# XGBoost: 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/xgboost

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 2% | 17 | 0% | 1 |

## What the models said for it

- "Start with Python + scikit-learn/XGBoost" (Perplexity Sonar, ML platforms)

## 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 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 XGBoost, from 2 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 2
- guideflow.com: 2
- learn.g2.com: 2
- rankite.com: 2
- cake.ai: 1
- prompts.ai: 1
- spaceotechnologies.com: 1
- spotsaas.com: 1
- thectoclub.com: 1
- wezom.com: 1

### Pages cited

- https://g2.com/categories/machine-learning/small-business: 2
- https://guideflow.com/blog/machine-learning-software: 2
- https://learn.g2.com/best-data-science-ml-platforms: 2
- https://learn.g2.com/best-machine-learning-tools: 2
- https://rankite.com/blog/best-machine-learning-cloud-platform: 2
- https://cake.ai/blog/machine-learning-platforms: 1
- https://g2.com/categories/data-science-and-machine-learning-platforms: 1
- https://g2.com/categories/data-science-and-machine-learning-platforms/small-business: 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.