--- title: "How AI answer engines name ILPA" description: "Answers each engine gave to buyer questions about VC & Private Equity, and how many of them named ILPA." canonical: "https://paralabs.ai/brands/ilpa" last-updated: "2026-11-07" --- # How AI answer engines name ILPA > 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%). - URL: https://paralabs.ai/brands/ilpa - Data through: November 7, 2026 - Domain profile: [ilpa.org](https://machinerelations.ai/index/domains/ilpa.org) ## 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 | | --- | ---: | ---: | ---: | | November 2, 2026 (through November 7, 2026) | 14 | 141 | 9.9% | | October 26, 2026 | 10 | 147 | 6.8% | | October 19, 2026 | 15 | 174 | 8.6% | | October 12, 2026 | 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](https://paralabs.ai/brands/juniper-square): named together in 17 answers - [Allvue Systems](https://paralabs.ai/brands/allvue-systems): named together in 4 answers - [BlackRock](https://paralabs.ai/brands/blackrock): named together in 4 answers - [Cobalt](https://paralabs.ai/brands/cobalt): named together in 4 answers - [73 Strings](https://paralabs.ai/brands/73-strings): named together in 3 answers - [FactSet](https://paralabs.ai/brands/factset): named together in 2 answers - [Salesforce](https://paralabs.ai/brands/salesforce): named together in 2 answers - [Adobe](https://paralabs.ai/brands/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](https://machinerelations.ai/index/domains/polibit.io) | 16 | | [fundcount.com](https://machinerelations.ai/index/domains/fundcount.com) | 15 | | [carta.com](https://machinerelations.ai/index/domains/carta.com) | 11 | | [covercy.com](https://machinerelations.ai/index/domains/covercy.com) | 11 | | [v7labs.com](https://machinerelations.ai/index/domains/v7labs.com) | 11 | | [vcbeast.com](https://machinerelations.ai/index/domains/vcbeast.com) | 11 | | [workwisesolutions.org](https://machinerelations.ai/index/domains/workwisesolutions.org) | 9 | | [firstrate.com](https://machinerelations.ai/index/domains/firstrate.com) | 7 | | [lumonic.com](https://machinerelations.ai/index/domains/lumonic.com) | 7 | | [reportingguru.com](https://machinerelations.ai/index/domains/reportingguru.com) | 7 | ILPA's own site ([ilpa.org](https://machinerelations.ai/index/domains/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](https://machinerelations.ai/index/categories/vc-private-equity). ## 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](https://machinerelations.ai/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. ## Machine-readable related links - Primary concept: [AI brand visibility](https://paralabs.ai/brands) - Related brand: [How AI answer engines name Juniper Square](https://paralabs.ai/brands/juniper-square) - Related brand: [How AI answer engines name Allvue Systems](https://paralabs.ai/brands/allvue-systems) - Related brand: [How AI answer engines name BlackRock](https://paralabs.ai/brands/blackrock) - Source data: [Machine Relations Index](https://machinerelations.ai/machine-relations-index) - Research index: [Para Labs brand index](https://paralabs.ai/brands) - Machine manifest: [Para Labs machine manifest](https://paralabs.ai/machine-manifest.json)