How AI answer engines name Dreamdata
Data through October 24, 2026
Across 1,054 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Martech & Advertising between May 10, 2026 and October 24, 2026, Dreamdata was named in 14 (1.3%).
By engine
Answers each engine gave to buyer questions about Martech & Advertising, and how many of them named Dreamdata.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 217 | 0.0% |
| Claude | 2 | 217 | 0.9% |
| Gemini | 3 | 217 | 1.4% |
| Perplexity | 5 | 217 | 2.3% |
| Google AI Mode | 2 | 128 | 1.6% |
| Google AI Overviews | 2 | 58 | 3.4% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 7 | 105 | 6.7% |
| Ranked list | 0 | 76 | 0.0% |
| Head-to-head | 0 | 76 | 0.0% |
| Is it worth it | 3 | 100 | 3.0% |
| How to choose | 0 | 104 | 0.0% |
| Problem first | 0 | 100 | 0.0% |
| News | 4 | 493 | 0.8% |
Week by week
Dreamdata was named in at least one answer in 8 of the 13 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about Martech & Advertising, Monday to Sunday, newest first, and how many of them named Dreamdata. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 1 | 177 | 0.6% | |
| 5 | 225 | 2.2% | |
| 2 | 131 | 1.5% | |
| 2 | 28 | 7.1% | |
| 1 | 42 | 2.4% | |
| 0 | 42 | 0.0% | |
| 1 | 54 | 1.9% | |
| 0 | 46 | 0.0% | |
| 0 | 31 | 0.0% | |
| 1 | 116 | 0.9% | |
| 0 | 111 | 0.0% | |
| 0 | 48 | 0.0% | |
| 1 | 3 | 33.3% |
Named first
When an answer named Dreamdata alongside another brand in this record, it was named first in 5 of 14 (35.7%).
Named alongside
- HockeyStack: named together in 10 answers
- Meta: named together in 9 answers
- Adobe: named together in 4 answers
- Factors.ai: named together in 4 answers
- Salesforce: named together in 4 answers
- AppsFlyer: named together in 3 answers
- HubSpot: named together in 3 answers
- Landbase: named together in 3 answers
Sources the engines cited when they named Dreamdata
Domains cited in answers that named Dreamdata, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| cometly.com | 4 |
| g2.com | 4 |
| usermaven.com | 4 |
| guideflow.com | 3 |
| hockeystack.com | 3 |
| improvado.io | 3 |
| landbase.com | 3 |
| segmentstream.com | 3 |
| superscout.co | 3 |
| adasight.com | 2 |
Dreamdata's own site (dreamdata.io) was cited in 0 of 14 (0.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Dreamdata, dreamdata.io was cited in 6 of 30,766 (0.02%), by 2 of the 6 engines it observes. The Index is still collecting evidence on dreamdata.io before it grades or ranks it.
Across every Martech & Advertising buyer question, not only the answers that named Dreamdata, the Machine Relations Index ranks which sources AI engines cite for Martech & Advertising 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.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Dreamdata?
ChatGPT did not name Dreamdata in any of its 217 answers to buyer questions about Martech & Advertising between May 10, 2026 and October 24, 2026.
Which sources do AI engines cite when they mention Dreamdata?
The domains cited most often in answers that named Dreamdata were cometly.com (4 answers), g2.com (4 answers) and usermaven.com (4 answers).
Which AI engine names Dreamdata most often?
Google AI Overviews, at 3.4%: it named Dreamdata in 2 of 58 answers to buyer questions about Martech & Advertising.