How AI answer engines name MarketMuse
Data through November 3, 2026
Across 1,260 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Martech & Advertising between May 10, 2026 and November 3, 2026, MarketMuse was named in 15 (1.2%).
Last 28 days: named in 1 of 991 answers in its home categories (0.1%), down 0.1 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Martech & Advertising and AI Visibility & GEO, and how many of them named MarketMuse.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 8 | 676 | 1.2% |
| Claude | 4 | 680 | 0.6% |
| Gemini | 5 | 611 | 0.8% |
| Perplexity | 0 | 680 | 0.0% |
| Google AI Mode | 0 | 158 | 0.0% |
| Google AI Overviews | 1 | 76 | 1.3% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 401 | 0.0% |
| Ranked list | 16 | 347 | 4.6% |
| Head-to-head | 0 | 410 | 0.0% |
| Is it worth it | 0 | 420 | 0.0% |
| How to choose | 1 | 393 | 0.3% |
| Problem first | 0 | 417 | 0.0% |
| News | 1 | 493 | 0.2% |
Week by week
MarketMuse was named in at least one answer in 6 of the 20 weeks on record; the latest was the week of November 2, 2026.
Each week's answers to buyer questions about Martech & Advertising and AI Visibility & GEO, Monday to Sunday, newest first, and how many of them named MarketMuse. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 4 | 159 | 2.5% | |
| 5 | 330 | 1.5% | |
| 4 | 348 | 1.1% | |
| 3 | 372 | 0.8% | |
| 0 | 191 | 0.0% | |
| 0 | 196 | 0.0% | |
| 1 | 168 | 0.6% | |
| 0 | 112 | 0.0% | |
| 0 | 160 | 0.0% | |
| 0 | 180 | 0.0% | |
| 0 | 172 | 0.0% | |
| 0 | 42 | 0.0% | |
| 0 | 42 | 0.0% | |
| 0 | 54 | 0.0% | |
| 1 | 46 | 2.2% | |
| 0 | 31 | 0.0% | |
| 0 | 116 | 0.0% | |
| 0 | 111 | 0.0% | |
| 0 | 48 | 0.0% | |
| 0 | 3 | 0.0% |
Named first
When an answer named MarketMuse alongside another brand in this record, it was named first in 2 of 18 (11.1%).
Named alongside
Sources the engines cited when they named MarketMuse
Domains cited in answers that named MarketMuse, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| techradar.com | 8 |
| trysight.ai | 6 |
| seo.ai | 4 |
| superhub.biz | 3 |
| btw.so | 2 |
| emelia.io | 2 |
| freepng.com | 2 |
| ibm.com | 2 |
| llmrefs.com | 2 |
| plusclouds.com | 2 |
MarketMuse's own site (marketmuse.com) was cited in 0 of 18 (0.0%).
Across every answer run in the Machine Relations Index, not only the answers that named MarketMuse, marketmuse.com was cited in 4 of 35,433 (0.01%), by 1 of the 6 engines it observes. The Index is still collecting evidence on marketmuse.com before it grades or ranks it.
Across every Martech & Advertising buyer question, not only the answers that named MarketMuse, the Machine Relations Index ranks which sources AI engines cite for Martech & Advertising questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Martech & Advertising | 15 | 1,260 | 1.2% |
| AI Visibility & GEO | 3 | 1,621 | 0.2% |
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 MarketMuse?
ChatGPT named MarketMuse in 8 of 676 answers (1.2%) to buyer questions about Martech & Advertising and AI Visibility & GEO between May 10, 2026 and November 3, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed MarketMuse.
Which sources do AI engines cite when they mention MarketMuse?
The domains cited most often in answers that named MarketMuse were techradar.com (8 answers), trysight.ai (6 answers) and seo.ai (4 answers).
Which AI engine names MarketMuse most often?
Google AI Overviews, at 1.3%: it named MarketMuse in 1 of 76 answers to buyer questions about Martech & Advertising and AI Visibility & GEO.