Data catalogs and governance for small business buyers
Asked as “data catalog”, and as “data governance platform”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026.
Standing · first-choice share
18%
Contested · Secoda 16%
18OpenMetadata16Secoda11Atlan56others
18% of first choices, contested.
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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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
08A09
10
11A12
13A14
15
16Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01OpenMetadata18%
OpenMetadata18%02Secoda16%
Secoda16%03Atlan11%
Atlan11%04OvalEdge11%
OvalEdge11%05Select Star9%
Select Star9%06Microsoft Purview7%
Microsoft Purview7%07DataHub5%
DataHub5%08data.world2%
data.world2%09Apache Atlas2%
10Alation2%
Alation2%11Snowflake Horizon0%
Snowflake Horizon0%12Amundsen0%
13Databricks Unity Catalog0%
Databricks Unity Catalog0%14AWS Glue Data Catalog0%
15Informatica Intelligent Data Management Cloud0%
Informatica Intelligent Data Management Cloud0%16Collibra0%
Collibra0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, 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.
Collibra83%
43 of 52 labels negative · 14 of 14 models · 19 hard negative
“repeatedly described as an enterprise governance platform with complexity and cost that can be prohibitive for smaller organizations” Perplexity Sonar, negative prompt
Alation72%
33 of 46 labels negative · 12 of 14 models · 16 hard negative
“Enterprise tools like Collibra and Alation start at $50k–$100k+/year ... these are almost never right for a small team” DeepSeek V4 Flash, comparative prompt
Informatica Intelligent Data Management Cloud89%
24 of 27 labels negative · 12 of 14 models · 13 hard negative
“Small businesses should avoid enterprise suites like Collibra, Informatica, and Alation unless absolutely necessary.” Mistral Small, negative prompt
Microsoft Purview32%
9 of 28 labels negative · 8 of 14 models
“Purview is powerful for Microsoft-native shops, but its pay-as-you-go consumption model can lead to unpredictable and expensive monthly bills” Gemini 3.5 Flash, paraphrase 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
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. 1063 links across 185 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 · Atlan60 answers · 106 citations · 13 models
vendor site · OvalEdge45 answers · 65 citations · 12 models
35 answers · 36 citations · 11 models
vendor site · Decube30 answers · 35 citations · 11 models
29 answers · 39 citations · 11 models
vendor site · G223 answers · 35 citations · 11 models
vendor site · Secoda18 answers · 23 citations · 9 models
15 answers · 21 citations · 10 models
15 answers · 18 citations · 9 models
vendor site · Enzuzo14 answers · 14 citations · 11 models
13 answers · 19 citations · 8 models
vendor site · Fanruan13 answers · 13 citations · 8 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.
38 answers · 13 models
31 answers · 11 models
27 answers · 11 models
20 answers · 12 models
19 answers · 9 models
16 answers · 9 models
14 answers · 11 models
13 answers · 8 models
12 answers · 8 models
12 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 |
|---|---|---|---|---|---|---|---|
| OpenMetadata open-metadata.org | 18% | 108 | 2,900 | 32 | 2,737 | 14 | |
| Secoda secoda.co | 16% | 70 | 720 | 9 | 30,348 | 0 | |
| Atlan atlan.com | 11% | 157 | 5,400 | 432 | 41,147 | 8 | 4 |
| OvalEdge ovaledge.com | 11% | 43 | 260 | 3 | 12,688 | 1 | |
| Select Star selectstar.com | 9% | 40 | 480 | 496 | 684 | 0 | |
| Microsoft parent site Microsoft Purview 7% | 7% | 514 | 2,240,000 | 403,136 | |||
| DataHub datahub.com | 5% | 111 | 5,400 | 275 | 7,220 | 79 | 8 |
| dbt Docs getdbt.com | 5% | 4 | 75,753 | 12 | |||
| data.world data.world | 2% | 37 | 880 | 5 | 8,626 | ||
| Enzuzo enzuzo.com | 2% | 2 | 320 | 1 | 11,682 | 1 |
Google's top ten for the two searches hold 17 sites; 1 of them are among the sites the models cited here (atlan.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 small B2B company?”Paraphrase“Which data governance platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top data catalogs and governance platforms for a small team and how do they differ?”Budget-constrained“What is the best data catalog for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a data catalog. What should we look at?”Negative“Which data catalogs and governance platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5AlationApache Atlas, OvalEdgeChangedSecodaagainst: Ataccama ONE, CollibraMetaustralagainst: Alation, Collibra, Informatica Intelligent Data Management Cloudno first choiceagainst: Collibra, IBM InfoSphere, Informatica Intelligent Data Management Cloud, Microsoft Purview
