How AI answer engines name Gumloop
Data through November 9, 2026
Across 2,056 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Enterprise Software between May 10, 2026 and November 9, 2026, Gumloop was named in 6 (0.3%). That share is the 45th highest of the 45 brands this record lists under Enterprise Software. In answers to buyer questions about Enterprise Software and Enterprise AI, and among engines and question types with at least 100 answers, Gumloop was named most on Google AI Mode, 0.9% (2 of 230), and least on ChatGPT, 0.0% (0 of 572); most on "Ranked list" questions, 2.2% (6 of 271), and least on "Best-of" questions, 0.0% (0 of 259).
By engine
Answers each engine gave to buyer questions about Enterprise Software and Enterprise AI, and how many of them named Gumloop.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 572 | 0.0% |
| Claude | 3 | 577 | 0.5% |
| Gemini | 1 | 528 | 0.2% |
| Perplexity | 3 | 576 | 0.5% |
| Google AI Mode | 2 | 230 | 0.9% |
| Google AI Overviews | 1 | 74 | 1.4% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 259 | 0.0% |
| Ranked list | 6 | 271 | 2.2% |
| Head-to-head | 0 | 260 | 0.0% |
| Is it worth it | 0 | 263 | 0.0% |
| How to choose | 0 | 259 | 0.0% |
| Problem first | 0 | 266 | 0.0% |
| News | 4 | 979 | 0.4% |
Question types within each engine
The same home-category sample, separated by engine and question type. Named counts a name match, not an endorsement. Zero means no name match in the stored answers shown; an omitted type has no stored answers, not a zero mention rate. These pooled historical counts are not a controlled engine comparison: prompts, models, collection routes and sampling frequencies can differ. They are not buyer demand or a movement measure.
ChatGPT
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 64 | 0.0% |
| Ranked list | 0 | 67 | 0.0% |
| Head-to-head | 0 | 66 | 0.0% |
| Is it worth it | 0 | 65 | 0.0% |
| How to choose | 0 | 64 | 0.0% |
| Problem first | 0 | 65 | 0.0% |
| News | 0 | 181 | 0.0% |
Claude
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 65 | 0.0% |
| Ranked list | 3 | 67 | 4.5% |
| Head-to-head | 0 | 67 | 0.0% |
| Is it worth it | 0 | 66 | 0.0% |
| How to choose | 0 | 65 | 0.0% |
| Problem first | 0 | 66 | 0.0% |
| News | 0 | 181 | 0.0% |
Gemini
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 58 | 0.0% |
| Ranked list | 0 | 60 | 0.0% |
| Head-to-head | 0 | 53 | 0.0% |
| Is it worth it | 0 | 59 | 0.0% |
| How to choose | 0 | 58 | 0.0% |
| Problem first | 0 | 59 | 0.0% |
| News | 1 | 181 | 0.6% |
Perplexity
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 65 | 0.0% |
| Ranked list | 3 | 67 | 4.5% |
| Head-to-head | 0 | 67 | 0.0% |
| Is it worth it | 0 | 66 | 0.0% |
| How to choose | 0 | 64 | 0.0% |
| Problem first | 0 | 66 | 0.0% |
| News | 0 | 181 | 0.0% |
Google AI Mode
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 5 | 0.0% |
| Ranked list | 0 | 5 | 0.0% |
| Head-to-head | 0 | 5 | 0.0% |
| Is it worth it | 0 | 5 | 0.0% |
| How to choose | 0 | 5 | 0.0% |
| Problem first | 0 | 5 | 0.0% |
| News | 2 | 200 | 1.0% |
Google AI Overviews
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 2 | 0.0% |
| Ranked list | 0 | 5 | 0.0% |
| Head-to-head | 0 | 2 | 0.0% |
| Is it worth it | 0 | 2 | 0.0% |
| How to choose | 0 | 3 | 0.0% |
| Problem first | 0 | 5 | 0.0% |
| News | 1 | 55 | 1.8% |
Week by week
Gumloop was named in at least one answer in 7 of the 21 weeks on record; the latest was the week of November 9, 2026.
Each week's answers to buyer questions about Enterprise Software and Enterprise AI, Monday to Sunday, newest first, and how many of them named Gumloop. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 2 | 53 | 3.8% | |
| 0 | 118 | 0.0% | |
| 1 | 134 | 0.7% | |
| 1 | 177 | 0.6% | |
| 0 | 179 | 0.0% | |
| 1 | 179 | 0.6% | |
| 0 | 167 | 0.0% | |
| 0 | 8 | 0.0% | |
| 0 | 136 | 0.0% | |
| 0 | 136 | 0.0% | |
| 0 | 152 | 0.0% | |
| 1 | 139 | 0.7% | |
| 0 | 84 | 0.0% | |
| 3 | 81 | 3.7% | |
| 0 | 107 | 0.0% | |
| 0 | 96 | 0.0% | |
| 0 | 65 | 0.0% | |
| 1 | 222 | 0.5% | |
| 0 | 222 | 0.0% | |
| 0 | 96 | 0.0% | |
| 0 | 6 | 0.0% |
Named first
When an answer named Gumloop alongside another brand in this record, it was named first in 1 of 10 (10.0%).
Named alongside
- Make: named together in 6 answers
- CrewAI: named together in 4 answers
- Salesforce: named together in 4 answers
- Kissflow: named together in 3 answers
- UiPath: named together in 3 answers
- Activepieces: named together in 2 answers
- Kore.ai: named together in 2 answers
- Airtable: named together in 1 answer
Other sources the engines cited when they named Gumloop
Domains other than Gumloop's own sites, ranked by the number of answers that named Gumloop and cited each domain. Own-site citations are shown separately below.
| Domain | Answers |
|---|---|
| ibm.com | 4 |
| vellum.ai | 4 |
| automationanywhere.com | 3 |
| controlplane.com | 3 |
| growrk.com | 3 |
| reddit.com | 3 |
| truefoundry.com | 3 |
| akka.io | 2 |
| blaze.tech | 2 |
| browserless.io | 2 |
Gumloop's own site (gumloop.com) was cited in 3 of 10 (30.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Gumloop, gumloop.com was cited in 13 of 37,536 (0.03%), by 5 of the 6 engines it observes. The Index is still collecting evidence on gumloop.com before it grades or ranks it.
Across every Enterprise Software buyer question, not only the answers that named Gumloop, the Machine Relations Index ranks which sources AI engines cite for Enterprise Software questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Enterprise Software | 6 | 2,056 | 0.3% |
| Enterprise AI | 4 | 501 | 0.8% |
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 Gumloop?
ChatGPT did not name Gumloop in any of its 572 answers to buyer questions about Enterprise Software and Enterprise AI between May 10, 2026 and November 9, 2026.
Which sources do AI engines cite when they mention Gumloop?
Excluding Gumloop's own sites, the domains cited most often in answers that named Gumloop were ibm.com (4 answers), vellum.ai (4 answers) and automationanywhere.com (3 answers). Gumloop's own site (gumloop.com) was cited in 3 of 10 (30.0%).
Which AI engine names Gumloop most often?
Google AI Overviews, at 1.4%: it named Gumloop in 1 of 74 answers to buyer questions about Enterprise Software and Enterprise AI.