Four of fourteen models named Azure Virtual Desktop first on the direct prompt; three named Windows 365. Azure Virtual Desktop was named by fourteen of the fourteen models and Windows 365 by thirteen and Azure Virtual Desktop carries 43 labels and Windows 365 35, 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 virtual desktops page.
Across every category in the November 2026 Edition, Azure Virtual Desktop and Windows 365 were named in the same answer eighty-three times, of the 141 answers naming Azure Virtual Desktop and the 119 naming Windows 365. In those answers Windows 365 took the first choice thirty-two times and Azure Virtual Desktop fifteen.
| 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 | W3 | |||||
| Mistral Small | W3 | |||||
| DeepSeek V4 Flash | W3 | |||||
| Llama 4 Maverick | W3 | |||||
| Qwen 3.7 Flash | W3 | |||||
| Kimi K2 | W3 | W3 | ||||
| GLM 4.7 FlashX | W3 | W3 | W3 | W3 | ||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | W3 | W3 |
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.
“it requires more setup/management (or extra fees for managed services), making it less ideal for true "limited budget + limited IT" scenarios” Grok 4.20 · budget prompt · soft negative
“if you lack Azure expertise. It is powerful but can involve complicated networking, identity, scaling, and billing” Perplexity Sonar · negative prompt · soft negative
“Azure Virtual Desktop / Windows 365 are not "bad" products, but they inherit the same risk profile as any VDI” Muse Glimmer 30B · negative prompt · soft negative
“Azure Virtual Desktop (AVD): *Best for:* Organizations wanting maximum cost-efficiency (via Windows 11 Multi-Session) and high flexibility in Azure.” Gemini 3.5 Flash · scale prompt · first choice
“most mid-market teams shortlist either Azure Virtual Desktop with a management layer on top, Windows 365 for persistent knowledge workers and shift workers” Muse Glimmer 30B · scale prompt · first choice
“Azure Virtual Desktop and Nerdio Manager are especially popular for their balance of features and ease of administration by generalist IT teams.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“It is generally cheaper than the competing product, Windows 365 (which has a flat monthly rate regardless of usage)” Qwen 3.7 Flash · budget prompt · soft negative
“Windows 365 and Azure Virtual Desktop deployments sit directly in that blast radius” Muse Glimmer 30B · negative prompt · soft negative
“If you are Microsoft 365/Intune already, Windows 365 for per-user persistent desktops and AVD for pooled/multi-session use is the lowest-friction mid-market path today.” Muse Glimmer 30B · direct prompt · first choice
“Windows 365 or Azure Virtual Desktop (with a management tool like Nerdio) offers the best balance of features, cost, and manageability” Kimi K2 · direct prompt · first choice
“Azure Virtual Desktop (or Windows 365) offers the best balance of cost, scalability, and manageability” GLM 4.7 FlashX · direct 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.