Virtual desktops
Asked as “virtual desktop platform”, and as “VDI or desktop as a service”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
22%
Contested · Microsoft Azure Virtual Desktop 16%
22Azure Virtual Desktop16Microsoft Azure Virtual Desktop10Amazon WorkSpaces52others
22% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01
Azure Virtual Desktop22%15%41accepted challengernewNew since September 2026: not ranked then, 22% now.
Azure Virtual Desktop22%15%41accepted challengernewNew since September 2026: not ranked then, 22% now.02Microsoft Azure Virtual Desktop16%4%25accepted challengernewNew since September 2026: not ranked then, 16% now.
03Amazon WorkSpaces10%15%61accepted challengernewNew since September 2026: not ranked then, 10% now.
Show the two products at 0%, ordered by negative rate
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Azure Virtual Desktop vs V2 CloudAzure Virtual Desktop vs Nerdio ManagerAzure Virtual Desktop vs Citrix DaaSAzure Virtual Desktop vs Parallels RASMicrosoft Azure Virtual Desktop vs Amazon WorkSpacesMicrosoft Azure Virtual Desktop vs Windows 365Microsoft Azure Virtual Desktop vs V2 CloudMicrosoft Azure Virtual Desktop vs Nerdio ManagerMicrosoft Azure Virtual Desktop vs Citrix DaaSMicrosoft Azure Virtual Desktop vs Parallels RASAmazon WorkSpaces vs Windows 365Amazon WorkSpaces vs V2 CloudAmazon WorkSpaces vs Nerdio ManagerAmazon WorkSpaces vs Citrix DaaSAmazon WorkSpaces vs Parallels RASWindows 365 vs V2 CloudWindows 365 vs Nerdio ManagerWindows 365 vs Citrix DaaSWindows 365 vs Parallels RASV2 Cloud vs Nerdio ManagerV2 Cloud vs Citrix DaaSV2 Cloud vs Parallels RASNerdio Manager vs Citrix DaaSNerdio Manager vs Parallels RASCitrix DaaS vs Parallels RAS
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01M02
A03
W04
05
06
07
08V09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Azure Virtual Desktop22%
Azure Virtual Desktop22%02Microsoft Azure Virtual Desktop16%
03Amazon WorkSpaces10%
04Windows 3659%
05V2 Cloud9%
V2 Cloud9%06Nerdio Manager9%
Nerdio Manager9%07Citrix DaaS7%
Citrix DaaS7%08Parallels RAS2%
Parallels RAS2%09VMware Horizon0%
10Omnissa Horizon0%
Omnissa Horizon0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Citrix DaaS29%
19 of 66 labels negative · 11 of 14 models · 6 hard negative
“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
Amazon WorkSpaces
15%
9 of 61 labels negative · 7 of 14 models · 2 hard negative
“avoid or be cautious with Amazon WorkSpaces, Citrix DaaS, Azure Virtual Desktop (for non-Windows needs), and Shells” Mistral Small, negative prompt
VMware Horizon
26%
7 of 27 labels negative · 6 of 14 models · 3 hard negative
“Avoid VMware Horizon if not hybrid/on-prem (post-Broadcom changes make it pricier/enterprise-oriented)” Grok 4.1 Fast, direct prompt
Azure Virtual Desktop15%
6 of 41 labels negative · 6 of 14 models · 2 hard negative
“**Reasons to avoid**: Cloud-only with no on-site option, Windows only (no Linux provisions)” MiniMax M2.5, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1051 links across 200 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Venn45 answers · 82 citations · 12 models
36 answers · 64 citations · 12 models
vendor site · G227 answers · 47 citations · 11 models
vendor site · Apps4Rent26 answers · 34 citations · 9 models
24 answers · 37 citations · 9 models
vendor site · G222 answers · 23 citations · 9 models
vendor site · Microsoft21 answers · 30 citations · 10 models
19 answers · 22 citations · 9 models
vendor site · Apporto18 answers · 23 citations · 11 models
vendor site · Inuvika18 answers · 22 citations · 9 models
16 answers · 22 citations · 8 models
vendor site · Amazon14 answers · 24 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
23 answers · 11 models
23 answers · 10 models
22 answers · 9 models
16 answers · 9 models
15 answers · 9 models
15 answers · 7 models
14 answers · 7 models
14 answers · 6 models
13 answers · 7 models
