Integrate.io vs dbt
Six of fourteen models named Integrate.io first on the direct prompt; zero named dbt. Integrate.io was named by ten of the fourteen models and dbt by thirteen and Integrate.io carries 19 labels and dbt 42, so the shares are not directly comparable.
Named in two categories this edition.
Named in six 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
Integrate.ioFirst choices, of fourteen modelsdbt
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 | | | |
Integrate.io dbt first choice named as an alternative argued againstblank: not namedEach cell is one answer, Integrate.io on the left and dbt on the right.The direct prompt
Integrate.io first, dbt an alternative
6 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
3 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
Integrate.io13%#3 of 19dbt4%#4 of 19Integrate.io20%#2 of 14dbt6%#4 of 14What the models said about Integrate.io
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Hevo or Integrate.io are solid all-in-ones but can get expensive or less flexible for transformations.” Grok 4.20 · paraphrase prompt · soft negative
“The best ETL tool for a mid-market B2B company is Integrate.io, Fivetran, or Kleene.ai.” Llama 4 Maverick · direct prompt · first choice
“Integrate.io is the most cited flat-price mid-market option, starting ~$1,999/month” Muse Glimmer 30B · direct prompt · first choice
“If you want a single, low-code, cost-predictable platform, choose Integrate.io.” Mistral Small · paraphrase 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. Five of five in this category shown.
“dbt's recent model-based pricing controversies, which have drawn significant criticism” DeepSeek V4 Flash · negative prompt · soft negative
“Not a general-purpose extraction and loading tool.” GPT-6 Luna · comparative prompt · soft negative
“recommend Cloud-Native ELT tools (like Fivetran, Airbyte, or dbt)” GLM 4.7 FlashX · negative prompt · first choice
“Choose Fivetran + dbt if you want a modern, low-maintenance ELT stack” Gemini 3.5 Flash · comparative prompt · first choice
“Transform: Use dbt to build tested, documented SQL models” GPT-6 Luna · paraphrase 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.