| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| ETL and ELT | Data platform | 15% | 3 of 66 | 8% | 24 | accepted challenger |
| API management | Developer platform | 0% | 34 of 55 | 0% | 1 | under 10 labels · led by Kong Gateway at 37% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 2 | 0 | 0 | 0 | 2 |
| Grok 4.1 Fast | 1 | 0 | 1 | 1 | 3 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 1 | 2 | 2 | 0 | 5 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 1 | 1 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“the best single ETL/ELT tool is Integrate.io if you want the best balance of low-code usability, predictable pricing, and broad mid-market fit” Perplexity Sonar · ETL · direct prompt · first choice
“Integrate.io | Mid-market teams needing balance of features, ease of use, and predictable costs | Fixed-fee, unlimited usage” Kimi K2 · ETL · scale prompt · first choice
“I'd recommend Integrate.io if you want one platform that covers ingestion, transformation, and reverse ETL” Perplexity Sonar · ETL · paraphrase prompt · first choice
“Choose Integrate.io for best cost predictability—fixed pricing shines for mid-market” Grok 4.1 Fast · ETL · direct prompt · first choice
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.
“Integrate.io — Predictable but Pricey ... the flat rate may overcharge you at lower volumes” DeepSeek V4 Flash · ETL · paraphrase prompt · soft negative
“Simpler no-code for smaller mid-sized, but less robust connectors.” Grok 4.1 Fast · 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 58 of the 63 answers that named Integrate.io and are not a share of its labels.
183 of the 238 domain citations in answers naming Integrate.io 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 Integrate.io'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 Integrate.io, 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 integrate.io 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.