprep.com (10 answers), ivybound.net (6 answers) and letsunbound.com (4 answers).
Which AI engine names ConnectPrep most often?
ChatGPT, at 4.5%: it named ConnectPrep in 13 of 288 answers to buyer questions about Education & Training.