# Dagster: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 46 judge labels across 2 categories by 12 of 12 models. Page: https://it-ai-index.com/vendors/dagster/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Workflow orchestration | 18% | 2 | 5% | 39 |
| ETL and ELT | 0% | 17 | 0% | 7 |

## What the models said for it

- "Ideal for mid-sized B2B firms with strong analytics engineering teams that need to track data lineage and ensure high data quality" (Qwen 3.7 Flash, Orchestration)
- "Dagster (specifically paired with Dagster+ for managed hosting) is the strongest recommendation" (Gemini 3.5 Flash, Orchestration)
- "If you want a modern, asset-centric approach and better developer experience, choose Dagster." (Mistral Small, Orchestration)
- "If I had to pick one for a typical mid-sized B2B company, I'd choose Dagster" (Perplexity Sonar, Orchestration)

## And against it

- "Dagster OSS UI lacks auth. Good for assets-focused pipelines, but stick to Airflow if community size matters." (Grok 4.1 Fast, Orchestration)
- "it may be more than you need if your main goal is minimizing cost" (GPT-5.4 mini, Orchestration)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.