Zero of fourteen models named Apache Airflow first on the direct prompt; one named n8n. Apache Airflow was named by fourteen of the fourteen models and n8n by eleven and Apache Airflow carries 65 labels and n8n 28, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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 workflow orchestration page.
Across every category in the October 2026 Edition, Apache Airflow and n8n were named in the same answer seventy-three times, of the 243 answers naming Apache Airflow and the 121 naming n8n. In those answers n8n took the first choice thirteen times and Apache Airflow five.
| 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. Six of eight in this category shown.
“The Budget Trap: Why Apache Airflow is often a bad choice” Gemini 3.5 Flash · budget prompt · hard negative
“Tool to avoid: Apache Airflow (for Real-Time Streaming)” Qwen 3.7 Flash · negative prompt · hard negative
“skip legacy Apache Airflow and adopt Prefect Cloud” Gemini 3.5 Flash · direct prompt · hard negative
“Need scheduled ETL / batch data pipelines and you have Python engineers to operate it → Apache Airflow self-hosted. Lowest license cost and largest community.” Muse Glimmer 30B · budget prompt · first choice
“Most established open-source tool, massive community, rich plugin ecosystem... Choose Airflow for mature, community-driven data orchestration.” Mistral Small · comparative prompt · first choice
“my default is Apache Airflow if you have engineers and mean data pipelines; n8n if you mean automating business apps and APIs.” GPT-6 Luna · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Free self-hosted, good for custom workflows, requires DevOps to manage.” GLM 4.7 FlashX · scale prompt · soft negative
“n8n for a client-facing product unless the license fits your exact use.” GPT-6 Luna · negative prompt · soft negative
“Limited for complex/ high-volume enterprise. | If not data-heavy.” Grok 4.1 Fast · scale prompt · soft negative
“If you have one developer willing to install software on a cheap Linux server ($5/month VPS), go with n8n. It provides the most flexibility and power for the lowest cost” Qwen 3.7 Flash · budget prompt · first choice
“the cheapest to run today is usually n8n Community on a small VPS” Muse Glimmer 30B · budget prompt · first choice
“Winner: n8n (Self-Hosted) ... can be self-hosted for free” Gemini 3.5 Flash · budget prompt · first choice
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.