Data catalogs and governance for enterprise buyers
Asked as “data catalog”, and as “data governance platform”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
41%
Clear leader
41Collibra28Atlan15Alation17others
41% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
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 DataHubAtlan vs Select StarAtlan vs AmundsenAtlan vs Microsoft PurviewOpenMetadata vs SecodaOpenMetadata vs OvalEdgeOpenMetadata vs DataHubOpenMetadata vs Select StarOpenMetadata vs AmundsenOpenMetadata vs Microsoft PurviewSecoda vs OvalEdgeSecoda vs DataHubSecoda vs Select StarSecoda vs AmundsenSecoda vs Microsoft PurviewOvalEdge vs DataHubOvalEdge vs Select StarOvalEdge vs AmundsenOvalEdge vs Microsoft PurviewDataHub vs Select StarDataHub vs AmundsenDataHub vs Microsoft PurviewSelect Star vs AmundsenSelect Star vs Microsoft PurviewAmundsen vs Microsoft Purview
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 →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Collibra41%
Collibra41%02Atlan28%
Atlan28%03Alation15%
Alation15%04Microsoft Purview6%
Microsoft Purview6%05OpenMetadata4%
OpenMetadata4%06data.world2%
data.world2%07OvalEdge0%
OvalEdge0%08DataHub0%
DataHub0%09Databricks Unity Catalog0%
Databricks Unity Catalog0%10Informatica Intelligent Data Management Cloud0%
Informatica Intelligent Data Management Cloud0%11Secoda0%
Secoda0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Informatica Intelligent Data Management Cloud42%
16 of 38 labels negative · 13 of 14 models · 3 hard negative
“organizations purchase Informatica for governance, then discover it can't handle real-time marketing data” Claude Haiku 4.5, negative prompt
Collibra24%
16 of 67 labels negative · 12 of 14 models · 1 hard negative
“**Avoid**: Traditional per-user models (Collibra, Alation, Atlan at list pricing)” Kimi K2, budget prompt
Alation20%
11 of 54 labels negative · 10 of 14 models · 1 hard negative
“**Avoid**: Traditional per-user models (Collibra, Alation, Atlan at list pricing)” Kimi K2, budget prompt
Microsoft Purview19%
9 of 47 labels negative · 8 of 14 models · 3 hard negative
“For a large enterprise, **avoid**: - Google Cloud Data Catalog (dead) - Microsoft Purview (confusing, deprecated state)” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 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. 1119 links across 256 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Atlan64 answers · 152 citations · 13 models
vendor site · OvalEdge45 answers · 70 citations · 12 models
vendor site · Alation29 answers · 41 citations · 12 models
22 answers · 27 citations · 11 models
vendor site · Decube20 answers · 27 citations · 10 models
20 answers · 24 citations · 8 models
vendor site · Informatica19 answers · 26 citations · 10 models
vendor site · Basedash19 answers · 20 citations · 10 models
15 answers · 18 citations · 7 models
vendor site · Collibra13 answers · 20 citations · 8 models
vendor site · Microsoft13 answers · 17 citations · 7 models
12 answers · 14 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.
