# Oracle data-quality products: 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/oracle-data-quality-products

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CRM data quality and deduplication](https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/index.md) | 0% | 98 | 100% | 1 |

## And against it

- "often expensive, implementation-heavy, and excessive for straightforward CRM deduplication" (Perplexity Sonar, CRM data quality)

## 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 | 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 | 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 Oracle data-quality products, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- cleanlist.ai: 1
- coffee.ai: 1
- cognism.com: 1
- findymail.com: 1
- formanorden.com: 1
- g2.com: 1
- gane.ai/index: 1
- marketingtechnews.net: 1
- vanillasoft.com: 1
- ven.studio: 1

### Pages cited

- https://cleanlist.ai/blog/2026-03-27-data-quality-tools: 1
- https://coffee.ai/articles/best-salesforce-data-quality-tools: 1
- https://cognism.com/blog/data-quality-management-tools: 1
- https://findymail.com/blog/crm-data-quality: 1
- https://formanorden.com/blog/crm-data-cleaning-tools: 1
- https://g2.com/categories/data-quality/f/crm: 1
- https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/smb: 1
- https://marketingtechnews.net/news/why-poor-crm-data-quality-kills-ai-projects: 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.