Workflow orchestration · October 2026 Edition
Kestra vs Zapier
Zero of fourteen models named Kestra first on the direct prompt; two named Zapier. Kestra was named by eight of the fourteen models and Zapier by eleven and Kestra carries 19 labels and Zapier 32, so the shares are not directly comparable.
Named in four categories this edition.
Named in nine categories this edition.
First-choice share3%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%50%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 14; printed, not drawn.
Labels1932A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Kestra 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 Kestra · Prefect vs Zapier · Apache Airflow vs Kestra
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.
KestraFirst choices, of fourteen modelsZapier
Direct023 against Zapier
Paraphrase00
Comparative00
Budget-constrained204 against Zapier
Scale-constrained003 against Zapier
Negative002 against Kestra · 6 against Zapier
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 Kestra and Zapier 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 | | |
Kestra Zapier first choice named as an alternative argued againstblank: not namedEach cell is one answer, Kestra on the left and Zapier on the right.The direct prompt
The plain question, one answer per model, grouped by where Kestra and Zapier stood in it.
Zapier first, Kestra not the choice
2 of 14 modelsKestra was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Make, Zapier alternatives: Prefect, n8n
Grok 4.1 FastMake, Zapier alternatives: Apache Airflow, Microsoft Power Automate, Prefect, Tray.io, n8n
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarWorkato alternatives: HubSpot workflows, Make, SnapLogic, Zapier, n8n
DeepSeek V4 Flashn8n alternatives: Microsoft Power Automate, Zapier
GLM 4.7 FlashXMake alternatives: Zapier, n8n
MiniMax M2.5Microsoft Power Automate, Tray.io alternatives: Zapier
Muse Glimmer 30BWorkato alternatives: Make, Microsoft Power Automate, ServiceNow Workflow, Zapier
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniPrefect alternatives: Apache Airflow, Dagster, Temporal
Gemini 3.5 FlashMake, Prefect alternatives: Astronomer Astro, Dagster, Workato, n8n
Mistral SmallHubSpot Marketing Hub alternatives: Kissflow, Microsoft Power Automate, Revo, Tray.io
Llama 4 MaverickKissflow alternatives: HubSpot Marketing Hub, Microsoft Power Automate
Qwen 3.7 FlashMake alternatives: Kissflow, Microsoft Power Automate, Native HubSpot Workflows, Nintex
Kimi K2Make alternatives: Tray.io, Workato, n8n
GPT-6 LunaWorkato alternatives: Make, Prefect, Temporal, n8n
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
Level: the same share of first choices.
Kestra3%#7 of 14Zapier3%#8 of 14Enterprise
Level: the same share of first choices.
Kestra0%#13 of 16Zapier0%#16 of 16What the models said about Kestra
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Kestra | Need mature ecosystem, extensive peer validation ... "younger ecosystem"” Kimi K2 · negative prompt · soft negative
“excellent alternatives to Airflow. However ... they carry a distinct business risk” Gemini 3.5 Flash · negative prompt · soft negative
“Start with Prefect or Kestra for most teams - they offer the best balance of free licensing, modern features, and reasonable complexity.” GLM 4.7 FlashX · budget prompt · first choice
“n8n or Kestra offer the best balance of capability, ease of use, and zero licensing costs” Kimi K2 · budget prompt · first choice
“Kestra defines workflows in YAML rather than Python, making pipelines easier to version-control” Claude Haiku 4.5 · paraphrase prompt · alternative
What the models said about Zapier
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“If your budget is bleeding from expensive tools like Zapier or Make... self-hosting is your best friend.” Gemini 3.5 Flash · budget prompt · hard negative
“Avoid No-Code (Zapier/Make) for data infrastructure, ETL, and backend logic.” Gemini 3.5 Flash · negative prompt · hard negative
“For most mid-market B2B companies without deep technical resources, Zapier or Make are practical starting points.” Claude Haiku 4.5 · direct prompt · first choice
“Popular Mid-Market Pick: Make or Zapier—balance of power, ease, and price for B2B ops” Grok 4.1 Fast · direct prompt · first choice
“For no-code, app integrations, Zapier (with a free tier) or n8n (self-hosted free option) are excellent.” Mistral Small · budget prompt · alternative
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.