# Prefect: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 67 judge labels across 3 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/prefect

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Workflow orchestration](https://www.gane.ai/index/it/it-data/workflow-orchestration/index.md) | 25% | 1 | 2% | 58 |
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 19 | 0% | 8 |
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 100 | 0% | 1 |

## What the models said for it

- "Prefect if you want the easiest learning curve and don't have dedicated platform engineers - the free tier is genuinely usable for small teams" (MiniMax M2.5, Orchestration)
- "The recommended data pipeline orchestrator for a mid-sized B2B company is Prefect, as it is the most popular choice among the top results." (Llama 4 Maverick, Orchestration)
- "Prefect if you want a simpler developer experience and can keep costs low with a small deployment" (GPT-5.4 mini, Orchestration)
- "Dagster Cloud or Prefect Cloud are the top recommendations over traditional Apache Airflow." (Gemini 3.5 Flash, Orchestration)

## And against it

- "Prefect's concurrency controls are less granular than Airflow's pool system" (Claude Haiku 4.5, Orchestration)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 1 | 2 | 1 | 6 |
| GPT-5.4 mini | 1 | 3 | 1 | 0 | 5 |
| Gemini 3.5 Flash | 3 | 4 | 2 | 0 | 9 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.20 | 3 | 2 | 3 | 0 | 8 |
| Mistral Small | 3 | 0 | 1 | 0 | 4 |
| DeepSeek V4 Flash | 0 | 4 | 1 | 0 | 5 |
| Llama 4 Maverick | 2 | 1 | 1 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 4 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 5 | 0 | 0 | 5 |
| MiniMax M2.5 | 2 | 2 | 1 | 0 | 5 |
| GPT-6 Luna | 0 | 2 | 1 | 0 | 3 |
| Muse Glimmer 30B | 0 | 3 | 1 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Prefect, from 140 of the 175 answers that named it (only the models that return a source list).

### Domains cited

- getorchestra.io: 48
- zapier.com: 46
- github.com: 42
- kestra.io: 37
- skyvia.com: 32
- ones.com: 31
- prefect.io: 29 (its own site)
- gane.ai/index: 22
- thedigitalprojectmanager.com: 20
- linkedin.com: 18

### Pages cited

- https://zapier.com/blog/workflow-orchestration-tools: 40
- https://skyvia.com/blog/best-data-orchestration-tools: 22
- https://github.com/ismanf/just-system-design/blob/main/17-big-data/data-pipelines.md: 18
- https://cflowapps.com/best-workflow-orchestration-tools: 16
- https://pracdata.io/p/state-of-workflow-orchestration-ecosystem-2025: 16
- https://kestra.io/resources/infrastructure/workflow-orchestration-tools: 15
- https://thedigitalprojectmanager.com/tools/workflow-orchestration-tools: 15
- https://verifiedmarketresearch.com/blog/top-workflow-orchestration-tools: 13

## In its own words

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

- Positioning: Workflow orchestration for Data, ML, and Agents (https://prefect.io/)
- For: data, ML, and agents (https://prefect.io/)
- Price stated: 0 (https://prefect.io/)
- Starting price: 0 (https://prefect.io/)
- Free plan or trial: Start free (https://prefect.io/)
- Certifications: SOC 2 Type II, HIPAA, GDPR
- Hosting: Kubernetes, ECS, your own VPC, serverless, GCP us-east1, AWS us-east-1
- Customers named: Ramp, WHOOP, Barstool Sports, Cash App, Seven.One Entertainment, Snorkel AI, Flatiron Health, Clearcover

## What it publishes

Every page prefect.io exposes, read 2026-09-29: 1178 addresses. By kind, pages and the last 90 days:

- blog: 161 pages, 5 in the last 90 days, latest 2026-09-09
- case study: 6 pages, 0 in the last 90 days, latest 2026-04-23
- conference or event: 19 pages, 0 in the last 90 days, latest undated
- comparison: 8 pages, 1 in the last 90 days, latest 2026-07-22
- glossary or explainer: 3 pages, 0 in the last 90 days, latest 2026-06-10
- Recent: 2026-09-09 blog: Is your mcp server actually good https://www.prefect.io/blog/is-your-mcp-server-actually-good
- Recent: 2026-08-31 blog: Fastmcp 4 is ga https://www.prefect.io/blog/fastmcp-4-is-ga
- Recent: 2026-08-20 blog: Mcp auth explained https://www.prefect.io/blog/mcp-auth-explained
- Recent: 2026-07-22 comparison: Loops vs graphs https://www.prefect.io/blog/loops-vs-graphs
- Recent: 2026-07-21 blog: What the c in mcp means https://www.prefect.io/blog/what-the-c-in-mcp-means
- Recent: 2026-07-09 blog: How i run my sales week through ai agents instead of apps https://www.prefect.io/blog/how-i-run-my-sales-week-through-ai-agents-instead-of-apps

## 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.