One of fourteen models named Dagster first on the direct prompt; one named n8n. Dagster was named by fourteen of the fourteen models and n8n by thirteen and Dagster carries 50 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.
| 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. Five of six in this category shown.
“Many current open core tools like Kestra and Dagster keep essential enterprise features ... locked behind their enterprise versions.” Muse Glimmer 30B · negative prompt · soft negative
“Dagster has a younger ecosystem with fewer integrations than Airflow” Claude Haiku 4.5 · negative prompt · soft negative
“Winner: Dagster (or Prefect) ... Dagster Cloud or Prefect Cloud are the top recommendations over traditional Apache Airflow.” Gemini 3.5 Flash · direct prompt · first choice
“Start with Dagster (specifically Dagster Plus/Apache Dagster) if you are building a greenfield stack today.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Prefect or Dagster strike a good balance between ease of use, scalability, and observability” Mistral Small · paraphrase 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.