One of fourteen models named Dagster first on the direct prompt; two named Zapier. Dagster was named by fourteen of the fourteen models and Zapier by twelve and Dagster carries 50 labels and Zapier 31, so the shares are not directly comparable.
Named in three categories this edition.
Named in seven 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, Dagster and Zapier were named in the same answer forty-two times, of the 153 answers naming Dagster and the 201 naming Zapier. In those answers Zapier took the first choice four times and Dagster four.
| 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. Six of seven in this category shown.
“Avoid or be cautious with Zapier, Make, and Workato for anything beyond simple automation due to cost and scalability issues.” Mistral Small · negative prompt · hard negative
“Zapier - It is consistently the most expensive per-task option unless you specifically need its massive 8,000+ app library.” Llama 4 Maverick · negative prompt · soft negative
“per-task pricing, limited durability, debugging constraints, and connector dependence can become problematic at scale” Perplexity Sonar · negative prompt · soft negative
“n8n (open-source, self-hosted) or Zapier (no-code, free tier) are the best starting points for workflow orchestration on a limited budget” Mistral Small · budget prompt · first choice
“I'd recommend starting with Zapier or Microsoft Power Automate” Kimi K2 · direct prompt · first choice
“Zapier (Best Overall for Most Mid-Market B2B Teams)” Grok 4.20 · direct 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.