Starburst Galaxy vs Dremio
Two of fourteen models named Starburst Galaxy first on the direct prompt; one named Dremio. Starburst Galaxy was named by nine of the fourteen models and Dremio by twelve and Starburst Galaxy carries 13 labels and Dremio 35, 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 modelsDremio
Across every category in the October 2026 Edition, Starburst Galaxy and Dremio were named in the same answer thirty-one times, of the 51 answers naming Starburst Galaxy and the 94 naming Dremio. In those answers Dremio took the first choice zero times and Starburst Galaxy ten.
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 Dremio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Starburst Galaxy on the left and Dremio on the right.The direct prompt
Starburst Galaxy first, Dremio an alternative
2 of 14 modelsDremio was named in the answer but not as the choice, or not at all.Dremio 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 12Dremio4%#7 of 12Starburst Galaxy13%#3 of 10Dremio9%#5 of 10Starburst Galaxy2%#5 of 8Dremio2%#3 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 Dremio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Choose Dremio if you're building a modern lakehouse with self-service analytics (with caution given recent SAP acquisition)” Kimi K2 · comparative prompt · soft negative
“Start with Starburst Enterprise or Dremio Cloud. Both give federated SQL with push-down execution, consumption-based pricing” Muse Glimmer 30B · paraphrase prompt · first choice
“Choose Dremio (Community or Cloud). It gives you the best balance of "free" and "enterprise-grade" features.” Gemini 3.5 Flash · budget prompt · first choice
“should look at AtScale or Dremio” Muse Glimmer 30B · direct 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.