Zero of fourteen models named Airbyte first on the direct prompt; seven named Fivetran. Both were named by all fourteen models and Airbyte carries 75 labels and Fivetran 66, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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.
Across every category in the November 2026 Edition, Airbyte and Fivetran were named in the same answer 163 times, of the 189 answers naming Airbyte and the 204 naming Fivetran. In those answers Fivetran took the first choice forty times and Airbyte twenty-seven.
| 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 |
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.
“infrastructure, upgrades, monitoring, connector fixes, and incident response create substantial engineering costs” Perplexity Sonar · negative prompt · soft negative
“Self-Hosted Airbyte/OSS ... this path is often discouraged for startups and mid-market companies” Qwen 3.7 Flash · negative prompt · soft negative
“These can be good products, but usage-based billing may rise sharply with data volume” Perplexity Sonar · negative prompt · soft negative
“Most mid-market teams land on a combination like Fivetran or Airbyte (ingestion) + dbt (transformation) + an orchestrator (Airflow/Dagster)” DeepSeek V4 Flash · scale prompt · first choice
“Go with Airbyte Cloud + dbt Cloud + BigQuery/Snowflake if you want the best balance of cost efficiency, scalability, and flexibility.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Best default on a tight budget: Airbyte Core, if your team can host and maintain it. It's free and open source, with 600+ connectors” GPT-6 Luna · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid per-row pricing models - tools like Fivetran can have costs multiply by 5x in a single quarter” MiniMax M2.5 · budget prompt · hard negative
“Tools like Fivetran are industry standards for simplicity, but their consumption-based pricing models scale based on active rows synced” Gemini 3.5 Flash · negative prompt · soft negative
“Many mid-sized companies outgrow Fivetran when their Monthly Active Row (MAR) costs scale faster than their revenue.” Kimi K2 · paraphrase prompt · soft negative
“Most mid-market teams land on a combination like Fivetran or Airbyte (ingestion) + dbt (transformation) + an orchestrator (Airflow/Dagster)” DeepSeek V4 Flash · scale prompt · first choice
“Choose Fivetran + dbt if you want a modern, low-maintenance ELT stack for a cloud warehouse with minimal engineering overhead.” Gemini 3.5 Flash · comparative prompt · first choice
“Go with Fivetran + dbt + Snowflake if you want to minimize engineering oversight and get up and running within days” Gemini 3.5 Flash · 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.