Starburst Galaxy vs CData Virtuality
Two of fourteen models named Starburst Galaxy first on the direct prompt; one named CData Virtuality. Starburst Galaxy was named by nine of the fourteen models and CData Virtuality by eight and Starburst Galaxy carries 13 labels and CData Virtuality 10, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the data virtualization page.
By framing
Starburst GalaxyFirst choices, of fourteen modelsCData Virtuality
Across every category in the October 2026 Edition, Starburst Galaxy and CData Virtuality were named in the same answer seven times, of the 51 answers naming Starburst Galaxy and the 30 naming CData Virtuality. In those answers CData Virtuality took the first choice five times and Starburst Galaxy one.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | | |||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | |||||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | |
Starburst Galaxy CData Virtuality first choice named as an alternative argued againstblank: not namedEach cell is one answer, Starburst Galaxy on the left and CData Virtuality on the right.The direct prompt
Starburst Galaxy first, CData Virtuality not the choice
2 of 14 modelsCData Virtuality was named in the answer but not as the choice, or not at all.CData Virtuality first, Starburst Galaxy not the choice
1 of 14 modelsStarburst Galaxy was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Starburst Galaxy17%#1 of 12CData Virtuality8%#5 of 12Starburst Galaxy13%#3 of 10CData Virtuality4%#6 of 10Starburst Galaxy2%#5 of 8CData Virtuality2%#– of 8What the models said about Starburst Galaxy
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.