2 categories · RankedSecoda
Secoda is a data catalog and governance product that also covers data quality and observability · secoda.co ↗
Strongest at small business, contested with OpenMetadata. Ranked 12 of 103 for enterprise buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Tied for first with OpenMetadata.
Atlan is first at 35%. 7 of 14 models made it the first choice when asked directly.
Collibra is first at 38%.
Why models recommend it
“If you want the cheapest, fastest adoption with AI-assisted search, Secoda is the most common mid-market recommendation today.”Muse Glimmer 30B · Direct question · first choice
“Secoda is frequently highlighted as the strongest recommendation for most mid-market B2B companies”Mistral Small · Direct question · first choice
“Strongest fit for ~500 employees): *Examples:* Atlan, Select Star, Secoda, CastorDoc, DataHub”Gemini 3.5 Flash · Scale-constrained question · first choice
“Cloud-native independent platforms (e.g., Atlan, Secoda, OvalEdge) for faster time-to-value”Kimi K2 · Negative question · first choice
What gives them pause
“mentioned as being "criticized challengers" or having negative reviews”Llama 4 Maverick · Negative question · warning
Also on the shortlist
The products named in the same answers as Secoda, over the 81 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 63 | 11 | Compare → | |
| 62 | 5 | View → | |
| 57 | 3 | Compare → | |
| 56 | 9 | Compare → | |
| 56 | 2 | Compare → | |
| 40 | 1 | Compare → | |
| 36 | 4 | Compare → | |
| 30 | 0 | View → | |
| 21 | 2 | View → | |
| 17 | 0 | View → |
What the models named instead of Secoda →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Secoda's own site, not checked by Gane.
- For
- teams of all sizes
- Free plan or trial
- Start for free
- Integrations
- 50
- Certifications
- SOC 2
- Customers named
- Lichtblick, Miinto, Dialpad, Kaufland e-commerce, Deezer, Alegeus, Homebot, Transformco
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 70 of the 81 answers that named Secoda and are not a share of its labels.
Domains cited
260 of the 260 domain citations in answers naming Secoda 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 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 4 | 0 | 0 | 5 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 0 | 3 |
| Llama 4 Maverick | 1 | 0 | 0 | 1 | 2 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 2 | 0 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 0 | 1 | 0 | 2 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 1,225 | undated | Data catalogs, ETL | ||
| Blog | 557 | undated | Data catalogs, ETL | ||
| Comparison | 69 | undated | Data catalogs, DLP | ||
| Case study | 37 | undated | |||
| Conference or event | 18 | undated | |||
| Podcast or video | 12 | undated | |||
| Report or ebook | 4 | undated | |||
| Template or tool | 2 | undated | |||
| News or press | 2 | 0 | 2025-11-07 |
Most recent
- 2025-11-07Announcements news or press
How it is countedHide how it is counted
Every page secoda.co 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.