# Starburst Galaxy vs CData Virtuality: which do AI models recommend for data virtualization, October 2026

IT AI Recommendation Index, October 2026 Edition, Data virtualization. Two of fourteen models named Starburst Galaxy first on the direct prompt; one named CData Virtuality. Page: https://it-ai-index.com/it-data/data-virtualization/starburst-galaxy-vs-cdata-virtuality/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Starburst Galaxy | 13% | #3 of 10 | 0% | 13 | 9 of 14 |
| CData Virtuality | 4% | #6 of 10 | 0% | 10 | 8 of 14 |

## The direct prompt, model by model

- Qwen 3.7 Flash: starburst galaxy first (first choices: Starburst Galaxy) (alternatives: Dremio)
- Kimi K2: starburst galaxy first (first choices: Starburst Galaxy) (alternatives: CData Connect Cloud, Dremio Cloud)
- Gemini 3.5 Flash: cdata virtuality first (first choices: CData Virtuality) (alternatives: CData Connect Cloud, Denodo, Dremio)
- Claude Haiku 4.5: neither first, one named (first choices: Denodo) (alternatives: CData Virtuality, Dremio, TIBCO Data Virtualization)
- Perplexity Sonar: neither first, one named (first choices: Denodo) (alternatives: CData Virtuality, IBM Cloud Pak for Data, TIBCO Data Virtualization)
- Grok 4.1 Fast: neither first, one named (first choices: Denodo) (alternatives: Dremio, IBM Data Virtualization, Starburst Galaxy, TIBCO Data Virtualization)
- Mistral Small: neither first, one named (first choices: Informatica Data Virtualization, TIBCO Data Virtualization) (alternatives: CData Virtuality, IBM Data Virtualization, Red Hat JBoss Data Virtualization)
- DeepSeek V4 Flash: neither first, one named (first choices: Denodo) (alternatives: Dremio, Starburst Galaxy, TIBCO Data Virtualization)
- GPT-5.4 mini: neither named (first choices: Denodo) (alternatives: IBM Data Virtualization, TIBCO Data Virtualization)
- Llama 4 Maverick: neither named
- GLM 4.7 FlashX: neither named (first choices: Denodo) (alternatives: IBM watsonx.data, Informatica Data Virtualization, TIBCO Data Virtualization)
- MiniMax M2.5: neither named (first choices: Denodo) (alternatives: TIBCO Data Virtualization, Teiid, Trino)
- GPT-6 Luna: neither named (first choices: Denodo) (alternatives: Dremio, Starburst)
- Muse Glimmer 30B: neither named (first choices: AtScale, Dremio) (alternatives: Denodo, TIBCO Data Virtualization)

## What the models said about Starburst Galaxy

- "Choose Starburst Galaxy if you want the fastest setup, lowest administrative overhead, and variable costs that match your growth." (Qwen 3.7 Flash, direct prompt, first choice)
- "Starburst Galaxy stands out as one of the strongest options for a data virtualization platform" (Grok 4.1 Fast, budget prompt, first choice)
- "My default recommendation would be Starburst Galaxy for a mid-sized B2B company" (GPT-6 Luna, paraphrase prompt, first choice)

## What the models said about CData Virtuality

- "CData Virtuality if you prefer vendor support and want enterprise features at a moderate price point" (GLM 4.7 FlashX, budget prompt, first choice)
- "The Overall Winner: CData Virtuality (formerly Data Virtuality)" (Gemini 3.5 Flash, direct prompt, first choice)
- "CData Virtuality is a plausible alternative because it is explicitly listed as mid-market and hybrid" (Perplexity Sonar, direct prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.