# VirtualBox: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 9 judge labels across 2 categories by 7 of 14 models. Page: https://it-ai-index.com/vendors/virtualbox/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Server virtualization platforms | 0% | 75 | 80% | 5 |
| Virtual desktops | 0% | 53 | 25% | 4 |

## What the models said for it

- "best for free, open-source local virtualization" (Claude Haiku 4.5, Virtual desktops)

## And against it

- "VirtualBox for production server virtualization: it is a free Type 2 hypervisor, which makes it more appropriate for desktop/test use than for production server infrastructure." (Perplexity Sonar, Server virtualization)
- "deprecated for enterprise (e.g., avoid VirtualBox for servers—it's desktop-oriented)" (Grok 4.1 Fast, Server virtualization)
- "widely used for development, testing and lab environments rather than production-scale VDI" (Muse Glimmer 30B, Virtual desktops)
- "VirtualBox 6.1 and 7.0 are both end-of-life and no longer receive security patches" (MiniMax M2.5, Server virtualization)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.