One alternative
Apache AtlasOne alternative
EnzuzoFive alternatives
Atlan, Dataedo, OvalEdge, Snowflake Horizon, data.worldThree alternatives
DataHub, OpenMetadata, data.worldGPT-5.4 miniOpenMetadataagainst: AmundsenMicrosoft PurviewChangedAtlan, Secodaagainst: Collibradbt Docsno first choiceagainst: Ataccama ONE, Collibra, D&B Connect, Databricks, Domo, IBM watsonx.governance, SAP Master Data Governance, Salesforce Data 360, Unity Catalog
One alternative
PlytixTwo alternatives
Alation, CollibraThree alternatives
Alation, DataHub, OpenMetadataTwo alternatives
Apache Gravitino, Apache PolarisGemini 3.5 FlashOpenMetadataagainst: Alation, Apache Atlas, Collibra, DataHubInsycle, SecodaChangedagainst: Alation, Collibra, DataHub, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadataSelect Staragainst: Alation, Amundsen, Collibra, Informatica Intelligent Data Management CloudOpenMetadata, dbt Docsagainst: Alation, Atlan, Collibra, Secoda, Select StarDecube, Secodaagainst: Alation, Collibra, DataHub, Informatica Intelligent Data Management Cloud, OpenMetadataagainst: AWS Glue Data Catalog, Alation, Amundsen, Apache Atlas, Collibra, DataHub, IBM Knowledge Catalog, Informatica Enterprise Data Catalog, Oracle Enterprise Metadata Manager
Four alternatives
Coalesce Catalog, Databricks Unity Catalog, Secoda, Snowflake HorizonThree alternatives
Dataedo, Enzuzo, KetchThree alternatives
Coalesce Catalog, OpenMetadata, SecodaFive alternatives
DBDocs, DataHub, Databricks Unity Catalog, Dataedo, Snowflake HorizonThree alternatives
Coalesce Catalog, Select Star, dbt DocsPerplexity SonarSecodaEnzuzoChangedCastor, SecodaSelect Staragainst: Alation, Collibrano first choiceagainst: AWS Glue Data Catalog, Alation, Collibra, Databricks Unity Catalog, IBM Knowledge Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, Snowflake Horizon
Two alternatives
Alation, CollateTwo alternatives
Atlan, Salesforce Data 360Three alternatives
Amundsen, OpenMetadata, Select StarTwo alternatives
Apache Atlas, SecodaGrok 4.20Select Staragainst: Alation, Atlan, CollibraOvalEdgeChangedagainst: Collibra, Informatica Intelligent Data Management CloudSecoda, Select Staragainst: Alation, Collibra, Informatica Intelligent Data Management CloudOpenMetadataagainst: Alation, Castor, Collibrano first choiceagainst: Collibraagainst: Ab Initio, Alation, Ataccama ONE, Collibra, Informatica Enterprise Data Catalog, Microsoft Purview, SAS Data Governance
Two alternatives
Dataedo, data.worldFive alternatives
Alation, Apache Atlas, Atlan, Microsoft Purview, data.worldSix alternatives
Acryl DataHub, Amundsen, Atlan, Microsoft Purview, OvalEdge, Unity CatalogTwo alternatives
DataHub, data.worldMistral SmallSecodaagainst: AtlanOvalEdgeChangedAtlan, Secoda, Select Staragainst: Alation, Apache AtlasDataHub, OpenMetadatano first choiceagainst: Alation, Collibra, IBM Knowledge Catalog, Informatica Intelligent Data Management Cloud
One alternative
MetabaseThree alternatives
Collibra, IBM Cloud Pak for Data, SalesforceTwo alternatives
DataHub, OpenMetadataOne alternative
SecodaDeepSeek V4 FlashSelect Staragainst: Alation, Atlan, Collibra, Informatica Intelligent Data Management CloudAtaccama ONEChangedagainst: Collibra, Informatica Intelligent Data Management CloudSecodaagainst: Alation, Collibra, DataHubOpenMetadataagainst: Alation, Atlan, Collibra, Secoda, Select StarAtlan, OpenMetadata, Secodaagainst: AWS Glue Data Catalog, Alation, Apache Atlas, Collibra, Informatica Intelligent Data Management Cloud, Microsoft Purview, data.worldagainst: AWS Glue Data Catalog or Unity Catalog, Alation, Collibra, DataHub, IBM Cloud Pak for Data, IBM Knowledge Catalog, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata
Two alternatives
OpenMetadata, SecodaThree alternatives
Alation, Microsoft Purview, MineOSFour alternatives
Atlan, Castor, OpenMetadata, Select StarTwo alternatives
Apache Atlas, DataHubOne alternative
OvalEdgeLlama 4 Maverickno first choiceno first choiceHeldSecodaOvalEdgeno first choiceagainst: Collibra
Two alternatives
Atlan, OpenMetadataTwo alternatives
Atlan, BasedashQwen 3.7 FlashAtlanagainst: Alation, CollibraMicrosoft PurviewChangedagainst: Collibra, Informatica Intelligent Data Management CloudSecodaagainst: Collibra, Informatica Intelligent Data Management CloudCoalesce Catalogagainst: Secoda, Select Star, Zeeneano first choiceagainst: AWS Glue Data Catalog, Alation, Amundsen, Apache Atlas, Azure Purview, Collibra, Egeria, Informatica Intelligent Data Management Cloud, Unity Catalog
Three alternatives
Airbyte Catalog, DataHub, Microsoft PurviewFive alternatives