13 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best virtual desktop platform”, “virtual desktop platform”, “virtual desktop platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Azure parent site Azure Virtual Desktop 22% | 22% | 130 | 301,000 | 47,904 | ||||
| Microsoft parent site Microsoft Azure Virtual Desktop 16%, Microsoft Windows 365 2%, Microsoft Remote Desktop Services 2%, Microsoft Azure Virtual Desktop (AVD) / Windows 365 0% | 19% | 72 | 2,240,000 | 403,136 | ||||
| Amazon parent site Amazon WorkSpaces 10% | 10% | 169 | 151,000,000 | 1,380,939 | ||||
| Windows 365 | 9% | 9,900 | 760 | |||||
| V2 Cloud v2cloud.com | 9% | 73 | 1,000 | 16 | 35,060 | 34 | 1 | |
| Nerdio Manager getnerdio.com | 9% | 47 | 70 | 12 | 10,941 | $9 | 53 | 1 |
| Citrix citrix.com Citrix DaaS 7% | 7% | 170 | 880 | 32 | 170,730 company | 4 | ||
| Apps4Rent apps4rent.com | 5% | 15 | 480 | 7 | 9,570 | 6 | ||
| Parallels RAS parallels.com | 2% | 24 | 590 | 22 | 493,328 | $38 | 118 | |
| Kasm Workspaces | 2% |
Google's top ten for the three searches hold 18 sites; 4 of them are among the sites the models cited here (getnerdio.com, inuvika.com, ironorbit.com, venn.com). The first result for “best virtual desktop platform” is v2cloud.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best virtual desktop platform for a mid-market B2B company?”Paraphrase“Which VDI or desktop as a service would you recommend to a mid-sized B2B company?”Comparative“What are the top virtual desktop platforms and how do they differ?”Budget-constrained“What is the best virtual desktop platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a virtual desktop platform. What should we look at?”Negative“Which virtual desktop platforms should I avoid or be cautious about?”
Claude Haiku 4.5Citrix DaaSAmazon WorkSpaces, Microsoft Azure Virtual DesktopChangedCitrix DaaSMicrosoft Hyper-V with Remote Desktop Servicesno first choiceagainst: Citrix DaaS
Three alternatives
Ace Cloud Hosting, Microsoft Azure Virtual Desktop, Parallels RASTwo alternatives
Citrix Cloud, VMware HorizonEight alternatives
Amazon WorkSpaces, Cloudalize, Inuvika OVD Enterprise, Microsoft Azure Virtual Desktop, Paperspace, V2 Cloud, VMware Horizon, VirtualBoxFour alternatives
Apache Guacamole, Citrix DaaS, ThinLinux/Linux-based Solutions, VMware Horizon Community EditionGPT-5.4 miniAzure Virtual DesktopAzure Virtual Desktop, Citrix DaaSChangedCitrix DaaSAzure Virtual Desktopagainst: Citrix DaaSMicrosoft AVD / Windows 365against: Amazon WorkSpaces
Four alternatives
Amazon WorkSpaces, Citrix DaaS, Omnissa Horizon, Windows 365One alternative
Amazon WorkSpacesThree alternatives
Amazon WorkSpaces, Microsoft Azure Virtual Desktop, VMware HorizonOne alternative
Amazon WorkSpacesThree alternatives
Amazon WorkSpaces, Citrix DaaS, VMware HorizonGemini 3.5 FlashAzure Virtual Desktopagainst: Citrix DaaS, VMware HorizonMicrosoft Windows 365Changedagainst: Citrix DaaS, Omnissa HorizonMicrosoft Azure Virtual DesktopV2 CloudWindows 365against: Citrix DaaSagainst: Amazon WorkSpaces, Azure Virtual Desktop, Citrix DaaS, Omnissa Horizon
Four alternatives
Nerdio Manager, Parallels RAS, V2 Cloud, Windows 365Four alternatives
Amazon WorkSpaces, Azure Virtual Desktop, Nerdio Manager for Enterprise, V2 CloudFive alternatives
Amazon WorkSpaces, Citrix DaaS, Omnissa Horizon, Parallels RAS, Windows 365Five alternatives
Apache Guacamole, Apps4Rent, Azure Virtual Desktop, Kasm Workspaces, TSplusTwo alternatives
Azure Virtual Desktop, Omnissa Cloud PCPerplexity SonarCitrix DaaSAmazon WorkSpacesChangedno first choiceApps4Rentno first choiceagainst: Azure Virtual Desktop, Cloudalize, Omnissa Horizon, Remote Desktop Services / traditional VDI approaches, Shells.com, VMware
Two alternatives
Azure Virtual Desktop, Parallels RASTwo alternatives
Citrix DaaS, V2 CloudTwo alternatives
