# MongoDB: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/mongodb

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 153 | 100% | 1 |

## And against it

- "misconfigured MongoDB instances have been exploited in massive data breaches (e.g., the 2017 "Meow" attack)" (MiniMax M2.5, DMP)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named MongoDB, from 1 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- alium.io: 1
- atrocore.com: 1
- bestdevops.com: 1
- g2.com: 1
- gane.ai/index: 1
- infoworld.com: 1
- integrate.io: 1
- jatheon.com: 1
- linkedin.com: 1
- oracle.com: 1

### Pages cited

- https://alium.io/research/switching-off-the-cdp: 1
- https://atrocore.com/en/blog/best-master-data-management-tools: 1
- https://bestdevops.com/top-10-master-data-management-tools-in-2025-features-pros-cons-comparison: 1
- https://g2.com/compare/oracle-mdm-vs-sap-master-data-governance-mdg: 1
- https://www.gane.ai/index/it/it-data/master-data-management/enterprise: 1
- https://infoworld.com/article/2180233/the-10-worst-big-data-practices-2.html: 1
- https://integrate.io/blog/mulesoft-limitations: 1
- https://jatheon.com/blog/best-data-management-tools: 1

## In its own words

What MongoDB's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The World’s Leading Modern Data Platform (https://mongodb.com/)
- For: builders, enterprises, startups and AI innovators (https://mongodb.com/)
- Price stated: Pricing (https://mongodb.com/)
- Starting price: 0 (https://www.mongodb.com/pricing)
- Free plan or trial: Get started for free in minutes (https://mongodb.com/)
- Integrations claimed: 100 (https://mongodb.com/)
- Certifications: ISO 27001, ISO 27017, ISO 27018, ISO 9001, SOC 2 Type II, PCI DSS
- Hosting: AWS, Azure, Google Cloud, on-premises, in the cloud, at the edge
- Customers named: Victoria’s Secret, Forbes, Temenos, Toyota

## What it publishes

Every page mongodb.com exposes, read 2026-09-29: 34601 addresses. By kind, pages and the last 90 days:

- blog: 1653 pages, 30 in the last 90 days, latest 2026-09-25
- case study: 302 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 325 pages, 0 in the last 90 days, latest undated
- conference or event: 24558 pages, 58 in the last 90 days, latest 2026-09-28
- report or ebook: 10 pages, 2 in the last 90 days, latest 2026-09-23
- comparison: 41 pages, 1 in the last 90 days, latest 2026-07-09
- template or tool: 18 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 51 pages, 2 in the last 90 days, latest 2026-07-20
- podcast or video: 3 pages, 0 in the last 90 days, latest 2022-09-30
- news or press: 358 pages, 4 in the last 90 days, latest 2026-09-09
- Recent: 2026-09-28 conference or event: 343828 https://www.mongodb.com/community/forums/t/mongodb-nodejs-driver-7-7-0-released/343828
- Recent: 2026-09-25 blog: Same query same score consistent ranking with stabletfl atlas search https://www.mongodb.com/company/blog/engineering/same-query-same-score-consistent-ranking-with-stabletfl-atlas-search
- Recent: 2026-09-24 blog: Resilient edge ai keeping connected vehicles smart offline https://www.mongodb.com/company/blog/innovation/resilient-edge-ai-keeping-connected-vehicles-smart-offline
- Recent: 2026-09-24 conference or event: 343720 https://www.mongodb.com/community/forums/t/mongodb-c-driver-1-30-12-released/343720
- Recent: 2026-09-24 conference or event: 343721 https://www.mongodb.com/community/forums/t/mongodb-c-driver-2-5-5-released/343721
- Recent: 2026-09-24 conference or event: 343732 https://www.mongodb.com/community/forums/t/pymongo-4-18-2-released/343732

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.