Census vs Airbyte
Two of fourteen models named Census first on the direct prompt; zero named Airbyte. Census was named by fourteen of the fourteen models and Airbyte by thirteen and Census carries 80 labels and Airbyte 32, so the shares are not directly comparable.
By Fivetran, United States. Named in five 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 Data warehouse and reverse ETL for marketing page.
By framing
CensusFirst choices, of fourteen modelsAirbyte
Across every category in the October 2026 Edition, Census and Airbyte were named in the same answer seventy-four times, of the 250 answers naming Census and the 100 naming Airbyte. In those answers Airbyte took the first choice one time and Census sixteen.
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 | | | | | |
Census Airbyte first choice named as an alternative argued againstblank: not namedEach cell is one answer, Census on the left and Airbyte on the right.The direct prompt
Census first, Airbyte an alternative
2 of 14 modelsAirbyte was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
10 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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
What the models said about Census
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Don't rush into dedicated reverse ETL tools (especially Census post-acquisition)... this is the one I'd flag most strongly as "be cautious."” DeepSeek V4 Flash · negative prompt · hard negative
“Census assumes your data is already clean and modeled... You need a data engineering team or analytics engineer managing warehouse hygiene before Census delivers value.” Claude Haiku 4.5 · negative prompt · soft negative
“Pricing model shift: Moved from flat-fee to consumption-based Monthly Active Rows (MAR), making costs harder to predict” MiniMax M2.5 · negative prompt · soft negative
“compare Hightouch with Fivetran Activations (the current Fivetran product incorporating Census reverse-ETL capabilities)” GPT-6 Luna · scale prompt · first choice
“Both industry-leading Reverse ETL platforms offer a permanent free tier of 1 active destination with unlimited syncs/runs.” Gemini 3.5 Flash · budget prompt · first choice
“BigQuery + Fivetran + dbt + Census + Looker Studio is the strongest, most cost-effective combination” DeepSeek V4 Flash · direct prompt · first choice
What the models said about Airbyte
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Airbyte if you want an out-of-the-box marketing analytics experience; it is also called out as needing dbt skills” Perplexity Sonar · negative prompt · soft negative
“Consider Airbyte, but evaluate the maintenance burden and connector behavior for your specific sources” GPT-6 Luna · direct prompt · soft negative
“Airbyte is free for core features and has a growing library of connectors, making it ideal for budget-conscious teams.” Mistral Small · budget prompt · first choice
“Airbyte (bonus for ETL intake): Free open-source for pulling marketing data *into* the warehouse first.” Grok 4.1 Fast · budget prompt · alternative
“If you have engineering resources: Airbyte (free, self-hosted) + open-source warehouse like PostgreSQL” Claude Haiku 4.5 · 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.