Great Expectations, HubSpot Clean Rooms, Monte Carlo, OpenMetadata, Salesforce ShieldThree alternatives
Atlan, DataHub, Microsoft PurviewSix alternatives
AWS Glue Data Catalog, AWS Lake Formation, Horizon Context, Microsoft Purview, OpenMetadata, Unity CatalogKimi K2Secoda, Select Staragainst: Collibra, Informatica Intelligent Data Management CloudOvalEdgeChangedSecoda, Select Staragainst: DataHubOpenMetadataAtlan, Secodaagainst: Alation, Collibraagainst: Alation, BigID, Collibra, Databricks Unity Catalog, IBM Knowledge Catalog, Informatica Intelligent Data Management Cloud, OneTrust, SAP Data Intelligence
One alternative
CastorDocFour alternatives
Atlan, Enzuzo, Microsoft Purview, OneTrustThree alternatives
Atlan, CastorDoc, OpenMetadataFour alternatives
Atlan Free Tier, DataHub, Secoda, Select StarTwo alternatives
OpenMetadata, Select StarGLM 4.7 FlashXDataHub, Secodaagainst: Alation, Collibra, Informatica Intelligent Data Management CloudClickUpChangedAtlan, SecodaDataedoagainst: Atlan, Collibrano first choiceagainst: Alation, Collibra, IBM InfoSphere, Informatica Intelligent Data Management Cloud, Microsoft Purview, Oracle Data Integrator, SAP MDG
Four alternatives
Atlan, CastorDoc, OpenMetadata, OvalEdgeTwo alternatives
Microsoft Purview, OvalEdgeFive alternatives
Collibra, DataHub, Microsoft Purview, OpenMetadata, Unity CatalogFour alternatives
AWS Glue Data Catalog, OpenMetadata, Snowflake Unity Catalog, Talend Data CatalogMiniMax M2.5Atlan, data.worldagainst: AlationAtlan, Microsoft PurviewChangedSecodaagainst: AlationSelect Starno first choiceagainst: Alation, Collibra, Informatica Intelligent Data Management Cloud
Two alternatives
Amundsen, DataHubTwo alternatives
FineDataLink, Salesforce Data GovernanceFour alternatives
Amundsen, Atlan, DataHub, OvalEdgeTwo alternatives
DataHub, SecodaGPT-6 Lunadbt DocsMicrosoft PurviewChangedDatabricks Unity Catalog, Snowflake Horizonagainst: Alation, CollibraOpenMetadatano first choiceagainst: AWS Glue Data Catalog, Alation, Collibra, Informatica Intelligent Data Management Cloud, Microsoft Purview, OpenMetadata
Two alternatives
OpenMetadata, SecodaTwo alternatives
OpenMetadata, SecodaFour alternatives
Atlan, DataHub, OpenMetadata, SecodaOne alternative
DataHub CoreMuse Glimmer 30BAtlan, Secodaagainst: Alation, Collibra, data.worldOvalEdgeChangedagainst: AtlanSecodaagainst: Apache AtlasDataHub, OpenMetadataagainst: AWS Glue Data Catalog, Databricks Unity Catalog, Snowflake Horizonno first choiceagainst: Collibra, DataHub, Informatica Intelligent Data Management Cloud, OpenMetadataagainst: AWS Glue Data Catalog, Alation, Collibra, DataGalaxy, Databricks Unity Catalog, Google Cloud Dataplex, Informatica Intelligent Data Management Cloud, Microsoft Purview
Four alternatives
AWS Glue Data Catalog, Amundsen, DataHub, OpenMetadataTwo alternatives
Enzuzo, KetchFour alternatives
Atlan, DataHub, Microsoft Purview, OpenMetadataThree alternatives
Collate, Secoda, Select StarBold 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 | 2026-10-04 22:49 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:12 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:37 | yes | 17 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:26 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:45 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:37 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:41 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:56 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:03 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:50 | yes | 18 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:52 | yes | 17 | 62 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:04 | yes | 19 | 57 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:34 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:24 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:02 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:43 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 10 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:22 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 01:48 | yes | 22 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:19 | yes | 9 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:15 | yes | 20 | 50 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:41 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:58 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:43 | yes | 25 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:21 | yes | 22 | 40 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:44 | yes | 5 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:37 