1 category · RankedMongoDB
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| NoSQL databases | Data platform | 59% | 1 of 72 | 13% | 69 | endorsed leader |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 3 | 0 | 1 | 1 | 5 |
| GPT-5.4 mini | 4 | 0 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 3 | 1 | 2 | 2 | 8 |
| Perplexity Sonar | 4 | 0 | 0 | 0 | 4 |
| Grok 4.1 Fast | 4 | 0 | 1 | 1 | 6 |
| Mistral Small | 3 | 1 | 1 | 1 | 6 |
| DeepSeek V4 Flash | 4 | 0 | 1 | 1 | 6 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 4 | 2 | 0 | 1 | 7 |
| Kimi K2 | 4 | 1 | 0 | 1 | 6 |
| GLM 4.7 FlashX | 2 | 2 | 3 | 1 | 8 |
| MiniMax M2.5 | 4 | 0 | 2 | 0 | 6 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“MongoDB - If you need flexible schemas, strong query capabilities, and a mature ecosystem. Good for B2B apps with complex data relationships.” Claude Haiku 4.5 · NoSQL · paraphrase prompt · first choice
“The Best All-Rounder: MongoDB (via MongoDB Atlas) ... widely considered the safest, most flexible default choice for mid-market businesses.” Gemini 3.5 Flash · NoSQL · direct prompt · first choice
“For most small businesses, MongoDB and Redis are the easiest to start with due to their free tiers and strong community support.” Mistral Small · NoSQL · budget prompt · first choice
“For documents: Start with MongoDB Atlas. It's the most widely adopted, well-documented, and supported choice for B2B workloads” GLM 4.7 FlashX · NoSQL · paraphrase prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Risk Level: High MongoDB has been the target of massive automated botnets in the past due to its default insecure settings.” GLM 4.7 FlashX · NoSQL · negative prompt · hard negative
“Frequent production stories of slow queries, memory leaks, long restarts at scale (e.g., 4TB+ clusters), shard key hotspots. Security exploits in older versions.” Grok 4.1 Fast · NoSQL · negative prompt · soft negative
“MongoDB (Be Cautious): ... the SSPL requires you to open-source your entire backend infrastructure” Gemini 3.5 Flash · NoSQL · negative prompt · soft negative
“Storage Bloat: MongoDB stores field names with every document ... It is known to be "heavy."” Qwen 3.7 Flash · NoSQL · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 131 of the 189 answers that named MongoDB and are not a share of its labels.
Domains cited
363 of the 415 domain citations in answers naming MongoDB came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as MongoDB
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when MongoDB's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as MongoDB, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at mongodb.com is approved on the spot, any other address is reviewed by hand.
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