Azure Virtual Desktop, V2 CloudGrok 4.1 FastAzure Virtual Desktop, Nerdio Manageragainst: VMware HorizonMicrosoft Azure Virtual DesktopChangedCitrix DaaS, Microsoft Azure Virtual Desktopagainst: Cloud Workstations, Google Kubernetes Engine EnterpriseMicrosoft Azure Virtual Desktopagainst: Apache Guacamole, Citrix DaaS, Proxmox, VMware HorizonAzure Virtual Desktopagainst: Amazon WorkSpaces, Azure Virtual Desktop, Citrix DaaS, Omnissa Horizon
Three alternatives
Amazon WorkSpaces, Citrix DaaS, V2 CloudFour alternatives
Amazon WorkSpaces, Citrix DaaS, Omnissa Horizon, Windows 365Two alternatives
Amazon WorkSpaces, VMware HorizonThree alternatives
Amazon WorkSpaces, V2 Cloud, Windows 365Three alternatives
Amazon WorkSpaces, Citrix DaaS, VMware HorizonMistral SmallAmazon WorkSpaces, Citrix DaaSAmazon WorkSpaces, Microsoft Azure Virtual DesktopChangedno first choiceV2 Cloudno first choiceagainst: Amazon WorkSpaces, Azure Virtual Desktop, Citrix DaaS, Shells
Three alternatives
Apps4Rent, Microsoft Windows 365, V2 CloudFour alternatives
Citrix DaaS, Nutanix Frame, Parallels RAS, VMware HorizonDeepSeek V4 FlashMicrosoft Azure Virtual Desktop (AVD) with Nerdio ManagerAzure Virtual Desktop, Nerdio ManagerChangedagainst: Citrix DaaSMicrosoft Azure Virtual DesktopAmazon WorkSpaces, Windows 365against: KamateraAzure Virtual Desktopagainst: Amazon WorkSpaces, VMware Horizon, Windows 365against: Citrix DaaS, Microsoft Azure Virtual Desktop, Nerdio Manager, Oracle VM VirtualBox, Virtual Desktop
Four alternatives
Amazon WorkSpaces, Citrix DaaS, Parallels RAS, Windows 365One alternative
Amazon WorkSpacesFive alternatives
Amazon WorkSpaces, Citrix DaaS, Parallels RAS, VMware Horizon, Windows 365Two alternatives
Azure Virtual Desktop, V2 CloudOne alternative
Citrix DaaSLlama 4 MaverickApps4Rentno first choiceChangedno first choiceV2 Cloudno first choicenothing named
Two alternatives
Amazon WorkSpaces, V2 CloudOne alternative
Evolve IP VDIQwen 3.7 FlashMicrosoft Azure Virtual DesktopNerdio ManagerChangedMicrosoft Azure Virtual Desktop, Microsoft Windows 365Azure Virtual Desktopagainst: Citrix DaaS, VMware HorizonMicrosoft Azure Virtual Desktopagainst: Citrix DaaS, Omnissa Horizon
Four alternatives
Amazon WorkSpaces, Citrix DaaS, Nerdio Manager, VDONThree alternatives
Citrix DaaS, Microsoft Azure Virtual Desktop, Nutanix FrameThree alternatives
Amazon WorkSpaces, Citrix DaaS, VMware HorizonTwo alternatives
Amazon WorkSpaces, Inuvika OVD EnterpriseThree alternatives
Amazon WorkSpaces, Citrix DaaS, Windows 365Kimi K2Azure Virtual Desktopagainst: Citrix DaaSWindows 365Changedagainst: Citrix DaaS, VMware HorizonMicrosoft Azure Virtual DesktopAzure Virtual DesktopAzure Virtual Desktopagainst: AnyDesk, ConnectWise ScreenConnect, RedVDS, TeamViewer
Two alternatives
Nerdio Manager, Windows 365Four alternatives
Amazon WorkSpaces, Azure Virtual Desktop, Nutanix Frame, V2 CloudFour alternatives
Amazon WorkSpaces, Citrix DaaS, VMware Horizon, Windows 365Four alternatives
Kasm Workspaces Community Edition, Parallels RAS, Splashtop, Windows 365Three alternatives
Amazon WorkSpaces, Citrix DaaS, Windows 365GLM 4.7 FlashXMicrosoft Azure Virtual DesktopMicrosoft Azure Virtual DesktopHeldCitrix DaaSKasm Workspaces, Microsoft Remote Desktop Services, V2 Cloud, XTIUM Desktop as a Serviceno first choiceagainst: Dexpot, Hyper-V, RDP, Sunlight, VMware
Three alternatives
Citrix DaaS, Parallels RAS, VMware HorizonThree alternatives
Amazon WorkSpaces, Citrix DaaS for Azure, VMware HorizonFive alternatives
Amazon WorkSpaces, Google Workspace, Microsoft Azure Virtual Desktop, VMware Horizon, Windows 365Seven alternatives
Apache Guacamole, Azure Virtual Desktop, Neverinstall, Parallels RAS, Red Hat Virtualization, Windows 365 Cloud PC, abcdesktop.ioMiniMax M2.5Nerdio ManagerMicrosoft Azure Virtual DesktopChangedno first choiceagainst: Amazon WorkSpacesAmazon WorkSpacesno first choiceagainst: Amazon WorkSpaces, Azure Virtual Desktop, Citrix DaaS
Three alternatives
Amazon WorkSpaces, Azure Virtual Desktop, Citrix DaaSThree alternatives
