NoSQL databases · RankedCouchbase
Couchbase is a NoSQL database platform for storing and querying document data, positioned as an operational data platform for AI · couchbase.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
MongoDB is first at 81%.
MongoDB is first at 74%. 0 of 14 models made it the first choice when asked directly.
MongoDB is first at 53%.
Why models recommend it
“MongoDB and Couchbase dominate the document space”Muse Glimmer 30B · Comparative question · first choice
“Consider Couchbase Capella if offline/mobile sync or its combination of key-value, SQL++ querying, and search is especially important”GPT-6 Luna · Direct question · alternative
“Consider it when low latency, built-in caching, SQL-like JSON queries, and hybrid or on-premises deployment matter more”Perplexity Sonar · Direct question · alternative
“SQL-friendly JSON at scale: Couchbase Capella, which layers SQL++ querying on top of distributed document storage”Muse Glimmer 30B · Paraphrase question · alternative
What gives them pause
“Avoid databases that push you toward paid enterprise licenses early (e.g., some Couchbase or Aerospike paths)”Grok 4.20 · Budget-constrained question · warning
“ACID transactions scoped to a single cluster ... Combining transactions with active-active bidirectional replication is discouraged”GLM 4.7 FlashX · Negative question · warning
“Taken private by Haveli Investments (Sept 2025). Future roadmap uncertainty.”Kimi K2 · Negative question · warning
“can suffer from similar query/performance issues as MongoDB at scale”Grok 4.20 · Negative question · warning
Also on the shortlist
The products named in the same answers as Couchbase, over the 110 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 107 | 67 | View → | |
| 96 | 9 | View → | |
| 81 | 1 | View → | |
| 80 | 0 | View → | |
| 54 | 0 | View → | |
| 53 | 6 | View → | |
| 40 | 1 | View → | |
| 23 | 1 | View → | |
| 23 | 0 | View → | |
| 18 | 3 | View → |
What the models named instead of Couchbase →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Couchbase's own site, not checked by Gane.
- For
- the world’s biggest and most trusted brands; production AI agents, copilots, and assistants
- Price stated
- Pricing
- Free plan or trial
- Try Free; Start for free
- Customers named
- LinkedIn, Marriott International, FICO, Viber
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 85 of the 110 answers that named Couchbase and are not a share of its labels.
Domains cited
190 of the 247 domain citations in answers naming Couchbase came from a third party's page. Twenty-two were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 4 | 0 | 0 | 4 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 0 | 3 | 1 | 2 | 6 |
| Mistral Small | 0 | 0 | 3 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 2 | 5 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 2 | 0 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 2 | 5 |
| MiniMax M2.5 | 0 | 0 | 4 | 0 | 4 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 1 | 2 | 0 | 4 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 270 | undated | |||
| Report or ebook | 101 | undated | |||
| Template or tool | 25 | undated |
How it is countedHide how it is counted
Every page couchbase.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.