Data catalogs and governance
Asked as “data catalog”, and as “data governance platform”, on behalf of a mid-market B2B company. 63 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
35%
Contested · OpenMetadata 16%
35Atlan16OpenMetadata13Secoda37others
35% of first choices, contested.
Since October 2026▼−9Since October 2026: 44% → 35%, −9 points. Inside the 11-point floor: within noise.Atlan held the lead, −9 points on 44%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Secoda19%Contested↗new leaderNew leader since October 2026: Secoda (19%) replaces OpenMetadata (18% then, 19% now), 0 points clear, inside the 11-point floor.Standing →Mid-market
Atlan35%Contested▼−9Since October 2026: 44% → 35%, −9 points. Inside the 11-point floor: within noise.This pageEnterprise
Collibra38%Contested▼−3Since October 2026: 41% → 38%, −3 points. Inside the 11-point floor: within noise.Standing →
Secoda19%Contested↗new leaderNew leader since October 2026: Secoda (19%) replaces OpenMetadata (18% then, 19% now), 0 points clear, inside the 11-point floor.Standing →Mid-marketAtlan35%Contested▼−9Since October 2026: 44% → 35%, −9 points. Inside the 11-point floor: within noise.This pageEnterpriseCollibra38%Contested▼−3Since October 2026: 41% → 38%, −3 points. Inside the 11-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Atlan35%5%57endorsed leader▼−9Since October 2026: 44% → 35%, −9 points. Inside the 11-point floor: within noise.44% → 35%
Atlan35%5%57endorsed leader▼−9Since October 2026: 44% → 35%, −9 points. Inside the 11-point floor: within noise.44% → 35%02
OpenMetadata16%13%38accepted challenger▼−2Since October 2026: 18% → 16%, −2 points. Inside the 11-point floor: within noise.18% → 16%
OpenMetadata16%13%38accepted challenger▼−2Since October 2026: 18% → 16%, −2 points. Inside the 11-point floor: within noise.18% → 16%03Secoda13%4%26accepted challenger▲+2Since October 2026: 11% → 13%, +2 points. Inside the 11-point floor: within noise.11% → 13%
Secoda13%4%26accepted challenger▲+2Since October 2026: 11% → 13%, +2 points. Inside the 11-point floor: within noise.11% → 13%04
DataHub11%23%47accepted challenger▲+4Since October 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise.7% → 11%
DataHub11%23%47accepted challenger▲+4Since October 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise.7% → 11%05
Microsoft Purview3%14%42accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Microsoft Purview3%14%42accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%06
OvalEdge3%8%13accepted challenger▼−4Since October 2026: 7% → 3%, −4 points. Inside the 11-point floor: within noise.7% → 3%
OvalEdge3%8%13accepted challenger▼−4Since October 2026: 7% → 3%, −4 points. Inside the 11-point floor: within noise.7% → 3%07
Alation2%33%55criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Alation2%33%55criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Select Star2%0%12accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%
Select Star2%0%12accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 11-point floor: within noise.5% → 2%09
data.world2%14%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
data.world2%14%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%10Apache Atlas2%50%14criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
11Collibra2%52%58criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Collibra2%52%58criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
16
Informatica Intelligent Data Management Cloud0%61%31criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Informatica Intelligent Data Management Cloud0%61%31criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15Amundsen0%53%15criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
14AWS Glue Data Catalog0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12
Databricks Unity Catalog0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Databricks Unity Catalog0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Snowflake Horizon0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Snowflake Horizon0%25%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Atlan vs Microsoft PurviewAtlan vs OvalEdgeAtlan vs AlationAtlan vs Select StarOpenMetadata vs SecodaOpenMetadata vs DataHubOpenMetadata vs Microsoft PurviewOpenMetadata vs OvalEdgeOpenMetadata vs AlationOpenMetadata vs Select StarSecoda vs DataHubSecoda vs Microsoft PurviewSecoda vs OvalEdgeSecoda vs AlationSecoda vs Select StarDataHub vs Microsoft PurviewDataHub vs OvalEdgeDataHub vs AlationDataHub vs Select StarMicrosoft Purview vs OvalEdgeMicrosoft Purview vs AlationMicrosoft Purview vs Select StarOvalEdge vs AlationOvalEdge vs Select StarAlation vs Select Star
