How AI answer engines name MongoDB
Data through October 10, 2026
Across 959 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Infrastructure between May 10, 2026 and October 10, 2026, MongoDB was named in 13 (1.4%).
By engine
Answers each engine gave to buyer questions about AI Infrastructure, Enterprise AI and AI Security & Privacy, and how many of them named MongoDB.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 573 | 0.0% |
| Claude | 3 | 585 | 0.5% |
| Gemini | 13 | 585 | 2.2% |
| Perplexity | 7 | 556 | 1.3% |
| Google AI Mode | 3 | 104 | 2.9% |
| Google AI Overviews | 1 | 31 | 3.2% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 9 | 331 | 2.7% |
| Ranked list | 6 | 300 | 2.0% |
| Head-to-head | 0 | 308 | 0.0% |
| Is it worth it | 1 | 344 | 0.3% |
| How to choose | 3 | 352 | 0.9% |
| Problem first | 0 | 298 | 0.0% |
| News | 8 | 501 | 1.6% |
Named first
When an answer named MongoDB alongside another brand in this record, it was named first in 3 of 13 (23.1%).
Named alongside
- Salesforce: named together in 8 answers
- Zendesk: named together in 7 answers
- Databricks: named together in 6 answers
- HubSpot: named together in 5 answers
- Stripe: named together in 3 answers
- BigID: named together in 2 answers
- Chargebee: named together in 1 answers
- Glean: named together in 1 answers
Sources the engines cited when they named MongoDB
Domains cited in answers that named MongoDB, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| zenml.io | 12 |
| medium.com | 9 |
| cake.ai | 7 |
| firecrawl.dev | 7 |
| ibm.com | 7 |
| actian.com | 6 |
| redis.io | 6 |
| youtube.com | 6 |
| atlan.com | 5 |
| reddit.com | 5 |
MongoDB's own site (mongodb.com) was cited in 1 of 30 (3.3%).
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| AI Infrastructure | 13 | 959 | 1.4% |
| Enterprise AI | 8 | 501 | 1.6% |
| AI Security & Privacy | 6 | 974 | 0.6% |
| AI Visibility & GEO | 2 | 960 | 0.2% |
| Martech & Advertising | 1 | 622 | 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 MongoDB?
ChatGPT did not name MongoDB in any of its 573 answers to buyer questions about AI Infrastructure, Enterprise AI and AI Security & Privacy between May 10, 2026 and October 10, 2026.
Which sources do AI engines cite when they mention MongoDB?
The domains cited most often in answers that named MongoDB were zenml.io (12 answers), medium.com (9 answers) and cake.ai (7 answers).
Which AI engine names MongoDB most often?
Google AI Overviews, at 3.2%: it named MongoDB in 1 of 31 answers to buyer questions about AI Infrastructure, Enterprise AI and AI Security & Privacy.