Four of fourteen models named Azure Virtual Desktop first on the direct prompt; one named Windows 365. Azure Virtual Desktop was named by thirteen of the fourteen models and Windows 365 by eleven and Azure Virtual Desktop carries 41 labels and Windows 365 32, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories 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 October 2026 Edition, Azure Virtual Desktop and Windows 365 were named in the same answer seventy-nine times, of the 133 answers naming Azure Virtual Desktop and the 105 naming Windows 365. In those answers Windows 365 took the first choice thirty-one times and Azure Virtual Desktop eighteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | W3 | |||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | W3 | W3 | ||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | W3 | W3 | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | W3 | |||||
| Kimi K2 | W3 | |||||
| GLM 4.7 FlashX | W3 | |||||
| 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.
“Reasons to avoid: Cloud-only with no on-site option, Windows only (no Linux provisions)” MiniMax M2.5 · negative prompt · hard negative
“Azure Virtual Desktop (classic): avoid or migrate immediately.” GPT-6 Luna · negative prompt · hard negative
“be cautious if you want to avoid vendor lock-in, since it is exclusive to Microsoft Azure; it can also bring cost, latency, and operational complexity concerns” Perplexity Sonar · negative prompt · soft negative
“If your company runs on Microsoft 365, go with Azure Virtual Desktop managed via Nerdio. It is the most scalable, secure, and cost-efficient platform” Gemini 3.5 Flash · direct prompt · first choice
“Azure Virtual Desktop has no per-user access fee if you already have Microsoft 365 E3/E5/E7—significant savings for Microsoft shops.” Kimi K2 · scale prompt · first choice
“the best default choice is usually Azure Virtual Desktop (AVD) if you already have eligible Microsoft licenses” GPT-5.4 mini · budget 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.
“Less flexible; per-user cost regardless of usage; not ideal for pooled/shared” DeepSeek V4 Flash · scale prompt · soft negative
“For most budget-constrained small businesses, Windows 365 or Amazon WorkSpaces offer the best balance of affordability, reliability, and ease of management.” DeepSeek V4 Flash · budget prompt · first choice
“For most small to midsize organizations, Windows 365 or Azure Virtual Desktop (if you are all-in on Windows and Azure) are simpler and more cost-effective choices.” Mistral Small · negative prompt · first choice
“Microsoft Windows 365 (Cloud PC): The easiest to manage if your IT team is already deeply integrated with Microsoft Intune.” Gemini 3.5 Flash · scale 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.