Zero of fourteen models named Meltano first on the direct prompt; zero named Apache NiFi. Meltano was named by nine of the fourteen models and Apache NiFi by ten and Meltano carries 13 labels and Apache NiFi 15, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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 ETL and ELT page.
| 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 |
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. Three of four in this category shown.
“Airbyte and Meltano are excellent choices for small businesses with some technical ability” Mistral Small · budget prompt · first choice
“Meltano or Airbyte's developer-centric SDKs allow your engineers to treat data pipelines like standard software code” Gemini 3.5 Flash · paraphrase prompt · alternative
“opt for open-source self-hosted alternatives like Airbyte or Meltano” Gemini 3.5 Flash · negative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Apache NiFi/Airflow great but complex deployment” Grok 4.1 Fast · negative prompt · soft negative
“Can be complex to set up and maintain” GLM 4.7 FlashX · negative prompt · soft negative
“Talend Open Studio or Apache NiFi are often recommended as they offer good functionality without licensing costs” Claude Haiku 4.5 · budget prompt · first choice
“Excellent for automating data flow between systems. It is highly flexible and powerful but has a steeper learning curve” Qwen 3.7 Flash · budget prompt · alternative
“Real‑time/event‑driven pipelines | Apache NiFi (free) | Easy web UI, built‑in monitoring” MiniMax M2.5 · 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.