Data virtualization for small business buyers
Asked as “data virtualization platform”, and as “data fabric for federated queries”, on behalf of a small B2B company. 53 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
17%
Contested · CData Connect Cloud 13%
17Starburst Galaxy13CData Connect Cloud11Denodo58others
17% 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 three 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-one head-to-head pages: the top seven products, each against each
Denodo vs DremioDenodo vs CData VirtualityDenodo vs TIBCO Data VirtualizationTrino vs Starburst GalaxyTrino vs StarburstTrino vs DremioTrino vs CData VirtualityTrino vs TIBCO Data VirtualizationStarburst Galaxy vs StarburstStarburst Galaxy vs DremioStarburst Galaxy vs CData VirtualityStarburst Galaxy vs TIBCO Data VirtualizationStarburst vs DremioStarburst vs CData VirtualityStarburst vs TIBCO Data VirtualizationDremio vs CData VirtualityDremio vs TIBCO Data VirtualizationCData Virtuality vs TIBCO Data Virtualization
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
09I10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Starburst Galaxy17%
Starburst Galaxy17%02CData Connect Cloud13%
CData Connect Cloud13%03Trino11%
Trino11%04Denodo11%
Denodo11%05CData Virtuality8%
CData Virtuality8%06Teiid8%
Teiid8%07Dremio4%
Dremio4%08Starburst4%
Starburst4%09AWS Glue2%
AWS Glue2%10IBM Data Virtualization0%
11Informatica Intelligent Data Management Cloud0%
Informatica Intelligent Data Management Cloud0%12TIBCO Data Virtualization0%
TIBCO Data Virtualization0%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 4.1 Fast, 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.
Denodo65%
44 of 68 labels negative · 14 of 14 models · 20 hard negative
“Small businesses should generally **avoid or be cautious** with enterprise-grade data virtualization platforms like **Denodo**” Grok 4.1 Fast, negative prompt
TIBCO Data Virtualization78%
18 of 23 labels negative · 9 of 14 models · 5 hard negative
“avoid or be cautious with enterprise-grade data virtualization platforms like **Denodo**, **TIBCO Data Virtualization**” Grok 4.1 Fast, negative prompt
Informatica Intelligent Data Management Cloud75%
9 of 12 labels negative · 7 of 14 models · 7 hard negative
“Using it for a small business operation can feel like "flying a jumbo jet for a grocery run."” Qwen 3.7 Flash, negative prompt
IBM Data Virtualization
40%
6 of 15 labels negative · 4 of 14 models · 3 hard negative
“**Avoid for a tight budget:** higher-end enterprise offerings like **IBM Data Virtualization**” GPT-5.4 mini, budget 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
78 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. 1140 links across 228 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 · G243 answers · 77 citations · 12 models
43 answers · 57 citations · 11 models
vendor site · FitGap40 answers · 63 citations · 11 models
35 answers · 36 citations · 12 models
vendor site · Domo33 answers · 34 citations · 11 models
vendor site · Airbyte25 answers · 27 citations · 12 models
23 answers · 23 citations · 10 models
vendor site · SourceForge21 answers · 26 citations · 10 models
vendor site · Gitnux20 answers · 22 citations · 9 models
20 answers · 20 citations · 10 models
20 answers · 20 citations · 9 models
19 answers · 26 citations · 9 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.