40 answers · 12 models
30 answers · 12 models
20 answers · 11 models
19 answers · 10 models
18 answers · 10 models
17 answers · 9 models
15 answers · 9 models
11 answers · 8 models
10 answers · 10 models
10 answers · 8 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Collibra collibra.com | 41% | 181 | 6,600 | 277 | 10,491 | $48 | 41 | |
| Atlan atlan.com | 28% | 177 | 5,400 | 432 | 41,147 | 8 | 4 | |
| Alation alation.com | 15% | 149 | 4,400 | 482 | 53,500 | 0 | 2 | |
| Microsoft parent site Microsoft Purview 6% | 6% | 438 | 2,240,000 | 403,136 | ||||
| OpenMetadata open-metadata.org | 4% | 88 | 2,900 | 32 | 2,737 | 14 | ||
| data.world data.world | 2% | 47 | 880 | 5 | 8,626 | |||
| ThinkData Works thinkdataworks.com | 2% | 1 | ||||||
| Alex Solutions alexsolutions.com | 2% | 3 | ||||||
| Decube decube.io | 2% | 21 | 90 | 27 | 3,575 | 1 | ||
| OvalEdge ovaledge.com | 0% | 75 | 260 | 3 | 12,688 | 1 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (alation.com, atlan.com, informatica.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 an enterprise B2B company?”Paraphrase“Which data governance platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade data catalogs and governance platforms and how do they differ?”Budget-constrained“What is the best data catalog for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a data catalog. What should we look at?”Negative“Which data catalogs and governance platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Atlan, CollibraCollibraChangedCollibraCollibrano first choiceagainst: Alation, Collibra, IBM Watson Knowledge Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview
Three alternatives
Alation, DataHub, Microsoft PurviewThree alternatives
Atlan, Informatica Intelligent Data Management Cloud, Microsoft PurviewFive alternatives
Alation, Atlan, Databricks Unity Catalog, Informatica Intelligent Data Management Cloud, Microsoft PurviewTwo alternatives
Atlan, OvalEdgeGPT-5.4 miniCollibraCollibraHeldCollibraAtlanagainst: Alation, Collibra, Informatica Intelligent Data Management Cloudno first choicenothing named
Three alternatives
Alation, Atlan, Microsoft PurviewTwo alternatives
Alation, Microsoft PurviewSix alternatives
AWS Glue Data Catalog, Alation, Atlan, Google Dataplex, Informatica Cloud Data Governance and Catalog, Microsoft PurviewTwo alternatives
DataHub, OpenMetadataGemini 3.5 FlashAtlanAtlanHeldAtlanOpenMetadatano first choiceagainst: AWS Glue Data Catalog, Amundsen, Apache Atlas, DataHub, Google Cloud Dataplex, IBM InfoSphere Information Governance Catalog, Immuta, Informatica Intelligent Data Management Cloud, Microsoft Purview, Secoda, Select Star, data.world
Four alternatives
Alation, Collibra, DataHub, OpenMetadataFour alternatives
Alation, Collibra, Informatica Cloud Data Governance & Catalog, Microsoft PurviewFour alternatives
Alation, Collibra Data Intelligence Platform, Informatica Cloud Data Governance & Catalog, Microsoft PurviewFour alternatives
Alex Solutions, Atlan, DataHub, DataedoPerplexity SonarCollibraCollibraHeldCollibra, Informatica Intelligent Data Management CloudDecubeagainst: AWS Glue Data Catalog, Alation, Collibra, DataHub, Databricks Unity Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata, Snowflake Horizonno first choicenothing named
Three alternatives
Atlan, Informatica Intelligent Data Management Cloud, Microsoft PurviewThree alternatives
Databricks, Informatica Intelligent Data Management Cloud, Microsoft PurviewFive alternatives
Alation, Ataccama ONE, Atlan, Microsoft Purview, data.worldTwo alternatives
Secoda, data.worldGrok 4.1 FastCollibraCollibraHeldAtlan, CollibraAlation, Collibraagainst: Amundsen, DataHub, Decube, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata, Secodano first choiceagainst: Ab Initio, Alation, Alex Solutions, Collibra, Informatica Intelligent Data Management Cloud, Secoda, Select Star, Zeenee, data.world
Four alternatives
Alation, Atlan, Informatica Intelligent Data Management Cloud, Microsoft PurviewFive alternatives
Alation, Databricks Unity Catalog, IBM Cloud Pak for Data, Informatica Intelligent Data Management Cloud, Microsoft PurviewFour alternatives
Alation, DataHub, Informatica Intelligent Data Management Cloud, Microsoft PurviewOne alternative
AtlanMistral SmallAlation, data.worldCollibraChangedCollibra Data Intelligence PlatformAlationagainst: Informatica Intelligent Data Management CloudCollibraagainst: Amundsen, DataHubagainst: Collibra, Informatica Intelligent Data Management Cloud, Secoda, Select Star, Zeenea, data.world
Two alternatives
IBM Knowledge Catalog, Microsoft Purview Data CatalogThree alternatives
BigID, Data360, DatabricksFour alternatives
Alation, Atlan, IBM Watson Knowledge Catalog, Informatica AxonThree alternatives
Atlan, Collibra, OvalEdgeFour alternatives
AWS Glue DataBrew, Alation, Azure Purview, Informatica AxonDeepSeek V4 FlashAtlanagainst: SecodaCollibraChangedAtlan, CollibraAtlanagainst: Alation, CollibraAtlanagainst: Alation, Amundsen, Collibra, DataHub, Dataedo, Google Cloud Data Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, OvalEdge, Secoda, Select Star, Talend, Zeenea, data.world
Three alternatives
Alation, Collibra, Informatica Intelligent Data Management CloudThree alternatives
