One of fourteen models named Dagster first on the direct prompt; two named Temporal. Both were named by all fourteen models and Dagster carries 50 labels and Temporal 42, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 Temporal were named in the same answer seventy-four times, of the 153 answers naming Dagster and the 115 naming Temporal. In those answers Temporal took the first choice seven 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 eight in this category shown.
“Avoid: Proprietary paid tools like Temporal Cloud or heavy enterprise suites until you have budget for them.” Kimi K2 · budget prompt · hard negative
“Temporal - It is not recommended unless you're building a complex, long-running distributed system and have a dedicated DevOps/infrastructure team.” Llama 4 Maverick · negative prompt · soft negative
“Emerging/niche tools (e.g., Kestra, Temporal): Generally positive, but watch for immaturity” Grok 4.20 · negative prompt · soft negative
“Winner: Temporal ... is the industry standard for developer-centric durable execution.” Gemini 3.5 Flash · direct prompt · first choice
“the best default choice is usually Temporal” GPT-5.4 mini · direct prompt · first choice
“Best for reliable, durable execution of complex business logic or microservices... has a steeper learning curve.” Grok 4.20 · scale prompt · alternative
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.