# Pentaho: how AI models rank it, November 2026

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

## 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% | 44 | 0% | 1 |

## What the models said for it

- "The top data quality and observability platforms are Acceldata, Pentaho, and Databricks" (Llama 4 Maverick, 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 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| 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 Pentaho, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 4
- datastackindex.com: 2
- dqlabs.ai: 2
- getorchestra.io: 2
- peerspot.com: 2
- techtarget.com: 2
- acceldata.io: 1
- actian.com: 1
- anomalo.com: 1
- arxiv.org: 1

### Pages cited

- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 3
- https://research.isg-one.com/buyers-guide/artificial-intelligence/data-intelligence/data-quality-and-data-observability/2026: 2
- https://research.isg-one.com/buyers-guide/artificial-intelligence/operations/data-observability/2025: 2
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-data-observability-classifies-and-rates-software-providers: 2
- https://research.isg-one.com/market-perspectives/the-2025-isg-buyers-guide-for-data-observability-classifies-and-rates-software-providers: 2
- https://acceldata.io/blog/enterprise-alternatives-to-open-source-data-quality-tools: 1
- https://actian.com/wp-content/uploads/2025/05/The-Definitive-Data-Observability-Evaluation-Checklist.pdf: 1
- https://anomalo.com/blog/the-enterprise-data-quality-imperative: 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.