# Astronomer Astro: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 15 judge labels across 2 categories by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/astronomer-astro

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 0% | 15 | 14% | 14 |
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 0% | 64 | 100% | 1 |

## What the models said for it

- "Managed Airflow (Astronomer, MWAA, Cloud Composer) - If you want to reduce operational overhead, consider a managed service" (GLM 4.7 FlashX, Orchestration)
- "Use a managed provider like Astronomer, Google Composer, or AWS MWAA to offload ops." (Grok 4.20, Orchestration)
- "Instead, use a managed provider like Astronomer or Google Cloud Composer." (Qwen 3.7 Flash, Orchestration)
- "use managed services like AWS MWAA, Astronomer, or GCP Cloud Composer" (Gemini 3.5 Flash, Orchestration)

## And against it

- "Astro, or Hugo. While excellent for documentation, treating them as an "Internal Developer Portal" is a mistake." (Qwen 3.7 Flash, Developer portals)
- "Managed/Cloud (Astronomer, Prefect Cloud, Dagster+) | $10–$100s/month" (Kimi K2, Orchestration)
- "Managed Airflow services can quickly become expensive for small budgets." (Gemini 3.5 Flash, Orchestration)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 2 | 1 | 5 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Astronomer Astro, from 29 of the 42 answers that named it (only the models that return a source list).

### Domains cited

- getorchestra.io: 18
- github.com: 14
- kestra.io: 12
- skyvia.com: 9
- bmc.com: 7
- linkedin.com: 7
- zapier.com: 7
- ones.com: 6
- airbyte.com: 5
- endgrate.com: 5

### Pages cited

- https://github.com/ismanf/just-system-design/blob/main/17-big-data/data-pipelines.md: 7
- https://skyvia.com/blog/best-data-orchestration-tools: 7
- https://zapier.com/blog/workflow-orchestration-tools: 7
- https://endgrate.com/blog/10-data-orchestration-tools-features-guide-2024: 5
- https://bmc.com/it-solutions/data-pipeline-orchestration.html: 4
- https://dzone.com/articles/airflow-vs-dagster-vs-prefect-which-scheduler-fits: 4
- https://guptadeepak.com/tools/top-6-workflow-orchestration-platforms-2026: 4
- https://kestra.io/resources/infrastructure/workflow-orchestration-tools: 4

## In its own words

What Astronomer Astro's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: a modern data orchestration platform powered by Apache Airflow® (https://www.astronomer.io/accelerate-astro)
- For: data teams (https://www.astronomer.io/accelerate-astro)
- Customers named: Custom Ink, Trellix, Collibra, Faire

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.