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809A10
111213A14
A15
16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Atlan35%
Atlan35%02OpenMetadata16%
OpenMetadata16%03Secoda13%
Secoda13%04DataHub11%
DataHub11%05Microsoft Purview3%
Microsoft Purview3%06OvalEdge3%
OvalEdge3%07Alation2%
Alation2%08Select Star2%
Select Star2%09data.world2%
data.world2%10Apache Atlas2%
11Collibra2%
Collibra2%12Databricks Unity Catalog0%
Databricks Unity Catalog0%13Snowflake Horizon0%
Snowflake Horizon0%14AWS Glue Data Catalog0%
15Amundsen0%
16Informatica Intelligent Data Management Cloud0%
Informatica Intelligent Data Management Cloud0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Collibra52%
30 of 58 labels negative · 11 of 14 models · 7 hard negative
“Collibra announced end-of-life for Collibra Data Governance Center (DGC)... Avoid or postpone if: You're being sold a platform that's sunsetting its on-premises offering (like Collibra DGC)” Kimi K2, negative prompt
DataHub23%
11 of 47 labels negative · 11 of 14 models
“Clunky/difficult interface compared to commercial alternatives ... Open-source options (DataHub) viable but require engineering investment” MiniMax M2.5, negative prompt
Informatica Intelligent Data Management Cloud61%
19 of 31 labels negative · 10 of 14 models · 3 hard negative
“Avoid Collibra/Informatica unless you have dedicated data stewards and $100K+ budget” Kimi K2, paraphrase prompt
Alation33%
18 of 55 labels negative · 9 of 14 models · 4 hard negative
“What to Avoid ... Enterprise tools like Collibra, Alation, or Atlan — Excellent products, but typically cost $50K–$200K+ annually.” Kimi K2, budget prompt
What they cite
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.
Sites the answers cite
68 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 753 links across 169 sites, every framing counted. Ranked by the number of answers carrying the site or page. 24 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Atlan42 answers · 78 citations · 14 models
vendor site · ER/Studio24 answers · 24 citations · 10 models
vendor site · OvalEdge23 answers · 35 citations · 9 models
20 answers · 22 citations · 8 models
vendor site · G219 answers · 38 citations · 9 models
vendor site · Decube16 answers · 18 citations · 8 models
vendor site · GitHub15 answers · 20 citations · 8 models
15 answers · 16 citations · 8 models
15 answers · 15 citations · 9 models
12 answers · 12 citations · 8 models
vendor site · Actian11 answers · 13 citations · 8 models
11 answers · 13 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
21 answers · 10 models
17 answers · 7 models
16 answers · 9 models
16 answers · 8 models
11 answers · 7 models
10 answers · 7 models
9 answers · 9 models
9 answers · 8 models
9 answers · 7 models
8 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best data catalog”, “data catalog”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Atlan atlan.com | 35% | 157 | 5,400 | 432 | 41,147 | 8 | 4 |
| OpenMetadata open-metadata.org | 16% | 108 | 2,900 | 32 | 2,737 | 14 | |
| Secoda secoda.co | 13% | 70 | 720 | 9 | 30,348 | 0 | |
| DataHub datahub.com | 11% | 111 | 5,400 | 275 | 7,220 | 79 | 8 |
| Microsoft parent site Microsoft Purview 3% | 3% | 514 | 2,240,000 | 403,136 | |||
| OvalEdge ovaledge.com | 3% | 43 | 260 | 3 | 12,688 | 1 | |
| CastorDoc castordoc.com | 3% | 5 | |||||
| Alation alation.com | 2% | 141 | 4,400 | 482 | 53,500 | 0 | 2 |
| Select Star selectstar.com | 2% | 40 | 480 | 496 | 684 | 0 | |
| Dataedo dataedo.com | 2% | 11 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (actian.com, atlan.com, github.com). The first result for “best data catalog” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best data catalog for a mid-market B2B company?”Paraphrase“Which data governance platform would you recommend to a mid-sized B2B company?”Comparative“What are the top data catalogs and governance platforms and how do they differ?”Budget-constrained“What is the best data catalog for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a data catalog. What should we look at?”Negative“Which data catalogs and governance platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceOvalEdgeChangedno first choiceApache Atlasno first choicenothing named
Four alternatives
Apache Atlas, Atlan, CloudEagle.ai, Snowflake HorizonFour alternatives