39 answers · 10 models
33 answers · 12 models
32 answers · 11 models
31 answers · 10 models
29 answers · 12 models
25 answers · 12 models
22 answers · 10 models
20 answers · 9 models
16 answers · 10 models
16 answers · 9 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 virtualization platform”, “data virtualization platform”, “data virtualization platforms”. 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 |
|---|---|---|---|---|---|---|---|
| CData Virtuality cdata.com CData Connect Cloud 13%, CData Virtuality 8% | 21% | 30 | 70 | 4 | 19,412 | 120 | |
| Starburst starburst.io Starburst Galaxy 17%, Starburst 4% | 21% | 73 | 74,000 | 12,470 | 6,703 | 25 | |
| Denodo denodo.com Denodo 11%, Denodo Express 2% | 13% | 194 | 2,400 | 109 | 13,422 | 35 | 1 |
| Trino trino.io | 11% | 53 | 6,600 | 941 | 11,954 | ||
| Teiid teiid.io | 8% | 25 | 170 | 3 | 73 | ||
| Dremio dremio.com Dremio 4%, Dremio Community Edition 2%, Dremio Cloud 0% | 6% | 87 | 2,900 | 99 | 55,606 | 0 | 8 |
| Microsoft parent site Microsoft Fabric 4%, Microsoft Power BI 2% | 6% | 27 | 2,240,000 | 403,136 | |||
| AWS parent site AWS Glue 2% | 2% | 74 | 368,000 | 114,001 | |||
| Apache Trino | 2% | ||||||
| AWS Athena Federated Query | 2% |
Google's top ten for the three searches hold 19 sites; 3 of them are among the sites the models cited here (domo.com, dremio.com, thectoclub.com). The first result for “best data virtualization platform” is gartner.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 virtualization platform for a small B2B company?”Paraphrase“Which data fabric for federated queries would you recommend to a small business that sells to other businesses?”Comparative“What are the top data virtualization platforms for a small team and how do they differ?”Budget-constrained“What is the best data virtualization platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a data virtualization platform. What should we look at?”Negative“Which data virtualization platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceStarburstChangedagainst: Databricks, DenodoDremioDremio, Teiidno first choicenothing named
Two alternatives
Denodo Express, Red Hat JBoss Data VirtualizationTwo alternatives
CData Connect Cloud, VirtuosoGPT-5.4 miniStarburst GalaxyMicrosoft FabricChangedDenodo, Dremioagainst: TIBCO Data VirtualizationTrinoagainst: IBM Data Virtualizationno first choiceagainst: CData Virtuality, Denodo, IBM Data Virtualization, TIBCO Data Virtualization
Two alternatives
Denodo, DremioTwo alternatives
AWS, DatabricksTwo alternatives
Data Virtuality, IBM Data VirtualizationOne alternative
DenodoGemini 3.5 FlashCData Connect Cloudagainst: Denodo, SAP HANA, TIBCO Data VirtualizationStarburst GalaxyChangedagainst: Denodo, SAP Datasphere, TalendDremio Cloudagainst: Denodo, TIBCO Data VirtualizationDuckDBagainst: Denodo, SAP HANA, TIBCO Data VirtualizationCData Connect Cloudagainst: Denodo, Presto, SAP HANA, TIBCO Data Virtualization, Teiid, Trinoagainst: Apache Drill, Denodo, IBM Cloud Pak for Data, Informatica Intelligent Data Management Cloud, SAP Datasphere, Self-Hosted Trino, TIBCO Data Virtualization
Three alternatives
Denodo, Domo, Dremio CloudThree alternatives
AWS Athena, Cube, Microsoft FabricFour alternatives
CData Connect Cloud, Cube, Denodo, HasuraFour alternatives
AWS Athena, CData Connect Cloud, Dremio Community Edition, TrinoThree alternatives
Cube, Dremio Cloud, Starburst GalaxyPerplexity SonarDenodoDenodo, StarburstChangedTrinoagainst: DenodoCData Virtualityno first choiceagainst: Apache Drill, Denodo, IBM Cloud Pak for Data, Informatica Data Virtualization, Presto, TIBCO Data Virtualization, Teradata, Trino
Two alternatives
AWS Glue, Red Hat Data VirtualizationTwo alternatives
Elastic Stack, Microsoft FabricThree alternatives
AWS Glue, Domo, IBM Data VirtualizationTwo alternatives
AtScale, DremioGrok 4.1 FastCData Virtualityagainst: Denodo, Red Hat JBoss, TIBCO Data VirtualizationTrinoChangedagainst: Denodo, TeiidCData Virtualityagainst: Denodo, TIBCO Data VirtualizationTeiidagainst: DenodoDenodo, Dremio, Starburst Galaxyagainst: IBM Data Virtualizationagainst: Denodo, IBM Data Virtualization, SAP HANA Data Virtualization, TIBCO Data Virtualization
Three alternatives
AWS Glue, Dremio, Starburst GalaxyTwo alternatives
Dremio, Starburst GalaxyThree alternatives
Dremio, Starburst, TrinoThree alternatives
Dremio, Starburst Galaxy, TrinoMistral SmallAWS Glue, DenodoAWS Athena Federated Query, DenodoChangedCData VirtualityMicrosoft Power BI, Teiidno first choiceagainst: Denodo, Informatica Intelligent Data Management Cloud
One alternative
Red Hat JBoss Data VirtualizationTwo alternatives
Activepieces, AirbyteTwo alternatives
