# PiLog: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/pilog

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Master data management](https://www.gane.ai/index/it/it-data/master-data-management/index.md) | 0% | 56 | 25% | 4 |

## And against it

- "Avoid if you need broad enterprise support or future-proofing for AI/GenAI." (Grok 4.20, Master data)

## 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 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named PiLog, from 9 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 6
- softwareadvice.com: 6
- atrocore.com: 5
- profisee.com: 5
- capterra.co.uk: 4
- semarchy.com: 4
- capterra.com: 3
- gartner.com: 3
- getorchestra.io: 3
- reltio.com: 3

### Pages cited

- https://atrocore.com/en/blog/best-master-data-management-tools: 5
- https://capterra.co.uk/directory/31019/master-data-management/software: 4
- https://softwareadvice.com/master-data-management/small-business: 4
- https://capterra.com/master-data-management-software: 3
- https://gartner.com/en/documents/4009116: 3
- https://getorchestra.io/guides/best-master-data-management-tools: 3
- https://semarchy.com/blog/top-master-data-management-solutions-compared: 3
- https://dev.to/jerome_urbain/comparison-of-popular-enterprise-master-data-management-tools-mdms-1eh6: 2

## 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.