Ubuntu Desktop vs Windows

Agent access

1. ai-native userPoint an agent at llms.txt or agent-oriented docs

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   Direct probes for llms.txt and machine-readable docs formats at Ubuntu's help site returned 404s, and no evidence pack item shows any agent-oriented documentation endpoint. missing for 10: llms.txt file, agent-readable docs format, any AI-agent documentation entry point.

   • [probe] “PROBE llms.txt: HTTP 404 at https://help.ubuntu.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://help.ubuntu.com/.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://help.ubuntu.com/openapi.json, https://help.ubuntu.com/swagger.json, https://help.ubuntu.com/…”

   proof ↗⚑ flag

   Windows—none0/10

   Direct probes show no llms.txt or agent-oriented docs endpoint exists (404s), and no evidence pack item mentions agent-readable docs formats for Windows.

   • [probe] “PROBE llms.txt: HTTP 404 at https://support.microsoft.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://support.microsoft.com/en-us/windows.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://support.microsoft.com/openapi.json, https://support.microsoft.com/swagger.json, https://supp…”

   proof ↗⚑ flag

2. ai-native userConnect an agent via an official MCP server

   weight 3 · round drawn
   Ubuntu Desktop—none0/10

   Ubuntu Desktop is an OS, not itself an AI agent, so an official MCP server is a plausible ecosystem offering, but no evidence in the pack mentions MCP, agent connectivity, or any such server; probes for API/docs endpoints returned 404s.

   • [probe] “PROBE llms.txt: HTTP 404 at https://help.ubuntu.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://help.ubuntu.com/.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://help.ubuntu.com/openapi.json, https://help.ubuntu.com/swagger.json, https://help.ubuntu.com/…”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence of Windows offering an official MCP server for agents to connect to; the OS docs cover app development, AI Foundry toolkit, and general features but never mention MCP integration.

   ⚑ flag

3. ai-native userUse an official CLI

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   Ubuntu Desktop docs mention it hosts AI/ML tooling and terminals, but there is no evidence of an official Ubuntu CLI purpose-built for AI-native/agentic workflows. missing for 10: any first-party CLI tool or command-line interface documented for AI-agent use, docs/API probes (llms.txt, openapi) all return 404s indicating no such tooling is exposed.

   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”
   • [probe] “PROBE llms.txt: HTTP 404 at https://help.ubuntu.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://help.ubuntu.com/.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://help.ubuntu.com/openapi.json, https://help.ubuntu.com/swagger.json, https://help.ubuntu.com/…”

   proof ↗⚑ flag

   Windows~partialprobed5/10

   PowerShell is referenced as an official CLI/scripting tool for Windows, but the evidence pack gives no detail on AI-native features (e.g., agentic integration, official AI CLI like GitHub Copilot CLI) beyond a bare documentation link. missing for 10: evidence of AI-native CLI capabilities, hands-on validation, and details on how PowerShell integrates with agentic/AI workflows.

   • [probe] “official CLI documented at https://learn.microsoft.com/en-us/powershell/scripting/overview”

   proof ↗⚑ flag

4. ai-native userDrive the product through a documented public API

   weight 3 · round to Windows
   Ubuntu Desktop—none0/10

   Ubuntu Desktop is an operating system with no documented public API for programmatic control; probes for llms.txt, docs-md, and OpenAPI specs all returned 404, and no evidence pack item mentions any scripting/automation API surface.

   • [probe] “PROBE llms.txt: HTTP 404 at https://help.ubuntu.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://help.ubuntu.com/.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://help.ubuntu.com/openapi.json, https://help.ubuntu.com/swagger.json, https://help.ubuntu.com/…”

   proof ↗⚑ flag

   Windows~partialprobed5/10

   Windows exposes documented programmatic surfaces (PowerShell scripting, Win32/WinRT/Windows App SDK APIs in multiple languages) that let a user or script drive the OS, per windows-probe-4 and windows-docs-24. However, there is no evidence of a unified, AI-friendly public API discovery mechanism (llms.txt, OpenAPI spec) — probes for these all returned 404 — so an AI-native agent has no standardized entry point beyond general OS/app development docs. Missing for 10: a consolidated agent-facing API spec (OpenAPI/llms.txt), and explicit documentation framing these APIs for AI-agent automation rather than human app development.

