Hevo Data vs dbt
Three of fourteen models named Hevo Data first on the direct prompt; zero named dbt. Hevo Data was named by eleven of the fourteen models and dbt by twelve and Hevo Data carries 29 labels and dbt 35, so the shares are not directly comparable.
Named in three categories this edition.
Named in five categories 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 ETL and ELT page.
By framing
Hevo DataFirst choices, of fourteen modelsdbt
Across every category in the October 2026 Edition, Hevo Data and dbt were named in the same answer twenty-six times, of the 99 answers naming Hevo Data and the 100 naming dbt. In those answers dbt took the first choice zero times and Hevo Data five.
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 | | | |
Hevo Data dbt first choice named as an alternative argued againstblank: not namedEach cell is one answer, Hevo Data on the left and dbt on the right.The direct prompt
Hevo Data first, dbt not the choice
3 of 14 modelsdbt 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
Hevo Data19%#2 of 11dbt0%#8 of 11Hevo Data0%#13 of 15dbt0%#8 of 15What the models said about Hevo Data
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 Hevo Data if you want a "set it and forget it" experience with clear, low monthly pricing (~$239/mo) and minimal maintenance.” Qwen 3.7 Flash · budget prompt · first choice
“The best ETL tool for a company with a limited budget is Hevo Data, which offers usage-based pricing from $239/month” Llama 4 Maverick · budget prompt · first choice
“For most mid-market B2B companies, Hevo Data strikes the best balance of cost, ease of use, and capability.” DeepSeek V4 Flash · direct prompt · first choice
What the models said about dbt
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“dbt is usually a complement, not a full ETL replacement” GPT-6 Luna · comparative prompt · soft negative
“use modern ELT orchestrators like dbt (Data Build Tool) coupled with lightweight extractors” Gemini 3.5 Flash · negative prompt · first choice
“ELT / transformations: dbt” GPT-5.4 mini · paraphrase prompt · first choice
“Better Alternative: For most teams, a SQL-based transformation tool like dbt or a visual low-code tool is faster and cheaper to maintain.” Qwen 3.7 Flash · negative 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.