# Redshift Spectrum: 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/it/vendors/redshift-spectrum

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 98 | 100% | 1 |

## And against it

- "While excellent if you live entirely in AWS, migrating out becomes incredibly difficult." (Qwen 3.7 Flash, Data virtualization)

## 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 Redshift Spectrum, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- airbyte.com: 1
- g2.com: 1
- scmgalaxy.com: 1
- sourceforge.net: 1
- thectoclub.com: 1
- thegeeksclub.com: 1

### Pages cited

- https://airbyte.com/top-etl-tools-for-sources/data-virtualization-tools: 1
- https://g2.com/categories/data-virtualization/small-business: 1
- https://scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison: 1
- https://sourceforge.net/software/data-virtualization: 1
- https://sourceforge.net/software/data-virtualization/for-small-business: 1
- https://sourceforge.net/software/data-virtualization/free-version: 1
- https://thectoclub.com/tools/best-data-virtualization-software: 1
- https://thegeeksclub.com/best/data-virtualization-software: 1

## 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.