Apache Airflow vs Make
Zero of fourteen models named Apache Airflow first on the direct prompt; six named Make. Apache Airflow was named by fourteen of the fourteen models and Make by twelve and Apache Airflow carries 65 labels and Make 27, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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
Apache AirflowFirst choices, of fourteen modelsMake
Across every category in the October 2026 Edition, Apache Airflow and Make were named in the same answer sixty-four times, of the 243 answers naming Apache Airflow and the 118 naming Make. In those answers Make took the first choice nineteen times and Apache Airflow two.
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 4.1 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 | | | | | |
Apache Airflow Make first choice named as an alternative argued againstblank: not namedEach cell is one answer, Apache Airflow on the left and Make on the right.The direct prompt
Make first, Apache Airflow an alternative
6 of 14 modelsApache Airflow was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 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
Make24%#1 of 12Apache Airflow5%#6 of 12Apache Airflow17%#2 of 14Make12%#5 of 14Apache Airflow26%#1 of 16Make0%#– of 16What the models said about Apache Airflow
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“The Budget Trap: Why Apache Airflow is often a bad choice” Gemini 3.5 Flash · budget prompt · hard negative
“Tool to avoid: Apache Airflow (for Real-Time Streaming)” Qwen 3.7 Flash · negative prompt · hard negative
“skip legacy Apache Airflow and adopt Prefect Cloud” Gemini 3.5 Flash · direct prompt · hard negative
“Need scheduled ETL / batch data pipelines and you have Python engineers to operate it → Apache Airflow self-hosted. Lowest license cost and largest community.” Muse Glimmer 30B · budget prompt · first choice
“Most established open-source tool, massive community, rich plugin ecosystem... Choose Airflow for mature, community-driven data orchestration.” Mistral Small · comparative prompt · first choice
“my default is Apache Airflow if you have engineers and mean data pipelines; n8n if you mean automating business apps and APIs.” GPT-6 Luna · budget 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 six in this category shown.
“Avoid No-Code (Zapier/Make) for data infrastructure, ETL, and backend logic.” Gemini 3.5 Flash · negative prompt · hard negative
“If your budget is bleeding from expensive tools like Zapier or Make” Gemini 3.5 Flash · budget prompt · hard negative
“Good visual builder at a budget price ($9/mo) — but workflows get messy at scale.” DeepSeek V4 Flash · direct prompt · soft negative
“Make is usually the best overall choice if you want a low-cost, user-friendly automation platform with a generous free tier” Perplexity Sonar · budget prompt · first choice
“Make typically offers the best balance of features, pricing, and ease of use for mid-market B2B companies” GLM 4.7 FlashX · direct prompt · first choice
“Make.com is the most cost-effective and powerful engine for a mid-market B2B budget” Gemini 3.5 Flash · 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.