   • [probe] “official CLI documented at https://learn.microsoft.com/en-us/powershell/scripting/overview”
   • [claimed-docs] “C# with .NET 8 or later, C++ (Win32 and C++/WinRT), Rust (via windows-rs crate). XAML is used for UI markup in WinUI 3 and WPF.”
   • [probe] “PROBE llms.txt: HTTP 404 at https://support.microsoft.com/llms.txt”
   • [probe] “PROBE openapi: all candidate paths 404 (https://support.microsoft.com/openapi.json, https://support.microsoft.com/swagger.json, https://supp…”

   proof ↗⚑ flag

5. ai-native userBuild against official SDKs

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   The evidence pack describes Ubuntu Desktop as a general-purpose OS and platform for IDEs/AI-ML tooling, but contains no mention of an official Ubuntu SDK, API, or developer kit that an AI-native user could build against. Probes for docs/API endpoints (llms.txt, openapi.json) all return 404, further indicating no such surface is documented. Missing for 10: any mention of an official Ubuntu SDK/API, developer documentation for building against it, or evidence of a supported SDK ecosystem.

   • [probe] “PROBE llms.txt: HTTP 404 at https://help.ubuntu.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://help.ubuntu.com/.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://help.ubuntu.com/openapi.json, https://help.ubuntu.com/swagger.json, https://help.ubuntu.com/…”

   proof ↗⚑ flag

   Windows~partialclaimed6/10

   Windows does expose official SDKs (Windows App SDK, WinUI 3, Windows AI APIs for Copilot+ PCs, Windows AI Foundry toolkit) with language support (C#/.NET, C++, Rust) documented on learn.microsoft.com, which an AI-native developer could build against. However, the evidence for the AI-specific SDK (windows-docs-23/4) is only a title-level doc reference with no depth on APIs, samples, or independent/hands-on corroboration of building AI apps against it. Missing for 10: detailed AI SDK API reference/samples, independent developer corroboration of building against Windows AI APIs, and broader agentic/automation SDK coverage beyond desktop UI.

   • [claimed-docs] “Build native Windows desktop apps with the Windows App SDK and WinUI 3, the recommended UI framework for new Windows apps.”
   • [claimed-docs] “Get started with Windows AI Foundry toolkit”
   • [claimed-docs] “Windows AI APIs for Copilot+ PCs”
   • [claimed-docs] “C# with .NET 8 or later, C++ (Win32 and C++/WinRT), Rust (via windows-rs crate). XAML is used for UI markup in WinUI 3 and WPF.”
   • [claimed-docs] “Quickstart: Create and run a WinUI 3 project”

   proof ↗⚑ flag

Agentic features

1. ai-native userGet AI-generated insights and suggestions from my data inside the product

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   No evidence that Ubuntu Desktop provides any AI-generated insights or suggestions from user data; the docs only mention being a good platform for running third-party AI/ML tooling, not built-in AI features. Missing for 10: any first-party AI assistant/insight feature, data analysis capability, or in-product suggestion engine.

   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”
   • [claimed-docs] “Each release of Ubuntu delivers the latest applications, libraries, and toolchains. Ubuntu is a primary platform for all major IDEs, game de…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”

   proof ↗⚑ flag

   Windows~partialclaimed4/10

   Windows docs mention Copilot integration ('Get work done faster with Copilot inside your favorite Microsoft apps like Word, Excel, and PowerPoint') and Windows AI APIs/AI Foundry toolkit for Copilot+ PCs, suggesting some AI-driven assistance is present in the OS ecosystem. However, evidence is thin and mostly developer-facing (building AI apps) rather than concrete end-user proof of the OS itself surfacing insights/suggestions from a user's own data (e.g., Recall-style analysis). Missing for 10: hands-on evidence of Windows Copilot analyzing user's local files/data and generating actionable insights, independent corroboration of this working in practice, and detail on scope/limits of the feature.