Alation, Collibra, DataHub, OpenMetadataGPT-5.4 miniAtlanAlation, CollibraChangedCollibraagainst: AmundsenOpenMetadatano first choiceagainst: Collibra, DataHub, Databricks Unity Catalog, Google Cloud Data Catalog, IBM watsonx.governance, Informatica governance/catalog products, SAP Master Data Governance
Six alternatives
Alation, DataHub, Dataplex, Microsoft Purview, OpenMetadata, Unity CatalogOne alternative
Informatica Intelligent Data Management CloudEight alternatives
AWS Glue Data Catalog, Alation, Atlan, DataHub, Databricks Unity Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadataTwo alternatives
Amundsen, DataHubGemini 3.5 FlashAtlanagainst: Alation, CollibraAtlanHeldagainst: Collibra, Informatica Intelligent Data Management Cloudno first choiceOpenMetadataagainst: Alation, CollibraAtlan, CastorDoc, DataHub, Secoda, Select Staragainst: Alation, Collibra, Informatica Enterprise Data Catalogagainst: AWS Glue Data Catalog, Amundsen, Apache Atlas, Collibra, DataHub, Google Cloud Dataplex, IBM InfoSphere, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata
Eight alternatives
AWS Glue Data Catalog, Acryl Data, CastorDoc, Databricks Unity Catalog, OpenMetadata, Secoda, Select Star, Snowflake HorizonThree alternatives
Alation, Microsoft Purview, SecodaFive alternatives
Alation, Atlan, Collibra, Informatica Intelligent Data Management Cloud, Microsoft PurviewEight alternatives
AWS Glue Data Catalog, DataHub, Dataedo, Decube, GCP Dataplex, Secoda, dbt, dbt DocsTwo alternatives
Databricks Unity Catalog, Snowflake HorizonPerplexity SonarAtlanAtlanHeldagainst: Collibrano first choiceOpenMetadatano first choiceagainst: AWS Glue Data Catalog, Alation, Apache Atlas, BigID, Collibra, DataHub, Databricks Unity Catalog, Google Knowledge Catalog, Google's legacy Data Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata, Securiti, Snowflake Horizon
Four alternatives
Collibra, Microsoft Purview, OvalEdge, SecodaTwo alternatives
Microsoft Purview, OvalEdgeEleven alternatives
Alation, Ataccama ONE, Atlan, BigID, Collibra, DataHub, Databricks Unity Catalog, Informatica Cloud Data Governance & Catalog, Microsoft Purview, OpenMetadata, Snowflake HorizonFour alternatives
DataHub, Databricks Unity Catalog, Microsoft Purview, SecodaGrok 4.20Atlanagainst: Alation, Collibra, Databricks Unity Catalog, Snowflake HorizonAtlanHeldagainst: Collibra, Informatica Intelligent Data Management Cloudno first choiceOpenMetadataagainst: Alation, Amundsen, Atlan, CollibraAtlanagainst: DataHub, Informatica Intelligent Data Management Cloudagainst: Alation, Collibra, IBM Knowledge Catalog, Informatica Intelligent Data Management Cloud, Talend Data Catalog
Four alternatives
DataHub, OpenMetadata, Secoda, Select StarOne alternative
AlationFive alternatives
Alation, Atlan, Collibra, Informatica Intelligent Data Management Cloud, Microsoft PurviewOne alternative
DataHubThree alternatives
Alation, Collibra, SecodaMistral SmallAtlan, SecodaDataGalaxyChangedagainst: Collibra, Informatica Intelligent Data Management Cloudno first choiceDataHubno first choiceagainst: AWS Glue Data Catalog, Apache Atlas, Collibra, DataHub, Microsoft Purview, OneTrust, OpenMetadata, ServiceNow, Snowflake Horizon, Unity Catalog
One alternative
DataedoThree alternatives
Dataedo, Microsoft Purview, OpenMetadataDeepSeek V4 FlashOvalEdge, Secodaagainst: Alation, Collibra, Informatica Intelligent Data Management Cloud, Microsoft PurviewAtlanChangedagainst: Collibra, Databricks Unity Catalog, Informatica Intelligent Data Management Cloud, Snowflake HorizonCollibraOpenMetadataagainst: Alation, Atlan, CollibraAtlan, data.worldagainst: Collibraagainst: Amundsen, Collibra, DataHub, Informatica Intelligent Data Management Cloud, Marquez, Microsoft Purview
Three alternatives
Atlan, DataHub, Select StarTwo alternatives
Microsoft Purview, OvalEdgeSeven alternatives
Alation, Atlan, DataHub, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata, data.worldTwo alternatives
DataHub, SecodaLlama 4 MaverickSecodano first choiceChangedno first choiceDataHub, OpenMetadatano first choiceagainst: DataHub, Databricks Unity Catalog, Informatica Intelligent Data Management Cloud, OvalEdge, Secoda
Two alternatives
Atlan, data.worldThree alternatives
Alation, Collibra, Select StarQwen 3.7 FlashAtlan, SecodaAtlanChangedAlation, Collibraagainst: Informatica EDC / AxonDataHubAtlan, Datafold, Immuta, Monte Carloagainst: Alation, Collibra, Informatica Intelligent Data Management Cloudagainst: AWS Glue Data Catalog, Amundsen, Apache Atlas, Azure Purview, DataHub, GCP Data Catalog, IBM InfoSphere, Informatica Intelligent Data Management Cloud, PowerBI, SAP Information Steward, Tableau, Talend ESB
Two alternatives
