3 categories · RankedOvalEdge
OvalEdge is a data catalog and data governance platform for organizations that need to manage and oversee their data · ovaledge.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.
Secoda is first at 19%.
Atlan is first at 35%. 1 of 14 models made it the first choice when asked directly.
Collibra is first at 38%.
Why models recommend it
“Cloud-native independent platforms (e.g., Atlan, Secoda, OvalEdge) for faster time-to-value”Kimi K2 · Negative question · first choice
“Secoda or OvalEdge offer the best balance of capability, cost, and time-to-value”DeepSeek V4 Flash · Direct question · first choice
“Best Overall Recommendation: OvalEdge”Claude Haiku 4.5 · Paraphrase question · first choice
“OvalEdge and Collibra lead for enterprises that need governance and quality unified in one platform”Claude Haiku 4.5 · Comparative question · alternative
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 OvalEdge, over the 43 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 32 | 8 | Compare → | |
| 31 | 6 | View → | |
| 26 | 1 | Compare → | |
| 25 | 2 | Compare → | |
| 25 | 1 | View → | |
| 17 | 2 | Compare → | |
| 13 | 4 | Compare → | |
| 13 | 2 | Compare → | |
| 12 | 0 | View → | |
| 11 | 0 | View → |
What the models named instead of OvalEdge →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on OvalEdge's own site, not checked by Gane.
- For
- data and AI teams
- Price stated
- Pricing to govern more, not pay more
- Starting price
- 0
- Free plan or trial
- Try free
- Integrations
- 170
- Certifications
- SOC 2 Type II, ISO 27001, HIPAA, GDPR, BCBS 239
- Customers named
- Hallmark, Bedrock, Delta Community Credit Union, Upwork, Gousto, Bayview
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 43 of the 43 answers that named OvalEdge and are not a share of its labels.
Domains cited
119 of the 150 domain citations in answers naming OvalEdge 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 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 1 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 2 | 0 | 4 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 393 | 60 | 2026-10-01 | Data catalogs, ETL | |
| Comparison | 72 | 9 | 2026-10-05 | Data catalogs | |
| Case study | 41 | 1 | 2026-09-08 | Data catalogs | |
| Report or ebook | 25 | undated | |||
| Glossary or explainer | 16 | 0 | 2026-02-27 | Data catalogs | |
| Webinar or virtual event | 10 | undated | |||
| Template or tool | 6 | 0 | 2026-01-07 | ||
| News or press | 5 | 0 | 2024-05-06 |
Most recent
- 2026-10-05Ai memory vs rag vs knowledge graph comparison
- 2026-10-01Governed context observability blog
- 2026-10-01Context engineering tools blog
- 2026-09-29Data governance companies blog
- 2026-09-29Data taxonomy tools blog
- 2026-09-29Data masking tools blog
How it is countedHide how it is counted
Every page ovaledge.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.