   • [claimed-docs] “Get work done faster with Copilot inside your favorite Microsoft apps like Word, Excel, and PowerPoint.”
   • [claimed-docs] “Get started with Windows AI Foundry toolkit”
   • [claimed-docs] “Windows AI APIs for Copilot+ PCs”

   proof ↗⚑ flag

2. ai-native userSet up automations that run autonomously in the background

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   Ubuntu Desktop is a general-purpose OS where background automation (e.g., cron/systemd timers, agent scheduling) is plausible, but the evidence pack contains no mention of automation frameworks, task scheduling, or AI-agent orchestration capabilities—only a generic 'start an application at login' doc entry, which is not autonomous background automation. Missing for 10: any documentation of scheduling/automation tooling (cron, systemd timers, or AI-agent orchestration), evidence of autonomous background task execution, and any AI-native automation setup guidance.

   • [claimed-docs] “Start an application at login”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence in the pack of an autonomous background automation/agent feature (e.g., Task Scheduler-like AI agents, Copilot autonomous workflows) - only mentions of Copilot as an in-app assistant and general OS features. Missing for 10: any documentation of background/autonomous AI automations, agentic task execution, or scheduled AI-driven workflows.

   • [claimed-docs] “Get work done faster with Copilot inside your favorite Microsoft apps like Word, Excel, and PowerPoint.”
   • [claimed-docs] “Windows AI APIs for Copilot+ PCs”

   proof ↗⚑ flag

3. ai-native userDelegate tasks to a built-in AI assistant inside the product

   weight 3 · round to Windows
   Ubuntu Desktop—none0/10

   No evidence of a built-in AI assistant in Ubuntu Desktop; the pack only mentions Ubuntu being a platform capable of running AI/ML software and tooling, not any first-party assistant users could delegate tasks to.

   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”
   • [claimed-docs] “Each release of Ubuntu delivers the latest applications, libraries, and toolchains. Ubuntu is a primary platform for all major IDEs, game de…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”

   proof ↗⚑ flag

   Windows~partialclaimed5/10

   Windows ships Copilot integrated into the OS/Microsoft apps (Word, Excel, PowerPoint) allowing task delegation, plus Windows AI Foundry toolkit for AI capabilities, but evidence is thin on Copilot's autonomous task-delegation depth (e.g., agentic workflows, multi-step task execution) and is largely marketing-level docs without hands-on corroboration. Missing for 10: independent/hands-on evidence of Copilot performing delegated multi-step tasks, details on scope/limits of assistant autonomy, and confirmation beyond promotional copy.

   • [claimed-docs] “Get work done faster with Copilot inside your favorite Microsoft apps like Word, Excel, and PowerPoint.”
   • [claimed-docs] “Get started with Windows AI Foundry toolkit”
   • [claimed-docs] “Windows AI APIs for Copilot+ PCs”

   proof ↗⚑ flag

4. ai-native userOperate the product with natural-language commands

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   No evidence of any natural-language command interface, AI assistant, or voice/text-based control mechanism built into Ubuntu Desktop; evidence only covers installation, hardware compatibility, security, and desktop environment discussions. The HUD 'type to find menu items' feature mentioned in community comments (ubuntu-comm-3) refers to a discontinued Unity feature, not natural-language command control, and probes show no AI-native documentation endpoints exist.

   • [community] “The killer feature of Unity is the HUD allowing you to simply type to find menu items. Saves so much time going through options.”
   • [probe] “PROBE llms.txt: HTTP 404 at https://help.ubuntu.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://help.ubuntu.com/.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://help.ubuntu.com/openapi.json, https://help.ubuntu.com/swagger.json, https://help.ubuntu.com/…”

   proof ↗⚑ flag

   Windows~partialclaimed3/10

   Windows ships Copilot integration in Office apps and Windows AI Foundry/Copilot+ PC APIs, suggesting some natural-language assistant capability, but there's no evidence of broad OS-level control via natural-language commands (e.g., managing files, settings, or apps purely through NL input). missing for 10: evidence of natural-language command support across core OS functions (file management, settings, system control), independent hands-on verification of Copilot's OS-level command capabilities.