Alation, Informatica Intelligent Data Management Cloud, Microsoft PurviewFive alternatives
Alation, Databricks Unity Catalog, IBM Knowledge Catalog, Informatica Intelligent Data Management Cloud, Microsoft PurviewOne alternative
Microsoft PurviewFour alternatives
Alation, Collibra, DataHub, Microsoft PurviewLlama 4 Maverickno first choiceno first choiceHeldAtlanAtlanAtlanagainst: Alation, Collibra, Informatica Intelligent Data Management Cloud
Two alternatives
Basedash, OvalEdgeFour alternatives
Basedash, Collibra, Kanerika, data.worldThree alternatives
Collibra, DataHub, SecodaQwen 3.7 FlashAlation, CollibraCollibraChangedAlationagainst: DataHub, OpenMetadataAlationagainst: Atlan, Monte Carlono first choiceagainst: AWS Lake Formation, Apache Atlas, Collibra, DataHub, Databricks Unity Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata, Snowflake Unity Catalog
Five alternatives
AWS Lake Formation / Amazon Glue, Amundsen, Informatica Cloud Data Governance & Catalog, Microsoft Purview, OpenMetadataThree alternatives
Alation, Atlan, Microsoft PurviewThree alternatives
Atlan, Collibra, Microsoft PurviewTwo alternatives
Apache DataHub, Microsoft PurviewKimi K2Alation, Atlan, CollibraCollibra, Microsoft PurviewChangedCollibraagainst: Apache AtlasAlex Solutionsagainst: Alation, Atlan, Collibra, Decube, Informatica Intelligent Data Management CloudAlation, Atlanagainst: Microsoft Purviewagainst: AWS Glue Data Catalog, Ataccama ONE, Collibra, Databricks, Informatica Intelligent Data Management Cloud, Snowflake
Two alternatives
Informatica Cloud Data Governance and Catalog, data.worldThree alternatives
Alation, Atlan, Informatica Intelligent Data Management CloudFour alternatives
Alation, Atlan, Informatica Intelligent Data Management Cloud, Microsoft PurviewTwo alternatives
DataHub, Microsoft PurviewTwo alternatives
Collibra, Informatica Intelligent Data Management CloudGLM 4.7 FlashXAlation, Atlanno first choiceChangedAtlanMicrosoft Purviewno first choiceagainst: Talend Data Catalog
Three alternatives
Collibra, Google Cloud Data Catalog, Microsoft PurviewEight alternatives
Alation, BigID, Collibra, IBM Knowledge Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata, SecodaFour alternatives
Atlan, Collibra, DataHub, OpenMetadataMiniMax M2.5Atlan, CollibraCollibraChangedInformatica Intelligent Data CloudThinkData Worksagainst: AWS Glue Data Catalog, Alation, Atlan, Collibra, Metaphorno first choiceagainst: Apache Atlas, Collibra, Informatica Intelligent Data Management Cloud
One alternative
Informatica Intelligent Data Management CloudThree alternatives
Databricks, IBM Cloud Pak for Data, OvalEdgeFive alternatives
Alation, Atlan, Collibra, IBM Watson Knowledge Catalog, Microsoft PurviewFour alternatives
Actian Zeenea, CastorDoc, DataHub, Microsoft PurviewGPT-6 LunaAtlanCollibraChangedno first choiceagainst: AWS Glue Data Catalog + Lake FormationOpenMetadataagainst: Collibra, DataHub, Microsoft Purviewno first choiceagainst: AWS Glue Data Catalog, Alation, Collibra, DataHub, Databricks Unity Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata
Three alternatives
Alation, Collibra, Microsoft PurviewThree alternatives
Alation, Informatica Intelligent Data Management Cloud, Microsoft PurviewNine alternatives
Alation, Atlan, Collibra, Databricks Unity Catalog, Google Cloud Knowledge Catalog, IBM watsonx.data intelligence, Informatica Cloud Data Governance and Catalog, Microsoft Purview Unified Catalog, Snowflake HorizonMuse Glimmer 30BAtlan, CollibraCollibraChangedAlation, AtlanMicrosoft Purviewagainst: Alation, Atlan, Collibra, Informatica CDGCno first choiceagainst: Informatica Intelligent Data Management Cloud, Secoda, Select Star, Zeenea, data.world
One alternative
AlationTwo alternatives
Ataccama ONE, AtlanSix alternatives
Collibra, DataHub, IBM, Informatica CDGC, Informatica Intelligent Data Management Cloud, Microsoft PurviewThree alternatives
DataHub, Decube, OpenMetadataBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-05 01:31 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:35 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:10 | yes | 16 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:21 | yes | 19 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:18 | yes | 20 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:07 | yes | 12 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:39 | yes | 23 | 57 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:25 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:30 | no | 0 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:31 | yes | 12 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:40 | yes | 14 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:56 | yes | 14 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:30 | yes | 4 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:26 | yes | 17 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:08 | yes | 15 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:27 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:48 | yes | 11 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:05 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:10 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:34 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:05 | yes | 21 