Eight of fourteen models named Fivetran first on the direct prompt; zero named Meltano. Fivetran was named by fourteen of the fourteen models and Meltano by nine and Fivetran carries 61 labels and Meltano 13, so the shares are not directly comparable.
Named in four 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 ETL and ELT page.
| 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 eight in this category shown.
“"Airbyte & Fivetran are bad products." ... That view is not consensus, but it is representative of complaints about pricing models” Muse Glimmer 30B · negative prompt · soft negative
“Fivetran has high pricing for large row volumes using the MAR pricing model, and limited real-time support” Claude Haiku 4.5 · negative prompt · soft negative
“avoid the "billing roulette" of expensive enterprise tools like Fivetran or Informatica” Gemini 3.5 Flash · budget prompt · soft negative
“Managed, low-maintenance option: Fivetran. ... Choose Fivetran + Snowflake + dbt if you want minimal engineering overhead” Muse Glimmer 30B · paraphrase prompt · first choice
“1. Fivetran: Recommended for B2B SaaS firms heavily invested in Salesforce, HubSpot, NetSuite, and Snowflake.” Llama 4 Maverick · direct prompt · first choice
“The industry standard for zero-maintenance ELT... Choose Fivetran if you have a budget, a small data team” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Airbyte and Meltano are excellent choices for small businesses with some technical ability” Mistral Small · budget prompt · first choice
“Meltano or Airbyte's developer-centric SDKs allow your engineers to treat data pipelines like standard software code” Gemini 3.5 Flash · paraphrase prompt · alternative
“opt for open-source self-hosted alternatives like Airbyte or Meltano” Gemini 3.5 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.