Workflow orchestration · October 2026 Edition
Dagster vs Workato
Zero of fourteen models named Dagster first on the direct prompt; three named Workato. Dagster was named by fourteen of the fourteen models and Workato by eleven and Dagster carries 50 labels and Workato 18, so the shares are not directly comparable.
Named in three categories this edition.
Named in four categories this edition.
First-choice share14%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%33%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 14; printed, not drawn.
Labels5018A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Dagster reading right to left. Rank and label count are printed, not drawn.Make was named alongside these two in nine of the fourteen direct answers. Prefect vs Dagster · Prefect vs Workato · Apache Airflow vs Dagster
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
DagsterFirst choices, of fourteen modelsWorkato
Direct033 against Workato
Paraphrase601 against Dagster
Comparative10
Budget-constrained00
Scale-constrained201 against Workato
Negative103 against Dagster · 2 against Workato
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Dagster and Workato stood in it.
| 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 | | | |
Dagster Workato first choice named as an alternative argued againstblank: not namedEach cell is one answer, Dagster on the left and Workato on the right.The direct prompt
The plain question, one answer per model, grouped by where Dagster and Workato stood in it.
Workato first, Dagster not the choice
3 of 14 modelsDagster was named in the answer but not as the choice, or not at all.Perplexity SonarWorkato alternatives: HubSpot workflows, Make, SnapLogic, Zapier, n8n
GPT-6 LunaWorkato alternatives: Make, Prefect, Temporal, n8n
Muse Glimmer 30BWorkato alternatives: Make, Microsoft Power Automate, ServiceNow Workflow, Zapier
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniPrefect alternatives: Apache Airflow, Dagster, Temporal
Gemini 3.5 FlashMake, Prefect alternatives: Astronomer Astro, Dagster, Workato, n8n
Kimi K2Make alternatives: Tray.io, Workato, n8n
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Make, Zapier alternatives: Prefect, n8n
Grok 4.1 FastMake, Zapier alternatives: Apache Airflow, Microsoft Power Automate, Prefect, Tray.io, n8n
Mistral SmallHubSpot Marketing Hub alternatives: Kissflow, Microsoft Power Automate, Revo, Tray.io
DeepSeek V4 Flashn8n alternatives: Microsoft Power Automate, Zapier
Llama 4 MaverickKissflow alternatives: HubSpot Marketing Hub, Microsoft Power Automate
Qwen 3.7 FlashMake alternatives: Kissflow, Microsoft Power Automate, Native HubSpot Workflows, Nintex
GLM 4.7 FlashXMake alternatives: Zapier, n8n
MiniMax M2.5Microsoft Power Automate, Tray.io alternatives: Zapier
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
Enterprise
What the models said about Dagster
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Less ideal for general mid-sized unless data quality is your top pain—smaller community/ecosystem” Grok 4.1 Fast · paraphrase 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
“For most mid-sized B2B companies building a modern data stack today, Dagster is the strongest recommendation.” Gemini 3.5 Flash · paraphrase prompt · first choice
“I'd choose Dagster for a mid-sized B2B company because it balances flexibility, modern orchestration” Perplexity Sonar · paraphrase prompt · first choice
“or Dagster if you have solid engineering capacity and want a modern platform that scales well” Claude Haiku 4.5 · paraphrase prompt · first choice
What the models said about Workato
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Workato specifically gets complaints about overwhelming complexity/pricing, steep onboarding, data limits” Grok 4.1 Fast · negative prompt · soft negative
“typically starts around $15,000+/year, which can be overkill for many mid-market budgets” DeepSeek V4 Flash · direct prompt · soft negative
“Considerations: Higher cost, requires dedicated integration engineers” GLM 4.7 FlashX · direct prompt · soft negative
“I'd put Workato on the shortlist first for a mid-market B2B company that needs reliable integrations plus governance” GPT-6 Luna · direct prompt · first choice
“Choose Workato when you need governed, auditable orchestration across CRM, marketing automation, RevOps and ERP” Muse Glimmer 30B · direct prompt · first choice
“the strongest default choice is usually Workato” Perplexity Sonar · direct prompt · first choice
Also compared
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.