# Singer: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/singer

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ETL and ELT](https://www.gane.ai/index/it/it-data/etl-and-elt/index.md) | 0% | 85 | 50% | 4 |

## And against it

- "Singer itself is described as largely unmaintained, while community connectors can range from excellent to abandoned." (Perplexity Sonar, ETL)
- "Open-source tap-and-target spec that's now largely unmaintained" (MiniMax M2.5, ETL)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| 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 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Singer, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- airbyte.com: 5
- hevodata.com: 5
- integrate.io: 4
- portable.io: 3
- skyvia.com: 3
- weld.app: 3
- estuary.dev: 2
- g2.com: 2
- keboola.com: 2
- linkedin.com: 2

### Pages cited

- https://airbyte.com/top-etl-tools-for-sources/etl-tools: 5
- https://portable.io/learn/best-etl-tools: 3
- https://weld.app/blog/etl-tools-compared: 3
- https://airbyte.com/top-etl-tools-for-sources/open-source-etl-tools: 2
- https://hevodata.com/etl-tools/opensource: 2
- https://hevodata.com/learn/etl-tools-for-small-businesses: 2
- https://hevodata.com/learn/top-8-etl-tools-for-beginners-in-2026: 2
- https://keboola.com/blog/the-6-best-free-open-source-etl-tools: 2

## In its own words

What Singer's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Simple, Composable, Open Source ETL (https://singer.io/)
- For: your organization’s tools (https://singer.io/)

## What it publishes

Every page singer.io exposes, read 2026-09-29: 128 addresses. By kind, pages and the last 90 days:

- report or ebook: 11 pages, 0 in the last 90 days, latest undated

## 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.