One of fourteen models named Nutanix AHV first on the direct prompt; zero named KVM. Nutanix AHV was named by fourteen of the fourteen models and KVM by thirteen and Nutanix AHV carries 56 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, Nutanix AHV and KVM were named in the same answer twenty-seven times, of the 158 answers naming Nutanix AHV and the 47 naming KVM. In those answers KVM took the first choice one time and Nutanix AHV one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | KV | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | KV | |||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | KV | |||||
| Qwen 3.7 Flash | KV | |||||
| Kimi K2 | KV | |||||
| GLM 4.7 FlashX | KV | KV | KV | |||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | 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 eight in this category shown.
“pricing is geared toward mid-to-large enterprises” DeepSeek V4 Flash · budget prompt · hard negative
“Only choose this if you have a higher budget ($50k+) and want to simplify your storage layer entirely.” Qwen 3.7 Flash · scale prompt · soft negative
“Nutanix is worth evaluating only if you want full hyperconverged simplicity and have budget to spare.” DeepSeek V4 Flash · direct prompt · soft negative
“If you need minimal retraining, vendor support and an HCI stack that replaces vSphere + vSAN with little architecture change: Nutanix AHV on Nutanix Cloud Infrastructure.” Muse Glimmer 30B · paraphrase prompt · first choice
“For most mid-sized B2B companies, Nutanix AHV offers the best balance of enterprise-grade functionality, operational simplicity, and cost predictability” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd lean toward Nutanix AHV if you want a streamlined, enterprise-grade platform” GPT-5.4 mini · 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.