# Talend: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 17 judge labels across 4 categories by 11 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/talend

## 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% | 112 | 62% | 8 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 26 | 0% | 7 |
| [Dashboards and data visualization](https://www.gane.ai/index/gtm/gtm-data/dashboards-and-data-visualization/index.md) | 0% | 57 | 100% | 1 |
| [Partner relationship management](https://www.gane.ai/index/gtm/partner/partner-relationship-management/index.md) | 0% | 47 | 0% | 1 |

## What the models said for it

- "offers open-source flexibility for teams that want control and customization at a lower cost" (DeepSeek V4 Flash, DMP)
- "Open-source foundation with enterprise capabilities" (MiniMax M2.5, DMP)

## And against it

- "Overly Generic or "All-in-One" Data Quality Platforms (e.g., some IBM, Talend, or broad ETL tools repurposed for CRM)" (Grok 4.20, CRM data quality)
- "often expensive, implementation-heavy, and excessive for straightforward CRM deduplication" (Perplexity Sonar, CRM data quality)
- "Talend is noted for being buggy... making it a tool to approach with caution." (Mistral Small, BI & dashboards)
- "compared to enterprise solutions like Informatica or Talend" (Claude Haiku 4.5, CRM data quality)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 0 | 0 | 2 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Talend, from 31 of the 33 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 18
- findymail.com: 14
- techrepublic.com: 12
- cognism.com: 11
- gane.ai/index: 11
- prospeo.io: 9
- integrate.io: 7
- sourceforge.net: 6
- therevopsreport.com: 6
- alignedup.com: 5

### Pages cited

- https://findymail.com/blog/crm-data-quality: 14
- https://g2.com/categories/data-quality/f/crm: 13
- https://cognism.com/blog/data-quality-management-tools: 10
- https://g2.com/categories/data-quality: 6
- https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/enterprise: 6
- https://techrepublic.com/article/best-data-management-software: 6
- https://alignedup.com/guides/crm-data-cleansing-tools-workflows-best-practices: 5
- https://clearout.io/blog/crm-data-cleaning-solutions: 5

## 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.