Three of fourteen models named Windows 365 first on the direct prompt; one named Citrix DaaS. Windows 365 was named by thirteen of the fourteen models and Citrix DaaS by fourteen and Windows 365 carries 35 labels and Citrix DaaS 61, 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 Citrix DaaS were named in the same answer eighty-four times, of the 119 answers naming Windows 365 and the 190 naming Citrix DaaS. In those answers Citrix DaaS took the first choice seven times and Windows 365 thirty-two.
| 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. Six of eight in this category shown.
“Any platform with a history of critical gateway vulnerabilities that are repeatedly discovered in the field, such as the NetScaler / Citrix ADC family cited above” Muse Glimmer 30B · negative prompt · hard negative
“Citrix's total cost and operational complexity exceed what's justified, and it's overengineered and overpriced” Claude Haiku 4.5 · paraphrase prompt · hard negative
“Multiple AI models explicitly warn against it due to these issues.” Mistral Small · negative prompt · hard negative
“Considered the gold standard of virtual desktop infrastructure, Citrix is the most mature and feature-rich platform.” DeepSeek V4 Flash · comparative prompt · first choice
“or Citrix DaaS if you need advanced performance features for demanding workloads” Claude Haiku 4.5 · direct prompt · first choice
“Enterprise Workforce | Citrix DaaS, Microsoft Windows 365, VMware Horizon” Qwen 3.7 Flash · negative 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.