Every category where a model named OvalEdge for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Data catalogs and governance	Data platform	7%	4 of 83	4%	27	accepted challenger
Data masking and test data management	Data platform	0%	28 of 140	0%	3	under 10 labels · led by DATPROF at 17%
AI governance platforms	Data platform	0%	73 of 135	0%	2	under 10 labels · led by Credo AI at 18%
Data quality and observability	Data platform	0%	36 of 110	0%	2	under 10 labels · led by Metaplane at 31%
Data security posture management	Security operations	0%	77 of 105	0%	1	under 10 labels · led by Microsoft Purview at 18%

Movement

This is the first edition on this tier, so no move can be computed for OvalEdge yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated OvalEdge across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	1	2	0	3
GPT-5.4 mini	0	0	0	0	0
Gemini 3.5 Flash	0	3	1	0	4
Perplexity Sonar	0	2	1	0	3
Grok 4.1 Fast	1	2	1	0	4
Mistral Small	2	0	0	0	2
DeepSeek V4 Flash	0	1	1	1	3
Llama 4 Maverick	1	0	3	0	4
Qwen 3.7 Flash	0	1	1	0	2
Kimi K2	0	2	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	4	2	0	6

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct18 labels1

Paraphrase15 labels8

Comparative21 labelsNone

Budget-constrained6 labels1

Scale-constrained6 labelsNone

Negative9 labels2not counted in share

First choiceAlternativeMentionNegative75 labels in all, every segment counted; 10 of the 12 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“OvalEdge is another strong option, particularly for mid-market organizations looking for cost-effective, unified governance.” Mistral Small · Data catalogs · paraphrase prompt · first choice

“OvalEdge is recommended as the best data governance platform for a mid-sized B2B company” Llama 4 Maverick · Data catalogs · paraphrase prompt · first choice

“I'd recommend OvalEdge as a strong starting point for a data governance platform.” Grok 4.1 Fast · Data catalogs · paraphrase prompt · first choice

“Atlan and OvalEdge are frequently recommended for mid-market organizations” Mistral Small · Data catalogs · direct 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.

“Occasionally praised, but with significant caveats.” DeepSeek V4 Flash · Data catalogs · negative prompt · soft negative

Named alongside

The products named in the same answers as OvalEdge, over the 75 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and OvalEdge was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Atlan55 of 7526Compare →

Collibra46 of 757Not among the top eight

Alation43 of 753Not among the top eight

Informatica Intelligent Data Management Cloud32 of 750Not among the top eight

Microsoft Purview31 of 752Compare →

Secoda24 of 7510Compare →

data.world22 of 750Not among the top eight

DataHub18 of 751Compare →

OpenMetadata16 of 751Compare →

Select Star12 of 754Compare →

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named OvalEdge. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 75 of the 75 answers that named OvalEdge and are not a share of its labels.

Domains cited

atlan.com63

ovaledge.comYour site63

kanerika.com27

g2.com24

gartner.com23

decube.io22

data.world18

basedash.com17

salesforce.com16

learn.g2.com14

224 of the 287 domain citations in answers naming OvalEdge came from somebody else's page.

Pages cited

atlan.com/data-catalog-tools35

kanerika.com/blogs/data-catalog-tools22

ovaledge.com/blog/top-data-catalogs22

decube.io/post/top-data-catalog-tools18

gartner.com/reviews/market/data-and-analytics-governance-platforms16

atlan.com/data-governance-software14

basedash.com/blog/best-data-catalog-tools-compared-202614

salesforce.com/data/governance/guide/tools14

Pages are listed as the models cited them.

Search and answers

ovaledge.com is not in Google's top ten for any of the category's searches. In the answers, OvalEdge takes 7% of first choices and Atlan takes 44%.

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In search

Google, US estimates

Position for “data catalog”

–

not in the top ten

Position for “best data catalog”

–

not in the top ten

Searches for its name, Google: 260 a month (“ovaledge”)
AI search demand for its name, est.: 3 a month
Organic visits to its site: about 12,688 a month
Searches its site ranks for: 3,427 · 186 in the top three
Sites linking to it: 1,506
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

19 ads · 16 text, 2 image, 1 video · 1 shown in the last 30 days

First shown July 2022, as OvalEdge LLC, verified. Ads started 2025-11 to 2026-10: 1 in the year, 18 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 4 of 83 in data catalogs

Segment leader

44%

Atlan

First choices: 10 across its categories
Named in: 75 answers
Its own site cited: in 75 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on ovaledge.com

3,501

subdomains included

Content

568

counted in the table below

Documentation

2,854

Product · Integration

20 · 3

Kind	Pages	Last 90 days	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.

Follow OvalEdge

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

OvalEdge is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Unified Data Governance Platform
ovaledge.com
For: data and AI teams
ovaledge.com
Price stated: Pricing to govern more, not pay more ovaledge.com
Starting price: 0 ovaledge.com
Free plan or trial: Try free ovaledge.com/product/askedgi
Integrations claimed: 170 ovaledge.com
Certifications: Soc2 Type II certifiedISO 27001 CertifiedHIPPA CompliantGDPR CompliantFedRAMP CompatibleBCBS 239 Compliant
Customers named: HallmarkBedrockDelta Community Credit UnionUpworkGoustoNaranja XBayview
Not stated on the pages read: Hosting

What OvalEdge's own pages state, read October 5, 2026: ovaledge.com, ovaledge.com/pricing, ovaledge.com/product/askedgi, ovaledge.com/case-studies, ovaledge.com/partners. A claimed page can correct any of them.

Is this your product?

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 OvalEdge'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 OvalEdge, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for OvalEdge by email, built from the raw record of the edition. It shows:

where OvalEdge is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name OvalEdge, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.