Dagster vs Make
One of fourteen models named Dagster first on the direct prompt; two named Make. Dagster was named by fourteen of the fourteen models and Make by twelve and Dagster carries 50 labels and Make 29, 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.
By framing
DagsterFirst choices, of fourteen modelsMake
Across every category in the November 2026 Edition, Dagster and Make were named in the same answer thirty-eight times, of the 153 answers naming Dagster and the 155 naming Make. In those answers Make took the first choice five times and Dagster four.
Every model, every framing
| 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 | | | | |
Dagster Make first choice named as an alternative argued againstblank: not namedEach cell is one answer, Dagster on the left and Make on the right.The direct prompt
Dagster first, Make an alternative
1 of 14 modelsMake was named in the answer but not as the choice, or not at all.Make first, Dagster not the choice
2 of 14 modelsDagster was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Dagster15%#2 of 16Make9%#5 of 16What the models said about Dagster
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
What the models said about Make
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“It's best avoided for complex or high-volume workflows.” Mistral Small · negative prompt · hard negative
“Zapier, Make, or similar automation tools for high-volume, mission-critical processes” Perplexity Sonar · negative prompt · soft negative
“be cautious for complex, high-scale, or mission-critical orchestration” Grok 4.20 · negative prompt · soft negative
“The Best Overall (Visual & Complex Logic): Make (formerly Integromat) ... Make is currently the strongest contender.” Qwen 3.7 Flash · direct prompt · first choice
“the top recommendation for most mid‑market B2B organizations is: Make (formerly Integromat)” GLM 4.7 FlashX · direct prompt · first choice
“Make is generally considered the best balance between power and cost for most businesses.” Qwen 3.7 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.