How AI answer engines name BizLibrary
Data through October 19, 2026
Across 1,083 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Education & Training between May 10, 2026 and October 19, 2026, BizLibrary was named in 11 (1.0%).
By engine
Answers each engine gave to buyer questions about Education & Training, and how many of them named BizLibrary.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 7 | 246 | 2.8% |
| Claude | 4 | 276 | 1.4% |
| Gemini | 0 | 276 | 0.0% |
| Perplexity | 0 | 276 | 0.0% |
| Google AI Mode | 0 | 6 | 0.0% |
| Google AI Overviews | 0 | 3 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 10 | 180 | 5.6% |
| Ranked list | 0 | 175 | 0.0% |
| Head-to-head | 0 | 175 | 0.0% |
| Is it worth it | 1 | 175 | 0.6% |
| How to choose | 0 | 204 | 0.0% |
| Problem first | 0 | 174 | 0.0% |
Named first
When an answer named BizLibrary alongside another brand in this record, it was named first in 0 of 6 (0.0%).
Named alongside
- Salesforce: named together in 3 answers
- BambooHR: named together in 2 answers
- Workday: named together in 1 answers
Sources the engines cited when they named BizLibrary
Domains cited in answers that named BizLibrary, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| lmspedia.org | 5 |
| goskills.com | 4 |
| peoplepilot.io | 4 |
| testgorilla.com | 4 |
| trainual.com | 4 |
| coggno.com | 3 |
| coursebox.ai | 3 |
| recruiterslineup.com | 3 |
| lupahire.com | 2 |
| peoplemanagingpeople.com | 2 |
BizLibrary's own site (bizlibrary.com) was cited in 11 of 11 (100.0%).
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 BizLibrary?
ChatGPT named BizLibrary in 7 of 246 answers (2.8%) to buyer questions about Education & Training between May 10, 2026 and October 19, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed BizLibrary.
Which sources do AI engines cite when they mention BizLibrary?
The domains cited most often in answers that named BizLibrary were lmspedia.org (5 answers), goskills.com (4 answers) and peoplepilot.io (4 answers).
Which AI engine names BizLibrary most often?
ChatGPT, at 2.8%: it named BizLibrary in 7 of 246 answers to buyer questions about Education & Training.