One of fourteen models named Windows 365 first on the direct prompt; three named Nerdio Manager. Windows 365 was named by eleven of the fourteen models and Nerdio Manager by nine and Windows 365 carries 32 labels and Nerdio Manager 18, so the shares are not directly comparable.
Named in two categories 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 October 2026 Edition, Windows 365 and Nerdio Manager were named in the same answer seventeen times, of the 105 answers naming Windows 365 and the 48 naming Nerdio Manager. In those answers Nerdio Manager took the first choice zero times and Windows 365 six.
| Model | DirectW3 | ParaphraseW3 | ComparativeW3 | Budget-constrainedW3 | Scale-constrainedW3 | NegativeW3 |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | W3 | |||||
| Gemini 3.5 Flash | W3 | W3 | W3 | |||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | W3 | W3 | W3 | |||
| Mistral Small | W3 | |||||
| DeepSeek V4 Flash | W3 | W3 | W3 | W3 | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | W3 | |||||
| Kimi K2 | W3 | W3 | W3 | W3 | W3 | W3 |
| GLM 4.7 FlashX | W3 | W3 | ||||
| MiniMax M2.5 | W3 | |||||
| GPT-6 Luna | W3 | W3 | W3 | W3 | ||
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Steep learning curve: Users consistently report that the interface is overwhelming and less intuitive.” DeepSeek V4 Flash · negative prompt · soft negative
“the strongest recommendation is a combination of Nerdio Manager running on top of Microsoft Azure Virtual Desktop (AVD)” Qwen 3.7 Flash · paraphrase prompt · first choice
“Nerdio Manager + Azure Virtual Desktop is the most frequently recommended mid-market path for cost control and ease of admin.” Muse Glimmer 30B · direct prompt · first choice
“Specifically highlighted in G2 reviews as one of the top platforms for mid-market companies” MiniMax M2.5 · 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.