Index › Data platform › Data catalogs › OvalEdge vs Select Star

Data catalogs and governance · October 2026 Edition

OvalEdge vs Select Star

One of fourteen models named OvalEdge first on the direct prompt; two named Select Star. OvalEdge was named by eleven of the fourteen models and Select Star by eight and OvalEdge carries 27 labels and Select Star 12, so the shares are not directly comparable.

OvalEdge

accepted challenger

Named in five categories this edition.

Select Star

accepted challenger

Named in one category this edition.

First-choice share7%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.

Negative rate4%8%Negative labels as a share of the product's labels, 0 to 100.

Rank in category#4#6A position in a field of 15; printed, not drawn.

Labels2712A count; the two differ.

The two percentage rows are drawn on one 0 to 100 track, OvalEdge reading right to left. Rank and label count are printed, not drawn.Atlan was named alongside these two in thirteen of the fourteen direct answers. Atlan vs OvalEdge · Atlan vs Select Star · OpenMetadata vs OvalEdge

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the data catalogs and governance page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.

OvalEdgeFirst choices, of fourteen modelsSelect Star

Direct12

Paraphrase30

Comparative00

Budget-constrained001 against Select Star

Scale-constrained01

Negative001 against OvalEdge

Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, OvalEdge and Select Star were named in the same answer twelve times, of the 75 answers naming OvalEdge and the 40 naming Select Star. In those answers Select Star took the first choice four times and OvalEdge zero.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where OvalEdge and Select Star stood in it.

Model	Direct	Paraphrase	Comparative	Budget-constrained	Scale-constrained	Negative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B

OvalEdge

Select Star

first choice

named as an alternative

argued againstblank: not namedEach cell is one answer, OvalEdge on the left and Select Star on the right.

The direct prompt

The plain question, one answer per model, grouped by where OvalEdge and Select Star stood in it.

OvalEdge first, Select Star not the choice

1 of 14 modelsSelect Star was named in the answer but not as the choice, or not at all.

Mistral SmallAtlan, OvalEdge

Select Star first, OvalEdge an alternative

2 of 14 modelsOvalEdge was named in the answer but not as the choice, or not at all.

Gemini 3.5 FlashSelect Star alternatives: Atlan, Coalesce Catalog, OvalEdge, Secoda

GLM 4.7 FlashXAtlan, Secoda, Select Star alternatives: Informatica Intelligent Data Management Cloud, OvalEdge, data.world

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.

Claude Haiku 4.5Atlan alternatives: Alation, OvalEdge

Perplexity SonarAtlan alternatives: Alation, OvalEdge, Select Star

Grok 4.1 FastAtlan alternatives: Alation, OvalEdge, Secoda

Qwen 3.7 FlashAtlan alternatives: AWS DataZone, DataHub, Google Dataplex, OvalEdge, Seceda

Kimi K2Secoda alternatives: Atlan, OvalEdge, Select Star

Muse Glimmer 30BAtlan alternatives: Alation, OvalEdge

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.

GPT-5.4 miniDataHub alternatives: Alation, DataGalaxy

DeepSeek V4 FlashSecoda alternatives: Atlan, DataHub

Llama 4 MaverickAtlan

MiniMax M2.5Atlan, Secoda alternatives: Alation, Microsoft Purview

GPT-6 LunaAtlan alternatives: Microsoft Purview, OpenMetadata, Secoda

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.

Small business

OvalEdge leads by two points.

OvalEdge#4 of 16

Select Star#5 of 16

The full small business standing →

Mid-marketThe figures above

OvalEdge leads by two points.

OvalEdge#4 of 15

Select Star#6 of 15

The full mid-market standing →

Enterprise

Level: the same share of first choices.

OvalEdge#7 of 11

Select Star#– of 11

The full enterprise standing →

What the models said about OvalEdge

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

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

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

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

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

What the models said about Select Star

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Options to Avoid ... Commercial tools (Collibra, Alation, Atlan, Select Star)” DeepSeek V4 Flash · budget prompt · hard negative

“Secoda and Select Star are incredibly fast to stand up (1–2 weeks) and highly intuitive for lean teams.” Gemini 3.5 Flash · scale prompt · first choice

“the sweet spot tools are Select Star (fast, automated, SMB‑friendly)” GLM 4.7 FlashX · direct prompt · first choice

“Best Overall for Automated Lineage & Ease of Use: Select Star” Gemini 3.5 Flash · direct prompt · first choice

Also compared

Atlan vs OvalEdge Atlan vs Select Star OpenMetadata vs OvalEdge OpenMetadata vs Select Star Secoda vs OvalEdge Secoda vs Select Star OvalEdge vs DataHub OvalEdge vs Amundsen OvalEdge vs Microsoft Purview DataHub vs Select Star Select Star vs Amundsen Select Star vs Microsoft Purview All twenty-eight head-to-head pages and the full data catalogs standing

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.