# R: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/finance/vendors/r

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Financial modeling and scenario planning](https://www.gane.ai/index/finance/planning/financial-modeling-and-scenario-planning/index.md) | 0% | 33 | 0% | 2 |

## What the models said for it

- "use R, Python (pandas/statsmodels), or dedicated software like Stata/R for rigor" (Grok 4.20, Financial modeling)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 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 R, from 2 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- forrester.com: 1
- gartner.com: 1
- getleo.ai: 1
- github.com: 1
- networkworld.com: 1
- softwarestrategiesblog.com: 1
- superkind.ai: 1
- thegradient.pub: 1

### Pages cited

- https://forrester.com/blogs/defending-ai-models-from-soon-to-yesterday: 1
- https://forrester.com/blogs/predictions-2027-disruption-unleashed: 1
- https://gartner.com/en/topics/generative-ai: 1
- https://getleo.ai/blog/ai-generated-cad-models-production-guide: 1
- https://github.com/010zx00x1/Awesome-Physical-Engineering-AI: 1
- https://github.com/shvyac/awesome-ai-tool-for-mechanical-engineering: 1
- https://networkworld.com/article/4238030/gartners-top-tech-trends-for-2027-expand-and-constrain-ai-capabilities.html: 1
- https://softwarestrategiesblog.com/page/4: 1

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.