One of fourteen models named VMware vSphere first on the direct prompt; zero named KVM. VMware vSphere was named by fourteen of the fourteen models and KVM by thirteen and VMware vSphere carries 64 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, VMware vSphere and KVM were named in the same answer forty-two times, of the 191 answers naming VMware vSphere and the 47 naming KVM. In those answers KVM took the first choice one time and VMware vSphere eleven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | KV | |||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
“VMware vSphere is a platform that some AI models recommend avoiding unless necessary, due to the cost increases post-Broadcom acquisition” Llama 4 Maverick · negative prompt · hard negative
“End of general support (Oct 2025 for 7.x).<br>- No new security patches, bug fixes, or standard support after EOL.” Grok 4.20 · negative prompt · hard negative
“What to Avoid on a Budget - VMware vSphere/ESXi ... No longer viable for budget-conscious SMBs.” DeepSeek V4 Flash · budget prompt · hard negative
“Stay with VMware. VCF or VVF on the terms above. ... While vSphere's performance and vSAN integration remain unmatched, mid-market enterprises are experiencing up to 3x price hikes upon renewal.” Muse Glimmer 30B · scale prompt · first choice
“Widely regarded as the leader in enterprise virtualization, offering robust scalability, centralized management, and strong performance for large-scale environments.” Mistral Small · comparative prompt · first choice
“For over a decade, VMware was the undisputed king of virtualization. It sets the industry standard for features, management, and reliability.” Qwen 3.7 Flash · comparative 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.