Three of fourteen models named Microsoft Hyper-V first on the direct prompt; zero named Oracle VM VirtualBox. Microsoft Hyper-V was named by fourteen of the fourteen models and Oracle VM VirtualBox by seven and Microsoft Hyper-V carries 52 labels and Oracle VM VirtualBox 10, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the server virtualization platforms page.
Across every category in the November 2026 Edition, Microsoft Hyper-V and Oracle VM VirtualBox were named in the same answer seventeen times, of the 137 answers naming Microsoft Hyper-V and the 22 naming Oracle VM VirtualBox. In those answers Oracle VM VirtualBox took the first choice zero times and Microsoft Hyper-V two.
| Model | DirectMH | ParaphraseMH | ComparativeMH | Budget-constrainedMH | Scale-constrainedMH | NegativeMH |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | MH | MH | MH | MH | ||
| GPT-5.4 mini | MH | MH | MH | MH | ||
| Gemini 3.5 Flash | MH | MH | ||||
| Perplexity Sonar | MH | |||||
| Grok 4.20 | MH | MH | MH | MH | ||
| Mistral Small | MH | MH | MH | MH | MH | MH |
| DeepSeek V4 Flash | MH | MH | MH | MH | ||
| Llama 4 Maverick | MH | |||||
| Qwen 3.7 Flash | MH | MH | MH | MH | ||
| Kimi K2 | MH | MH | MH | |||
| GLM 4.7 FlashX | MH | MH | MH | MH | MH | |
| MiniMax M2.5 | MH | MH | MH | MH | ||
| GPT-6 Luna | MH | |||||
| Muse Glimmer 30B | MH | MH | MH |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid: Hyper-V on Windows Server 2012 or Windows Server 2012 R2.” GLM 4.7 FlashX · negative prompt · hard negative
“Microsoft Hyper-V 2016 | May 2025 (deprecated) | Moderate” MiniMax M2.5 · negative prompt · hard negative
“System Center adds cost, weaker Linux guest support, and less innovation recently are concerns” Claude Haiku 4.5 · negative prompt · soft negative
“For most mid-market B2B companies, Hyper-V often represents the best value proposition due to lower costs” Claude Haiku 4.5 · direct prompt · first choice
“→ Microsoft Hyper-V if you're already a Microsoft shop and want zero extra licensing overhead” DeepSeek V4 Flash · direct prompt · first choice
“Proxmox VE or Microsoft Hyper-V often emerge as the top practical choices in 2024–2025” Grok 4.20 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Not designed or supported for large-scale enterprise production workloads—lack of enterprise HA, centralised management and robust vendor support” Claude Haiku 4.5 · negative prompt · hard negative
“Avoid VirtualBox for production server workloads—use it only for desktop virtualization” Kimi K2 · negative prompt · hard negative
“Avoid using VirtualBox or VMware Workstation for any server workloads.” GLM 4.7 FlashX · negative prompt · hard negative
“The best server virtualization platform for a company with a limited budget is Proxmox VE, KVM, or Oracle VM VirtualBox.” Llama 4 Maverick · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.