Three of fourteen models named Windows 365 first on the direct prompt; zero named Parallels RAS. Windows 365 was named by thirteen of the fourteen models and Parallels RAS by thirteen and Windows 365 carries 35 labels and Parallels RAS 27, 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, Windows 365 and Parallels RAS were named in the same answer twenty-three times, of the 119 answers naming Windows 365 and the 50 naming Parallels RAS. In those answers Parallels RAS took the first choice one time and Windows 365 nine.
| Model | DirectW3 | ParaphraseW3 | ComparativeW3 | Budget-constrainedW3 | Scale-constrainedW3 | NegativeW3 |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | W3 | |||||
| Gemini 3.5 Flash | W3 | W3 | ||||
| Perplexity Sonar | W3 | W3 | ||||
| Grok 4.20 | W3 | W3 | ||||
| Mistral Small | W3 | |||||
| DeepSeek V4 Flash | W3 | W3 | ||||
| Llama 4 Maverick | W3 | |||||
| Qwen 3.7 Flash | W3 | W3 | ||||
| Kimi K2 | W3 | W3 | W3 | W3 | W3 | |
| GLM 4.7 FlashX | W3 | W3 | W3 | W3 | ||
| MiniMax M2.5 | W3 | |||||
| GPT-6 Luna | W3 | W3 | W3 | |||
| Muse Glimmer 30B | W3 | W3 | W3 | 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“for very large published-application environments... can strain at high application counts” Perplexity Sonar · negative prompt · soft negative
“If you have a dedicated IT person: Use Parallels RAS. It is the best bang-for-buck on the market right now.” Qwen 3.7 Flash · budget prompt · first choice
“Best for: SMBs or mid-market firms that need multi-cloud flexibility without Citrix-level complexity and cost.” Kimi K2 · comparative prompt · alternative
“A cost-effective, simplified alternative to Citrix/VMware, popular with SMBs and mid-market organizations.” DeepSeek V4 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.