AWS Glue, Denodo ExpressDeepSeek V4 FlashCData Connect Cloudagainst: Denodo, Starburst GalaxyStarburst GalaxyChangedagainst: Denodo, IBM Data Virtualization, Informatica Intelligent Data Management CloudTrinoagainst: Denodo, TeiidTrinoagainst: Denodo, Red Hat JBoss DV, TeiidStarburst Galaxyagainst: Denodoagainst: Denodo, Informatica Data Virtualization, Oracle Data Virtualization, SAP HANA, TIBCO Data Virtualization
One alternative
DremioTwo alternatives
Dremio, TrinoTwo alternatives
CData Virtuality, DremioOne alternative
Dremio Community EditionTwo alternatives
Dremio, TrinoLlama 4 Maverickno first choiceno first choiceHeldAWS Glueno first choiceno first choiceagainst: Denodo, IBM Cloud Pak for Data, Informatica Intelligent Data Management Cloud
Two alternatives
IBM Data Virtualization, TrinoQwen 3.7 FlashCData Connect Cloudagainst: DenodoRill Data, Sigma ComputingChangedagainst: StarburstStarburst Galaxyagainst: DenodoApache Trino, Starburst Galaxy, Trinoagainst: Denodo, Informatica Intelligent Data Management Cloud, TIBCO Data Virtualizationno first choiceagainst: Trino/Prestoagainst: Denodo, Informatica Intelligent Data Management Cloud, SAP HANA, TIBCO Data Virtualization
One alternative
AWS GlueTwo alternatives
Looker Studio, MetabaseTwo alternatives
Domo, DremioFour alternatives
BigQuery Omni, Dremio, Redshift Spectrum, SnowflakeKimi K2CData Connect CloudStarburst GalaxyChangedagainst: DenodoCData Connect Cloud, CData Virtualityagainst: DenodoTeiidagainst: Denodo, IBM, Informatica Intelligent Data Management Cloud, Oracle Data Virtualization, TIBCO Data VirtualizationCData Virtuality, Starburst Galaxyagainst: Denodoagainst: Denodo, IBM, Oracle, and SAP Data Virtualization Solutions, Informatica Intelligent Data Management Cloud
Four alternatives
Dremio, Starburst Galaxy, Teiid, TrinoOne alternative
Microsoft FabricTwo alternatives
Starburst Galaxy, TrinoTwo alternatives
Dremio, Starburst GalaxyTwo alternatives
Databricks, Unity CatalogGLM 4.7 FlashXCData Connect Cloudagainst: DenodoMicrosoft FabricChangedCData Virtualityagainst: Denodo, IBM Data VirtualizationRed Hat Teiidagainst: Denodo, TIBCO Data Virtualizationno first choiceagainst: Denodo, IBM InfoSphere, Oracle Data Virtualization
One alternative
Red Hat JBoss Data VirtualizationThree alternatives
Lima AI, SAP Datasphere, StarburstFour alternatives
AWS Glue Data Catalog, Dremio, Starburst Galaxy, TrinoTwo alternatives
Dremio, TrinoMiniMax M2.5no first choiceDenodo ExpressChangedDenodo, Trinoagainst: TeiidCData Connect Cloud, Starburst Galaxyagainst: Denodono first choiceagainst: Denodo
Two alternatives
Databricks, Microsoft FabricTwo alternatives
AWS Glue Data Brew, TIBCO Data VirtualizationThree alternatives
Dremio, Teiid, Trino/PrestoGPT-6 LunaDenodoAmazon Athena Federated QueryChangedDremio Cloud, Starburst GalaxyDremio Community Editionno first choiceagainst: Denodo, IBM Cloud Pak for Data, Spotfire Data Virtualization
Two alternatives
Dremio Cloud, Starburst GalaxyTwo alternatives
BigQuery’s built-in federated queries, TrinoThree alternatives
Apache Trino, CData Virtuality, DenodoTwo alternatives
Denodo, TrinoMuse Glimmer 30BCData Virtualityagainst: Denodo, TIBCO Data VirtualizationTrinoChangedagainst: DenodoCData Virtualityagainst: DenodoTrinoagainst: Denodo, Informatica PowerCenter, Oracle Data Virtualization, TIBCO Data Virtualization, Talendno first choiceagainst: Denodo, IBM, IBM InfoSphere, Informatica Intelligent Data Management Cloud, SAP HANA
One alternative
Dremio CloudTwo alternatives
Dremio, StarburstFour alternatives
Dremio, Starburst Galaxy, Teiid, TrinoTwo alternatives
Dremio, TeiidBold 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 00:54 | no | 0 | 3 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:24 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:16 | yes | 20 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:51 | yes | 15 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:54 | yes | 20 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:35 | yes | 11 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:04 | yes | 24 | 44 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:14 | yes | 6 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:46 | yes | 8 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:29 | yes | 24 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:37 | yes | 19 | 62 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:30 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:28 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:34 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:23 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:25 | yes | 6 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:54 | yes | 11 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:51 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:10 | yes | 21 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:33 | yes | 9 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:58 | yes | 24 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:54 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:10 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:18 | yes | 23 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:23 | yes | 25 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:56 | yes | 10 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:18 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:41 | yes | 19 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:09 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:21 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:47 | yes | 22 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:39 | yes | 13 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:26 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:50 | yes | 19 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:15 | yes | 23 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:26 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:11 | yes | 20 | 66 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:40 | yes | 23 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:09 | yes | 21 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:46 | yes | 22 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:53 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:08 | yes | 20 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:54 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:13 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:32 | yes | 22 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:14 | yes | 26 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:28 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:53 | yes | 13 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:49 | yes | 24 | 46 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:36 | yes | 13 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:44 | yes | 18 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:11 | yes | 24 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:36 | yes | 17 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:27 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:34 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:44 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:56 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:01 | yes | 18 | 33 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:20 | yes | 24 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:49 | yes | 15 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:46 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:58 | yes | 23 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:02 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:40 | yes | 15 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:59 | yes | 12 | 49 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:18 | yes | 9 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:32 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:26 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:20 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:24 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:44 | yes | 17 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:38 | yes | 14 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:39 | yes | 25 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:27 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:59 | yes | 24 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:54 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:26 | yes | 9 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:10 | yes | 22 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:34 | yes | 24 | 68 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:55 | yes | 13 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:32 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:40 | yes | 12 | 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.
ShowHide
Category-scoped readings
Informatica read as Informatica Intelligent Data Management Cloud
Informatica (Data Services / Cloud Data Integration) read as Informatica Intelligent Data Management Cloud
Oracle read as Oracle Data Virtualization
TIBCO read as TIBCO Data Virtualization
Unresolved, counted raw
AWS Athena Federated Query
AWS Glue Data Brew
BigQuery’s built-in federated queries
Cloudera's Unified Data Fabric
Databricks Data Virtualization
Delta Lake
Dremio
Dremio (Community Edition)
IBM, Oracle, and SAP Data Virtualization Solutions
Iceberg
Klipfolio
Lima AI
Red Hat Data Virtualization
Red Hat JBoss DV
Red Hat Teiid
SAP HANA Data Virtualization
Self-Hosted Trino (formerly PrestoSQL)
Snowflake federation
Teradata's Data Fabric Platform
Toad
Virtuoso
Discontinued, still offered
No shut-down product was recommended here.