One of fourteen models named Windows 365 first on the direct prompt; three named Citrix DaaS. Windows 365 was named by eleven of the fourteen models and Citrix DaaS by fourteen and Windows 365 carries 32 labels and Citrix DaaS 66, 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, Windows 365 and Citrix DaaS were named in the same answer seventy-eight times, of the 105 answers naming Windows 365 and the 186 naming Citrix DaaS. In those answers Citrix DaaS took the first choice six times and Windows 365 thirty.
| 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. Six of eight in this category shown.
“Licensing bait-and-switch — Look for companies with a recent history of sudden pricing changes or forced bundling (Citrix is the prime example).” DeepSeek V4 Flash · negative prompt · hard negative
“avoid or be cautious with Amazon WorkSpaces, Citrix DaaS, Azure Virtual Desktop (for non-Windows needs), and Shells” Mistral Small · negative prompt · hard negative
“Avoid: Enterprise tools like Citrix/VMware (often $100+/user/year + infra) unless scaling big.” Grok 4.1 Fast · budget prompt · hard negative
“Citrix DaaS and Amazon WorkSpaces are top choices due to their scalability, security, and flexibility” Mistral Small · direct prompt · first choice
“often recommended for mid-market IT teams that want managed VDI delivery with clear control boundaries” Claude Haiku 4.5 · direct prompt · first choice
“Citrix is the go-to for complex, high-performance environments and hybrid/multi-cloud support.” GLM 4.7 FlashX · comparative 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.