Data quality and observability · Named, not rankedElementary OSS
Elementary OSS is a data quality and observability product from Elementary · elementary-data.com ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Elementary OSS has 2.
Why models recommend it
“Start with Metaplane's free tier if you're not using dbt, or Elementary OSS if you are.”Kimi K2 · Budget-constrained question · first choice
“Best low-budget pick: Elementary OSS—if your company already uses dbt.”GPT-6 Luna · Budget-constrained question · first choice
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Elementary OSS, over the 2 answers that named it, and how often each was the first choice instead.
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Elementary OSS's own site, not checked by Gane.
- For
- Engineers and business users
- Free plan or trial
- Start free
- Customers named
- Elastic, RGA, Now Pensions, StubHub International, Fiverr, Scalapay
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 2 of the 2 answers that named Elementary OSS and are not a share of its labels.
Domains cited
Eleven of the twelve domain citations in answers naming Elementary OSS came from a third party's page.
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 | 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 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 63 | undated | |||
| Webinar or virtual event | 25 | undated | |||
| Report or ebook | 25 | undated | |||
| Case study | 11 | undated | |||
| Comparison | 4 | undated | |||
| Conference or event | 3 | undated | |||
| Podcast or video | 1 | undated |
How it is countedHide how it is counted
Every page elementary-data.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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.