# Castled: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/castled

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 93 | 100% | 1 |

## And against it

- "Opting for self-hosted tools (like the self-hosted version of Airbyte or Castled) thinking it saves money" (Qwen 3.7 Flash, Warehouse & ETL)

## 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 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Castled, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- 7wdata.be: 1
- aboutmartech.com: 1
- adverity.com: 1
- aws.amazon.com: 1
- braze.com: 1
- datacalculus.com: 1
- datachannel.co: 1
- datatobiz.com: 1
- g2.com: 1
- github.com: 1

### Pages cited

- https://7wdata.be/tool/census-reverse-etl: 1
- https://aboutmartech.com/blog/reverse-etl-tools: 1
- https://adverity.com/marketing-analytics-state-of-play-2022-data-capabilities-aspirations: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-uthtbxj32sucq: 1
- https://braze.com/docs/releases/deprecations: 1
- https://datacalculus.com/en/blog/data-infrastructure-and-analytics/data-warehouse-specialist/customer-sentiment-analysis-in-data-warehousing: 1
- https://datachannel.co/blogs/top-7-reverse-etl-tools-in-2025: 1
- https://datachannel.co/blogs/top-reverse-etl-tools: 1

## Record

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