Coalesce Catalog, Microsoft PurviewTwo alternatives
Alation, Microsoft PurviewTwo alternatives
Atlan, Microsoft PurviewThree alternatives
Amundsen, OpenMetadata, Select StarKimi K2CastorDoc, Secodaagainst: Alation, Collibra, IBM Watson, Informatica Intelligent Data Management CloudAtlanChangedagainst: Collibra, Informatica Intelligent Data Management Cloudno first choiceOpenMetadataagainst: Alation, Amundsen, Atlan, CollibraAtlan, DataHubagainst: Collibraagainst: AWS Glue Data Catalog, Alation, Amundsen, Apache Atlas, Collibra, DataHub, IBM Cloud Pak for Data, IBM Knowledge Catalog, Informatica CDGC, Informatica Intelligent Data Management Cloud, Microsoft Purview, Snowflake Horizon
Two alternatives
Atlan, Select StarTwo alternatives
Microsoft Purview, OvalEdgeSeven alternatives
Alation, Atlan, Collibra, DataHub, Informatica Axon, Microsoft Purview, OpenMetadataTwo alternatives
DataHub, Microsoft PurviewThree alternatives
Alation, Microsoft Purview, OpenMetadataGLM 4.7 FlashXAtlanagainst: Alation, Collibra, Informatica Intelligent Data Management CloudAtlan, Microsoft PurviewChangedno first choiceDataHubno first choiceagainst: Alation, Collibra, OpenMetadata
Four alternatives
DataGalaxy, Dawiso, OpenMetadata, ZeeneaTwo alternatives
Alation, CollibraFive alternatives
AWS Glue Data Catalog, Databricks Unity Catalog, OpenMetadata, Secoda, Snowflake Unity CatalogMiniMax M2.5SecodaDataedoChangedCollibraOpenMetadataagainst: Apache Atlasno first choiceagainst: Alation, Attribute Store, Collibra, DataHub, Google Cloud Data Catalog, Zeenea, data.world
One alternative
AtlanThree alternatives
Alation, Atlan, CollibraFour alternatives
Alation, Atlan, DataHub, Microsoft PurviewTwo alternatives
DataHub, Unity CatalogGPT-6 LunaAtlanAtlanHeldCollibraOpenMetadatano first choiceagainst: DataHub, OpenMetadataagainst: Informatica CDGC, Unity Catalog, data.world
Three alternatives
OpenMetadata, Secoda, Your platform's built-in catalogTwo alternatives
Collibra, Microsoft PurviewTen alternatives
AWS Glue Data Catalog with Lake Formation, Alation, Atlan, DataHub, Databricks Unity Catalog, Informatica Intelligent Data Management Cloud, Knowledge Catalog, Microsoft Purview, OpenMetadata, Snowflake HorizonOne alternative
DataHubTwo alternatives
Databricks Unity Catalog, Google Cloud's Knowledge CatalogMuse Glimmer 30BSecodaAtlan, Microsoft PurviewChangedagainst: Alation, Collibra, Informatica Intelligent Data Management CloudCollibra Data GovernanceDataHub, OpenMetadataagainst: Amundsen, Apache Atlasno first choiceagainst: Alation, Collibra, Informatica Intelligent Data Management Cloud
Three alternatives
Dataedo, OvalEdge, data.worldTwo alternatives
Dataedo, OvalEdgeSix alternatives
Alation, Ataccama ONE, Atlan, Decube, Informatica CDGC, Microsoft PurviewFour alternatives
AWS Glue Data Catalog, Collate, Snowflake Horizon, Unity CatalogBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:51 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:28 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:49 | no | 0 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:32 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:03 | yes | 13 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:06 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:58 | yes | 19 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:17 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:22 | yes | 5 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:53 | yes | 22 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:46 | yes | 25 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:50 | yes | 10 | 38 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:58 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:12 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:19 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:55 | yes | 4 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:35 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:42 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:42 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:13 | yes | 20 | 13 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:10 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:07 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:35 | yes | 9 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 19 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:56 | yes | 15 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:27 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:27 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:31 | yes | 12 