Three of fourteen models named Microsoft Hyper-V first on the direct prompt; zero named KVM. Microsoft Hyper-V was named by fourteen of the fourteen models and KVM by thirteen and Microsoft Hyper-V carries 52 labels and KVM 23, 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 KVM were named in the same answer thirty-two times, of the 137 answers naming Microsoft Hyper-V and the 47 naming KVM. In those answers KVM took the first choice one time and Microsoft Hyper-V six.
| Model | DirectMHKV | ParaphraseMHKV | ComparativeMHKV | Budget-constrainedMHKV | Scale-constrainedMHKV | NegativeMHKV |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | MH | MH | MH | KV | MH | |
| GPT-5.4 mini | MH | MH | MH | MH | ||
| Gemini 3.5 Flash | MH | MH | ||||
| Perplexity Sonar | MH | KV | KV | |||
| Grok 4.20 | MH | MH | MH | MH | KV | |
| Mistral Small | MH | MH | MH | MH | MHKV | MH |
| DeepSeek V4 Flash | MH | MH | MHKV | MH | ||
| Llama 4 Maverick | MH | KV | ||||
| Qwen 3.7 Flash | MH | MHKV | MHKV | MH | ||
| Kimi K2 | MHKV | MH | MHKV | |||
| GLM 4.7 FlashX | MH | MH | MHKV | MHKV | MHKV | |
| MiniMax M2.5 | MH | MH | MH | MH | ||
| GPT-6 Luna | MH | |||||
| Muse Glimmer 30B | MH | MH | MHKV | KV |
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. Six of seven in this category shown.
“KVM is heavily targeted. Researchers have discovered critical "guest-to-host escape" vulnerabilities” GLM 4.7 FlashX · negative prompt · soft negative
“Open-source, cost-effective, but may require more technical expertise.” Mistral Small · scale prompt · soft negative
“free software does not mean free operations” Perplexity Sonar · negative prompt · soft negative
“Open-source, integrated into Linux kernel, strong security track record” Kimi K2 · negative prompt · first choice
“KVM and Proxmox are also free and offer world-class performance.” Llama 4 Maverick · budget prompt · first choice
“Choose KVM (Proxmox) if you are building a lab, managing a budget business, or deeply integrated into the Linux world.” Qwen 3.7 Flash · comparative prompt · alternative
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.