# Soda: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/soda

## 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% | 103 | 100% | 1 |
| [Data warehouse and reverse ETL for marketing](https://www.gane.ai/index/gtm/gtm-data/data-warehouse-reverse-etl/index.md) | 0% | 83 | 0% | 1 |

## And against it

- "More for observability/testing than direct CRM cleansing." (Grok 4.20, 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 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| 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 Soda, from 4 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 4
- prospeo.io: 3
- techrepublic.com: 3
- capterra.com: 2
- clearout.io: 2
- gane.ai/index: 2
- integrate.io: 2
- validity.com: 2
- airbyte.com: 1
- alexberman.com: 1

### Pages cited

- https://g2.com/categories/data-quality/f/crm: 4
- https://clearout.io/blog/crm-data-cleaning-solutions: 2
- https://integrate.io/blog/top-10-data-cleansing-tools: 2
- https://techrepublic.com/article/best-data-cleaning-software: 2
- https://validity.com/wp-content/uploads/2024/05/The-State-of-CRM-Data-Management-in-2024.pdf: 2
- https://airbyte.com/top-etl-tools-for-sources/choosing-the-right-data-cleaning-tool-a-comprehensive-guide: 1
- https://alexberman.com/crm-data-hygiene: 1
- https://alignedup.com/guides/crm-data-cleansing-tools-workflows-best-practices: 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.