# Trifacta: 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/it/vendors/trifacta

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 0% | 61 | 0% | 1 |
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 111 | 0% | 1 |

## 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 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 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 Trifacta, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- alation.com: 1
- atlan.com: 1
- ciopages.com: 1
- databricks.com: 1
- datakitchen.io: 1
- digna.ai: 1
- dqlabs.ai: 1
- erstudio.com: 1
- fanruan.com: 1
- guideflow.com: 1

### Pages cited

- https://alation.com/blog/data-governance-tools: 1
- https://atlan.com/know/data-quality/top-tools: 1
- https://ciopages.com/buyer-guides/data-governance-platform: 1
- https://databricks.com/blog/data-governance-tools: 1
- https://datakitchen.io/blog/the-2026-data-quality-and-data-observability-commercial-software-landscape: 1
- https://digna.ai/data-quality-monitoring-tools: 1
- https://dqlabs.ai/blog/best-data-observability-tools-in-2026-a-practitioners-guide: 1
- https://dqlabs.ai/blog/top-data-observability-vendors-right-now-a-practitioners-buyer-guide: 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.