Data catalogs and governance · November 2026 Edition
Microsoft Purview vs OvalEdge
Zero of fourteen models named Microsoft Purview first on the direct prompt; one named OvalEdge. Microsoft Purview was named by fourteen of the fourteen models and OvalEdge by seven and Microsoft Purview carries 42 labels and OvalEdge 13, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in three categories this edition.
First-choice share3%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 16; printed, not drawn.
Labels4213A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Microsoft Purview reading right to left. Rank and label count are printed, not drawn.Atlan was named alongside these two in twelve of the fourteen direct answers. Atlan vs Microsoft Purview · Atlan vs OvalEdge · OpenMetadata vs Microsoft Purview
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.
Microsoft PurviewFirst choices, of fourteen modelsOvalEdge
Direct011 against Microsoft Purview
Paraphrase21
Comparative00
Budget-constrained00
Scale-constrained00
Negative015 against Microsoft Purview · 1 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Microsoft Purview and OvalEdge 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 4.20 | | | ||||
| 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 | | | |
Microsoft Purview OvalEdge first choice named as an alternative argued againstblank: not namedEach cell is one answer, Microsoft Purview on the left and OvalEdge on the right.The direct prompt
The plain question, one answer per model, grouped by where Microsoft Purview and OvalEdge stood in it.
OvalEdge first, Microsoft Purview not the choice
1 of 14 modelsMicrosoft Purview was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashOvalEdge, Secoda alternatives: Atlan, DataHub, Select Star
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniAtlan alternatives: Alation, DataHub, Dataplex, Microsoft Purview, OpenMetadata, Unity Catalog
Perplexity SonarAtlan alternatives: Collibra, Microsoft Purview, OvalEdge, Secoda
Qwen 3.7 FlashAtlan, Secoda alternatives: Coalesce Catalog, Microsoft Purview
Muse Glimmer 30BSecoda alternatives: Dataedo, OvalEdge, data.world
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Gemini 3.5 FlashAtlan alternatives: AWS Glue Data Catalog, Acryl Data, CastorDoc, Databricks Unity Catalog, OpenMetadata, Secoda, Select Star, Snowflake Horizon
Grok 4.20Atlan alternatives: DataHub, OpenMetadata, Secoda, Select Star
Mistral SmallAtlan, Secoda
Llama 4 MaverickSecoda alternatives: Atlan, data.world
Kimi K2CastorDoc, Secoda alternatives: Atlan, Select Star
GLM 4.7 FlashXAtlan alternatives: DataGalaxy, Dawiso, OpenMetadata, Zeenea
MiniMax M2.5Secoda alternatives: Atlan
GPT-6 LunaAtlan alternatives: OpenMetadata, Secoda, Your platform's built-in catalog
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
Microsoft Purview leads by five points.
Microsoft Purview6%#6 of 16OvalEdge2%#7 of 16Mid-marketThe figures above
Level: the same share of first choices.
Microsoft Purview3%#5 of 16OvalEdge3%#6 of 16Enterprise
Microsoft Purview leads by four points.
Microsoft Purview4%#6 of 11OvalEdge0%#– of 11What the models said about Microsoft Purview
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Microsoft Purview (in non-Microsoft environments)” Mistral Small · negative prompt · hard negative
“If you are Microsoft 365 / Azure / Fabric first and want governance + security + compliance with minimal overhead: Microsoft Purview Suite for Business Premium.” Muse Glimmer 30B · paraphrase prompt · first choice
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 four in this category shown.
“mentioned as being "criticized challengers" or having negative reviews” Llama 4 Maverick · negative prompt · soft negative
“Cloud-native independent platforms (e.g., Atlan, Secoda, OvalEdge) for faster time-to-value” Kimi K2 · negative prompt · first choice
“Secoda or OvalEdge offer the best balance of capability, cost, and time-to-value” DeepSeek V4 Flash · direct prompt · first choice
“Best Overall Recommendation: OvalEdge” Claude Haiku 4.5 · paraphrase prompt · first choice
Also compared
Atlan vs Microsoft PurviewAtlan vs OvalEdgeOpenMetadata vs Microsoft PurviewOpenMetadata vs OvalEdgeSecoda vs Microsoft PurviewSecoda vs OvalEdgeDataHub vs Microsoft PurviewDataHub vs OvalEdgeMicrosoft Purview vs AlationMicrosoft Purview vs Select StarOvalEdge vs AlationOvalEdge vs Select StarAll 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.