One of fourteen models named Amazon WorkSpaces first on the direct prompt; three named Nerdio Manager. Amazon WorkSpaces was named by fourteen of the fourteen models and Nerdio Manager by nine and Amazon WorkSpaces carries 61 labels and Nerdio Manager 18, 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 October 2026 Edition, Amazon WorkSpaces and Nerdio Manager were named in the same answer thirty-five times, of the 181 answers naming Amazon WorkSpaces and the 48 naming Nerdio Manager. In those answers Nerdio Manager took the first choice four times and Amazon WorkSpaces three.
| Model | DirectAW | ParaphraseAW | ComparativeAW | Budget-constrainedAW | Scale-constrainedAW | NegativeAW |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | AW | AW | ||||
| GPT-5.4 mini | AW | AW | AW | AW | AW | AW |
| Gemini 3.5 Flash | AW | AW | AW | |||
| Perplexity Sonar | AW | |||||
| Grok 4.1 Fast | AW | AW | AW | AW | AW | AW |
| Mistral Small | AW | AW | AW | |||
| DeepSeek V4 Flash | AW | AW | AW | AW | AW | AW |
| Llama 4 Maverick | AW | |||||
| Qwen 3.7 Flash | AW | AW | AW | AW | AW | |
| Kimi K2 | AW | AW | AW | AW | ||
| GLM 4.7 FlashX | AW | AW | ||||
| MiniMax M2.5 | AW | AW | AW | AW | AW | |
| GPT-6 Luna | AW | AW | AW | AW | ||
| Muse Glimmer 30B | AW | AW | AW | AW |
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.
“avoid or be cautious with Amazon WorkSpaces, Citrix DaaS, Azure Virtual Desktop (for non-Windows needs), and Shells” Mistral Small · negative prompt · hard negative
“Reasons to avoid: No text/data transfer from local machine to VM, additional technical support is paid” MiniMax M2.5 · negative prompt · hard negative
“AWS has published end-of-life timelines for some WorkSpaces client versions and support changes for PCoIP-based WorkSpaces Personal, which is a strong signal to avoid deployments that depend on deprecated clients or protocols.” GPT-5.4 mini · negative prompt · soft negative
“If I had to make a single recommendation without more constraints, I'd pick Amazon WorkSpaces for most mid-sized B2B companies” Perplexity Sonar · paraphrase prompt · first choice
“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 mid-sized B2B companies, Microsoft Azure Virtual Desktop or Amazon WorkSpaces are excellent choices” Mistral Small · paraphrase 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.