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:07 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:43 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:31 | yes | 14 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:31 | no | 0 | 50 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:57 | yes | 5 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:35 | yes | 4 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:15 | yes | 13 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:29 | yes | 19 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:36 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:34 | yes | 27 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:35 | yes | 19 | 9 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:34 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:47 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:16 | yes | 23 | 64 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:59 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:25 | yes | 9 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:41 | yes | 17 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:05 | yes | 24 | 53 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:17 | yes | 18 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:30 | yes | 12 | 38 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:33 | yes | 14 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:24 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | yes | 5 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:50 | yes | 16 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:39 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:46 | yes | 21 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:59 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:15 | yes | 22 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:11 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:22 | yes | 19 | 71 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:57 | yes | 25 | 55 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:35 | yes | 22 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:04 | yes | 22 | 78 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:51 | yes | 2 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:58 | yes | 20 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:58 | yes | 20 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:20 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:07 | yes | 5 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:41 | yes | 19 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:36 | yes | 19 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:33 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:26 | yes | 23 | 73 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:54 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:26 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:46 | yes | 10 | 44 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:40 | yes | 13 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:43 | no | 0 | 53 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:39 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:29 | yes | 12 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:43 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:47 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:05 | yes | 28 | 37 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:00 | yes | 17 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:51 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:12 | yes | 23 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:15 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:53 | yes | 22 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:33 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:51 | yes | 22 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:07 | yes | 19 | 41 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:28 | yes | 4 | 33 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:42 | yes | 24 | 32 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
Informatica read as Informatica Intelligent Data Management Cloud
Informatica (Axon Data Governance + Enterprise Data Catalog) read as Informatica Intelligent Data Management Cloud
Informatica (CDGC / IDMC) read as Informatica Intelligent Data Management Cloud
Informatica (EDC/CDGC) read as Informatica Intelligent Data Management Cloud
Informatica (Enterprise Data Catalog / CDGC) read as Informatica Intelligent Data Management Cloud
Informatica (IDMC) read as Informatica Intelligent Data Management Cloud
Informatica (IDMC/EDC/CDGC) read as Informatica Intelligent Data Management Cloud
Informatica (IDMC/Enterprise Data Catalog) read as Informatica Intelligent Data Management Cloud
Snowflake Horizon Catalog read as Snowflake Horizon
Unresolved, counted raw
AWS Lake Formation
AWS Lake Formation / Amazon Glue
Actian Zeenea
Apache DataHub
BytePlus
Data360
ER/Studio Enterprise Data Catalog
Google Cloud's Data Catalog and BigLake Metastore
IBM InfoSphere Information Governance Catalog
IBM watsonx.data intelligence
Informatica EDC
Kanerika
Metaphor
OneTrust Data Governance
ServiceNow Data Catalog
ThinkData Works
Zeenee
Discontinued, still offered
No shut-down product was recommended here.