Zero of fourteen models named Trino first on the direct prompt; one named Dremio. Trino was named by ten of the fourteen models and Dremio by twelve and Trino carries 18 labels and Dremio 35, so the shares are not directly comparable.
Named in two categories 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.
Across every category in the October 2026 Edition, Trino and Dremio were named in the same answer twenty-six times, of the 54 answers naming Trino and the 94 naming Dremio. In those answers Dremio took the first choice two times and Trino eight.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Trino/Starburst-style solutions can work well, but they may be the wrong choice if your use case needs heavy governance, complex business semantics” GPT-5.4 mini · negative prompt · soft negative
“called out as open-source platforms with no certifications, which makes them risky in regulated environments” Perplexity Sonar · negative prompt · soft negative
“Be cautious if you lack the team to own connectors, upgrades, security, and query tuning.” GPT-6 Luna · negative prompt · soft negative
“Start with Trino if you have technical resources - it's the most widely adopted open-source option” Kimi K2 · budget prompt · first choice
“Trino is the best data virtualization platform for a company with a limited budget” MiniMax M2.5 · budget prompt · first choice
“Trino if you have technical talent and want to avoid licensing costs entirely” GLM 4.7 FlashX · budget prompt · first choice
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.