Starburst Galaxy vs CData Virtuality
One of fourteen models named Starburst Galaxy first on the direct prompt; two named CData Virtuality. Starburst Galaxy was named by nine of the fourteen models and CData Virtuality by seven and Starburst Galaxy carries 14 labels and CData Virtuality 12, 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 November 2026 Edition, Starburst Galaxy and CData Virtuality were named in the same answer eight times, of the 62 answers naming Starburst Galaxy and the 30 naming CData Virtuality. In those answers CData Virtuality took the first choice one time and Starburst Galaxy zero.
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 4.20 | | |||||
| 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
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.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
6 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 Galaxy25%#1 of 14CData Virtuality4%#7 of 14Starburst Galaxy15%#3 of 10CData Virtuality4%#6 of 10Starburst Galaxy2%#– of 9CData Virtuality0%#– of 9What the models said about Starburst Galaxy
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Starburst Galaxy at 2% first-choice share with 36% negative rate, 11 labels, “criticized challenger”” Muse Glimmer 30B · negative prompt · soft negative
“Appears to be a leading choice with approximately 17% first-choice selection rate among AI models for small B2B companies with budget considerations” MiniMax M2.5 · budget prompt · first choice
“Starburst Galaxy’s free plan is an excellent starting point—no infrastructure to manage” GLM 4.7 FlashX · budget prompt · first choice
“I recommend starting with CData Virtuality or Starburst Galaxy” Kimi K2 · direct 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. Five of six in this category shown.
“CData Virtuality or driver-centric products for complex governance... verify row- and column-level security, lineage, policy enforcement” Perplexity Sonar · negative prompt · soft negative
“falls short in key areas that make the difference to your business finding, accessing and utilizing the data it needs” Muse Glimmer 30B · negative prompt · soft negative
“For most mid-market B2B companies, I recommend starting with CData Virtuality or Starburst Galaxy” Kimi K2 · direct prompt · first choice
“My default pick for a mid-market B2B company is CData Virtuality” GPT-6 Luna · direct prompt · first choice
“Logical Data Virtualization Leaders: Denodo, CData Virtuality.” Gemini 3.5 Flash · negative prompt · first choice
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.