How AI answer engines name ILPA
Data through November 7, 2026
Across 521 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about VC & Private Equity between May 10, 2026 and November 7, 2026, ILPA was named in 41 (7.9%).
By engine
Answers each engine gave to buyer questions about VC & Private Equity, and how many of them named ILPA.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 14 | 139 | 10.1% |
| Claude | 4 | 109 | 3.7% |
| Gemini | 13 | 89 | 14.6% |
| Perplexity | 8 | 139 | 5.8% |
| Google AI Mode | 1 | 31 | 3.2% |
| Google AI Overviews | 1 | 14 | 7.1% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 2 | 91 | 2.2% |
| Ranked list | 21 | 83 | 25.3% |
| Head-to-head | 1 | 85 | 1.2% |
| Is it worth it | 0 | 83 | 0.0% |
| How to choose | 3 | 97 | 3.1% |
| Problem first | 14 | 82 | 17.1% |
Week by week
ILPA was named in at least one answer in all 4 weeks on record; the latest was the week of November 2, 2026.
Each week's answers to buyer questions about VC & Private Equity, Monday to Sunday, newest first, and how many of them named ILPA. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 14 | 141 | 9.9% | |
| 10 | 147 | 6.8% | |
| 15 | 174 | 8.6% | |
| 2 | 59 | 3.4% |
Named first
When an answer named ILPA alongside another brand in this record, it was named first in 12 of 20 (60.0%).
Named alongside
- Juniper Square: named together in 17 answers
- Allvue Systems: named together in 4 answers
- BlackRock: named together in 4 answers
- Cobalt: named together in 4 answers
- 73 Strings: named together in 3 answers
- FactSet: named together in 2 answers
- Salesforce: named together in 2 answers
- Adobe: named together in 1 answer
Other sources the engines cited when they named ILPA
Domains other than ILPA's own sites, ranked by the number of answers that named ILPA and cited each domain. Own-site citations are shown separately below.
| Domain | Answers |
|---|---|
| polibit.io | 16 |
| fundcount.com | 15 |
| carta.com | 11 |
| covercy.com | 11 |
| v7labs.com | 11 |
| vcbeast.com | 11 |
| workwisesolutions.org | 9 |
| firstrate.com | 7 |
| lumonic.com | 7 |
| reportingguru.com | 7 |
ILPA's own site (ilpa.org) was cited in 2 of 41 (4.9%).
Across every answer run in the Machine Relations Index, not only the answers that named ILPA, ilpa.org was cited in 2 of 37,140 (0.01%), by 1 of the 6 engines it observes. The Index is still collecting evidence on ilpa.org before it grades or ranks it.
Across every VC & Private Equity buyer question, not only the answers that named ILPA, the Machine Relations Index ranks which sources AI engines cite for VC & Private Equity 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.
Window-to-window brand movement is unmeasured. The stored counts do not establish unchanged prompts, collection instruments and sampling weights across periods. Historical counts and weekly rows are descriptive, not a matched trend.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend ILPA?
ChatGPT named ILPA in 14 of 139 answers (10.1%) to buyer questions about VC & Private Equity between May 10, 2026 and November 7, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed ILPA.
Which sources do AI engines cite when they mention ILPA?
Excluding ILPA's own sites, the domains cited most often in answers that named ILPA were polibit.io (16 answers), fundcount.com (15 answers) and carta.com (11 answers). ILPA's own site (ilpa.org) was cited in 2 of 41 (4.9%).
Which AI engine names ILPA most often?
Gemini, at 14.6%: it named ILPA in 13 of 89 answers to buyer questions about VC & Private Equity.