Amazon WorkSpaces, Citrix DaaS, VMware HorizonTwo alternatives
Azure Virtual Desktop, VMware HorizonGPT-6 LunaWindows 365Windows 365Heldagainst: Citrix DaaS, Omnissa HorizonWindows 365Azure Virtual Desktopno first choiceagainst: Azure Virtual Desktop, Oracle Virtual Desktop Infrastructure
Three alternatives
Amazon WorkSpaces, Azure Virtual Desktop, Citrix DaaSTwo alternatives
Amazon WorkSpaces, Azure Virtual DesktopFour alternatives
Amazon WorkSpaces, Azure Virtual Desktop, Citrix DaaS, Omnissa HorizonTwo alternatives
Amazon WorkSpaces, Windows 365Muse Glimmer 30BNerdio ManagerApps4Rent, V2 CloudChangedagainst: Citrix DaaS, Omnissa Horizonno first choiceParallels RASagainst: Amazon WorkSpaces, VirtualBoxno first choiceagainst: Amazon WorkSpaces, Citrix DaaS, VMware Horizon
Four alternatives
Amazon WorkSpaces, Azure Virtual Desktop, Citrix DaaS, V2 CloudThree alternatives
Amazon WorkSpaces, Microsoft Azure Virtual Desktop, Nerdio ManagerSix alternatives
Apache Guacamole, GO-Global, Inuvika OVD Enterprise, Proxmox VE, V2 Cloud, abcdesktop.ioBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:21 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:20 | yes | 5 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:48 | yes | 15 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:11 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 20 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:46 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:31 | yes | 24 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:56 | yes | 5 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:11 | yes | 15 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:01 | yes | 15 | 46 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:25 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:35 | yes | 5 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:43 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:59 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:02 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:57 | yes | 7 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:20 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:06 | yes | 24 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:10 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:24 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:16 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:51 | yes | 14 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:49 | yes | 20 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:37 | yes | 16 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:23 | no | 0 | 10 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:51 | yes | 5 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:40 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:57 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:52 | yes | 4 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:38 | yes | 17 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:13 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:50 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:38 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:50 | yes | 20 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:34 | yes | 10 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:36 | yes | 14 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:11 | yes | 18 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:22 | yes | 24 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:52 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:40 | yes | 24 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:01 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:23 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:06 | yes | 23 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:29 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:29 | yes | 25 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:30 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:19 | yes | 22 | 51 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:37 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:54 | yes | 14 | 64 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:25 | yes | 18 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:15 | yes | 15 | 89 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:54 | yes | 15 | 34 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:51 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:53 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:48 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:51 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:50 | yes | 5 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:22 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:23 | yes | 19 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:43 | no | 0 | 13 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:39 | yes | 24 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:21 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:57 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:47 | yes | 25 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:25 | yes | 14 | 121 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:46 | yes | 10 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:39 | yes | 4 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:40 | yes | 14 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:39 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:25 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:25 | yes | 18 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:52 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:30 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:21 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:07 | yes | 24 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:44 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:40 | yes | 18 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:18 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 25 | 70 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:19 | yes | 10 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:53 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:05 | yes | 19 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
AWS WorkSpaces read as Amazon WorkSpaces
Amazon WorkSpaces Personal read as Amazon WorkSpaces
Citrix read as Citrix DaaS
Citrix (Cloud Software Group) read as Citrix DaaS
Citrix Virtual Apps and Desktops read as Citrix DaaS
Citrix Virtual Apps and Desktops (Citrix DaaS) read as Citrix DaaS
Citrix Virtual Apps and Desktops (DaaS) read as Citrix DaaS
Citrix Virtual Apps and Desktops (formerly XenDesktop) read as Citrix DaaS
Citrix Virtual Apps and Desktops (including Citrix DaaS) read as Citrix DaaS
Citrix Virtual Apps and Desktops / Citrix DaaS read as Citrix DaaS
Inuvika read as Inuvika OVD Enterprise
Nerdio read as Nerdio Manager
Nerdio (AVD-focused) read as Nerdio Manager
Omnissa (VMware) Horizon read as Omnissa Horizon
VMware Horizon / Omnissa Horizon read as VMware Horizon
VMware Horizon/Omnissa read as VMware Horizon
Unresolved, counted raw
Cendio Thinfinity
Citrix Cloud
Citrix DaaS for Azure
Citrix Gateway
Cloud Workstations
Dexpot
Evolve IP VDI
Leostream
Microsoft AVD
Microsoft AVD / Windows 365
Microsoft Azure Virtual Desktop (AVD) with Nerdio Manager
Microsoft Hyper-V with Remote Desktop Services (RDS)
Neverinstall
OVD Enterprise
Omnissa Cloud PC
Oracle Virtual Desktop Infrastructure (Oracle VDI)
Parallels DaaS
QEMU/KVM
RedVDS
Remote Desktop Services / traditional VDI approaches
Sunlight
ThinLinux/Linux-based Solutions
Thinfinity
UTM
VDON
VMware Horizon Community Edition
VMware Horizon View
Virtual Desktop (VR streaming app for Meta Quest)
Windows App
XTIUM Desktop as a Service
Xen Project
Discontinued, still offered
No shut-down product was recommended here.
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