Four of fourteen models named Prefect first on the direct prompt; one named n8n. Prefect was named by fourteen of the fourteen models and n8n by thirteen and Prefect carries 58 labels and n8n 32, so the shares are not directly comparable.
Named in three categories 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 workflow orchestration page.
Across every category in the November 2026 Edition, Prefect and n8n were named in the same answer fifty-five times, of the 175 answers naming Prefect and the 123 naming n8n. In those answers n8n took the first choice nine times and Prefect eight.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“Prefect's concurrency controls are less granular than Airflow's pool system” Claude Haiku 4.5 · negative prompt · soft negative
“Prefect if you want the easiest learning curve and don't have dedicated platform engineers - the free tier is genuinely usable for small teams” MiniMax M2.5 · budget prompt · first choice
“The recommended data pipeline orchestrator for a mid-sized B2B company is Prefect, as it is the most popular choice among the top results.” Llama 4 Maverick · paraphrase prompt · first choice
“Prefect if you want a simpler developer experience and can keep costs low with a small deployment” GPT-5.4 mini · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Self-hosting avoids some vendor costs but transfers responsibility for security patches, backups, upgrades, availability, and monitoring to your team” Perplexity Sonar · negative prompt · soft negative
“For most budget-conscious companies with some technical capability, n8n offers the best balance of features, flexibility, and cost.” GLM 4.7 FlashX · budget prompt · first choice
“For most small teams, n8n (open-source, self-hosted) or Zapier (no-code, free tier) are the best starting points” Mistral Small · budget prompt · first choice
“For a company with a limited budget, n8n (self-hosted) is almost always the best choice.” DeepSeek V4 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.