Zero of fourteen models named Airbyte first on the direct prompt; one named Hevo Data. Airbyte was named by fourteen of the fourteen models and Hevo Data by thirteen and Airbyte carries 75 labels and Hevo Data 31, 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 ETL and ELT page.
Across every category in the November 2026 Edition, Airbyte and Hevo Data were named in the same answer eighty-eight times, of the 189 answers naming Airbyte and the 101 naming Hevo Data. In those answers Hevo Data took the first choice twenty-one times and Airbyte thirty-three.
| 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.
“Examples commonly cited with volume-driven pricing are Fivetran, Hevo Data and similar managed connectors.” Muse Glimmer 30B · negative prompt · soft negative
“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
“These can be good products, but usage-based billing may rise sharply with data volume” Perplexity Sonar · negative prompt · soft negative
“Hevo Data: A no-code, all-in-one platform with flat pricing from $239/month, real-time visibility into every sync, and 24×7 support.” Llama 4 Maverick · budget prompt · first choice
“Hevo Data is the best default choice” Perplexity Sonar · direct prompt · first choice
“If you prefer a fully managed, no-code solution with predictable pricing, Hevo Data or Skyvia are excellent options.” Mistral Small · budget 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.