Airbyte vs Stitch
Two of fourteen models named Airbyte first on the direct prompt; one named Stitch. Airbyte was named by fourteen of the fourteen models and Stitch by eleven and Airbyte carries 63 labels and Stitch 30, so the shares are not directly comparable.
Named in one category 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.
By framing
AirbyteFirst choices, of fourteen modelsStitch
Across every category in the October 2026 Edition, Airbyte and Stitch were named in the same answer seventy-five times, of the 168 answers naming Airbyte and the 94 naming Stitch. In those answers Stitch took the first choice seven times and Airbyte twenty-four.
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 | | | | |
Airbyte Stitch first choice named as an alternative argued againstblank: not namedEach cell is one answer, Airbyte on the left and Stitch on the right.The direct prompt
Airbyte first, Stitch not the choice
2 of 14 modelsStitch was named in the answer but not as the choice, or not at all.Stitch first, Airbyte an alternative
1 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
9 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
Airbyte36%#1 of 11Stitch9%#5 of 11Airbyte28%#2 of 18Stitch4%#4 of 18Airbyte0%#11 of 15Stitch0%#15 of 15What the models said about Airbyte
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven 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
“citing frequent job failures, slow sync times, regular timeouts, missing records” Claude Haiku 4.5 · negative prompt · soft negative
“Unreliable connectors – Community-built connectors are frequently buggy” DeepSeek V4 Flash · negative prompt · soft negative
“Airbyte – Best Overall Value ... For most mid-sized B2B companies, I recommend: Airbyte (or Fivetran if budget allows) + dbt + Snowflake/BigQuery” Kimi K2 · paraphrase prompt · first choice
“Cost/predictability option: Airbyte. ... Choose Airbyte + Snowflake/BigQuery + dbt if you want open-source flexibility” Muse Glimmer 30B · paraphrase prompt · first choice
“If you have a software developer on staff, self-host the open-source version of [Airbyte](https://airbyte.com)” Gemini 3.5 Flash · budget prompt · first choice
What the models said about Stitch
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Stitch has limited customer support with community forums as the primary troubleshooting resource, pricing that doesn't scale well at large data volumes” Claude Haiku 4.5 · negative prompt · soft negative
“provides straightforward data replication but lacks Fivetran's deeper customization and robust enterprise security features” Gemini 3.5 Flash · comparative prompt · soft negative
“Only ~130 connectors, less reliable at scale... Better for small startups than mid-market.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“or Stitch if you need the lowest entry price for simpler ingestion needs” Perplexity Sonar · budget prompt · first choice
“Start with Hevo Data or Stitch Data for mid-market B2B companies” GLM 4.7 FlashX · direct prompt · first choice
“Stitch is a solid choice for businesses that need a simple, reliable data pipeline solution without complexity” Claude Haiku 4.5 · paraphrase 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.