| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| ETL and ELT | Data platform | 4% | 5 of 66 | 21% | 29 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 2 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 3 | 1 | 4 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 4 | 1 | 5 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 0 | 3 |
| Kimi K2 | 0 | 0 | 0 | 2 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“If you want a paid, easy-managed tool: Start with Stitch. The $100/mo flat fee for 5M rows is the most "budget-friendly" way” Qwen 3.7 Flash · ETL · budget prompt · first choice
“Fivetran / Stitch: Highly reliable, virtually zero maintenance” Gemini 3.5 Flash · ETL · scale prompt · first choice
“Other affordable options include Stitch, Airbyte + dbt Core, Altova MapForce, and Integrate.io.” Llama 4 Maverick · ETL · budget prompt · alternative
“good for simpler ingestion needs and smaller teams, with entry pricing around $100/month” Perplexity Sonar · ETL · budget prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Stitch — Simple but Stagnant ... it will become a bottleneck as your data needs grow” DeepSeek V4 Flash · ETL · paraphrase prompt · soft negative
“Why to be cautious: These platforms charge based on Monthly Active Rows (MAR)” Gemini 3.5 Flash · ETL · negative prompt · soft negative
“Middle ground, but less connector depth and higher per\u2011connector costs.” GLM 4.7 FlashX · ETL · paraphrase prompt · soft negative
“vs. Stitch: Fivetran has significantly more connectors and better support” Kimi K2 · ETL · paraphrase prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 65 of the 87 answers that named Stitch and are not a share of its labels.
303 of the 303 domain citations in answers naming Stitch came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Stitch's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Stitch, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at stitch.cx is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.