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:40 | yes | 23 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:10 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:21 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:13 | yes | 13 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:31 | yes | 18 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:24 | yes | 22 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:00 | yes | 12 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:38 | yes | 19 | 82 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:41 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:22 | yes | 15 | 44 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:16 | yes | 23 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:20 | yes | 18 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:16 | yes | 13 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:17 | yes | 8 | 38 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:33 | yes | 14 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:02 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:38 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:43 | yes | 16 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:21 | yes | 19 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 01:01 | yes | 20 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:52 | yes | 9 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:04 | yes | 19 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:40 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:34 | yes | 23 | 123 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:12 | yes | 21 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:38 | yes | 23 | 276 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:43 | yes | 13 | 41 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:36 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:50 | yes | 12 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:59 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:02 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:51 | yes | 9 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:27 | yes | 18 | 4 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:26 | yes | 16 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:28 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 19 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:40 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:57 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:52 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:36 | no | 0 | 12 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:26 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:04 | yes | 1 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:23 | yes | 13 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:26 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:56 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:05 | yes | 16 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:28 | yes | 19 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-10-05 00:23 | yes | 22 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:16 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:23 | yes | 25 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:36 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:13 | yes | 15 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:53 | yes | 23 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:07 | yes | 24 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:24 | yes | 14 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 5 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:39 | 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
Google Dataplex read as Google Cloud Dataplex
IBM Watson Knowledge Catalog read as IBM Knowledge Catalog
IBM Watson Knowledge Catalog (WKC) read as IBM Knowledge Catalog
Informatica read as Informatica Intelligent Data Management Cloud
Informatica (IDMC/EDC) read as Informatica Intelligent Data Management Cloud
Snowflake read as Snowflake Horizon
Snowflake Horizon Catalog read as Snowflake Horizon
Unresolved, counted raw
AWS Glue Data Catalog or Unity Catalog (Snowflake/Databricks)
Adverity
Airbyte Catalog
Apache Gravitino
Apache Polaris
Atlan Free Tier
Coginiti
ComplyTrust Forget-Me-Yes
DBDocs
Daft Punk
Egeria
Google Sheet
GrowthDot GDPR Compliance for Zendesk
Horizon Context
HubSpot Clean Rooms
Infreemation
Metaustral
MineOS
OpenMetadata SaaS
Oracle Enterprise Metadata Manager
Precisely Data Catalog
SAS Data Governance
Salesforce Shield
dbt documentation
Discontinued, still offered
No shut-down product was recommended here.