# Precisely: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 12 judge labels across 2 categories by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/precisely

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 30 | 12% | 8 |
| [Master data management](https://www.gane.ai/index/it/it-data/master-data-management/index.md) | 0% | 19 | 0% | 4 |

## What the models said for it

- "Talend and Precisely are generally more cost‑effective than Informatica/Ataccama" (GLM 4.7 FlashX, Data observability)

## And against it

- "powerful but usually overkill and too expensive for mid-market B2B companies" (Grok 4.20, Data observability)

## 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 | 2 | 1 | 3 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 4 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Precisely, from 27 of the 27 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 18
- g2.com: 11
- informatica.com: 6
- techrepublic.com: 6
- verifiedmarketresearch.com: 6
- viewpointanalysis.com: 5
- bestdevops.com: 4
- em360tech.com: 4
- en.ai-pedias.com: 4
- gane.ai/index: 4

### Pages cited

- https://research.isg-one.com/buyers-guide/analytics_and_data/master_data_management/2024: 9
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-master-data-management-classifies-and-rates-software-providers: 8
- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 7
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-data-observability-classifies-and-rates-software-providers: 6
- https://techrepublic.com/article/top-data-quality-tools: 6
- https://verifiedmarketresearch.com/blog/top-master-data-management-solutions: 6
- https://g2.com/categories/master-data-management-mdm/enterprise: 5
- https://research.isg-one.com/buyers-guide/analytics_and_data/data_quality/2024: 5

## 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.