Two 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 eleven and Prefect carries 55 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, Prefect and n8n were named in the same answer fifty-seven times, of the 158 answers naming Prefect and the 121 naming n8n. In those answers n8n took the first choice nine times and Prefect twelve.
| 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 seven in this category shown.
“Better UX than Airflow, but sparse documentation/StackOverflow support makes troubleshooting hard.” Grok 4.1 Fast · negative prompt · soft negative
“excellent alternatives to Airflow. However ... they carry a distinct business risk” Gemini 3.5 Flash · negative prompt · soft negative
“Prefect/Dagster | Long-running business processes with complex state” Kimi K2 · negative prompt · soft negative
“the best default choice is usually Prefect if you want a modern, Python-friendly orchestration tool with a relatively fast time to value” GPT-5.4 mini · direct prompt · first choice
“Prefect | Python devs, dynamic flows | Easy UI, auto-retries, hybrid deploy. ... | Excellent starter.” Grok 4.1 Fast · scale prompt · first choice
“Start with Prefect. It typically offers the fastest return on investment for mid-sized teams” Qwen 3.7 Flash · paraphrase 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.