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:33 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:31 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:49 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:32 | yes | 10 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:42 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:58 | yes | 23 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:34 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:34 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:17 | yes | 20 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:30 | no | 0 | 24 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:08 | yes | 10 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:29 | yes | 11 | 34 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:50 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:42 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:25 | yes | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:35 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:40 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:49 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:32 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:15 | yes | 16 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:41 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:42 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:58 | yes | 15 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:57 | yes | 24 | 84 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:48 | yes | 5 | 25 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:09 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:14 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:36 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:56 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:23 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:32 | yes | 10 | 23 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:01 | yes | 5 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:27 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:41 | yes | 20 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:19 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:46 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:36 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:51 | yes | 10 | 48 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:36 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:09 | yes | 1 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:15 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:56 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:31 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:46 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:26 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:21 | yes | 15 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:40 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:06 | yes | 25 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:40 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:01 | no | 0 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:54 | yes | 25 | 51 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:02 | yes | 25 | 83 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:12 | yes | 22 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:23 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:05 | yes | 14 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
AWS Glue read as AWS Glue Data Catalog
Ataccama read as Ataccama ONE
Google Data Catalog read as Google Cloud Data Catalog
IBM Watson Knowledge Catalog read as IBM Knowledge Catalog
Informatica read as Informatica Intelligent Data Management Cloud
Informatica (IDMC / EDC / Axon) read as Informatica Intelligent Data Management Cloud
Informatica (IDMC / Enterprise Data Catalog & Governance) read as Informatica Intelligent Data Management Cloud
Informatica (IDMC/Axon/EDC) read as Informatica Intelligent Data Management Cloud
Snowflake read as Snowflake Horizon
Snowflake Horizon Catalog read as Snowflake Horizon
Unresolved, counted raw
AWS DataZone / Glue Data Catalog
AWS Glue Data Catalog with Lake Formation
Attribute Store
Datapunk
GCP Data Catalog
Google Cloud's Knowledge Catalog
Google Knowledge Catalog
Google's legacy Data Catalog
IBM InfoSphere Data Catalog
Informatica EDC
Informatica EDC / Axon
Informatica Intelligent Data Governance
Informatica governance/catalog products
Talend ESB
Veltipie
Your platform's built-in catalog
dbt Metrics Layer
Discontinued, still offered
No shut-down product was recommended here.