   • [claimed-docs] “Get work done faster with Copilot inside your favorite Microsoft apps like Word, Excel, and PowerPoint.”
   • [claimed-docs] “Get started with Windows AI Foundry toolkit”
   • [claimed-docs] “Windows AI APIs for Copilot+ PCs”

   proof ↗⚑ flag

App installation

1. power-userChoose among official variants of the OS with different desktop environments and default apps

   weight 1 · round to Ubuntu Desktop
   Ubuntu Desktop✓fullcommunity7/10

   Official docs explicitly state Ubuntu offers 'different choices of default desktop environment, applications and settings' backed by the full Ubuntu archive, and community threads corroborate real-world variety across Unity, GNOME, KDE, and Compiz-based setups. Missing for 10: explicit naming/branding of official flavors (Kubuntu, Xubuntu, Lubuntu, etc.) and a direct link to a flavors page confirming they are first-party/official rather than community forks.

   • [claimed-docs] “Experience Ubuntu with different choices of default desktop environment, applications and settings, backed by the full Ubuntu archive for pa…”
   • [community] “Unity was OK once the global menu was disabled. Today I use KDE - it lets me configure it the way I want.”
   • [community] “I used Compiz with 17.04 and it was nice, but decided to try native GNOME with 18.04 after a reinstall. Not perfect but does the job, and di…”

   proof ↗⚑ flag

   Windows—none0/10

   Windows does not offer official variants with different desktop environments/default apps akin to Linux distros; evidence pack only discusses editions (Pro/Home/Enterprise) which differ in licensing/features, not desktop environment choice, and there's no mention of alternate official DE options or default-app-swappable variants.

   ⚑ flag

2. power-userInstall thousands of applications directly from an official software catalog

   weight 3 · round to Ubuntu Desktop
   Ubuntu Desktop✓fullclaimed7/10

   Ubuntu docs claim thousands of applications available via the Ubuntu archive/software catalog spanning IDEs, games, AI/ML tools, browsers, and more, backed by the full Ubuntu archive for packages and updates. Missing for 10: no independent/hands-on corroboration of catalog size or ease-of-install experience (e.g., Snap Store/App Center usage), and no detail on the actual install UX or package counts.

   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”
   • [claimed-docs] “Thousands of applications”
   • [claimed-docs] “Experience Ubuntu with different choices of default desktop environment, applications and settings, backed by the full Ubuntu archive for pa…”
   • [claimed-docs] “Each release of Ubuntu delivers the latest applications, libraries, and toolchains. Ubuntu is a primary platform for all major IDEs, game de…”
   • [claimed-docs] “Ubuntu offers essential applications for web browsing, messaging, gaming, and content creation, including Firefox, Chrome, Discord, Steam, a…”

   proof ↗⚑ flag

   Windows~partialclaimed5/10

   Windows has the Microsoft Store as an official app catalog and docs confirm app submission and broad software/accessory compatibility, but the evidence pack never establishes scale ('thousands of apps') or a rich curated catalog experience, and no independent corroboration of catalog breadth is present. missing for 10: evidence of Store catalog size/breadth, independent corroboration of app-ecosystem richness, comparison to third-party app availability outside the Store.

   • [claimed-docs] “Submit your app to the Microsoft Store”
   • [claimed-docs] “Start with the fundamentals, design great experiences, build your app, and prepare it for distribution.”
   • [claimed-docs] “Yes, most applications, devices, and accessories that worked with Windows 10 are compatible with Windows 11.”

   proof ↗⚑ flag

3. switcherSearch and filter the app catalog by category to find familiar software

   weight 1 · round drawn
   Ubuntu Desktop—none0/10

   The evidence pack mentions Ubuntu having 'thousands of applications' and lists specific apps (Firefox, Chrome, Discord, Steam, OBS Studio) but contains no documentation of an app catalog/store UI with search or category-filtering functionality (e.g., Ubuntu Software/App Center). Missing for 10: any mention of the App Center/Software Center interface, its search bar, or category browsing feature.

   • [claimed-docs] “Thousands of applications”
   • [claimed-docs] “Ubuntu offers essential applications for web browsing, messaging, gaming, and content creation, including Firefox, Chrome, Discord, Steam, a…”

   proof ↗⚑ flag

   Windows—none0/10

   Evidence covers building/submitting apps to the Microsoft Store and general Windows features, but nothing describes app catalog browsing/search/filter-by-category functionality for end users to find familiar software.

   ⚑ flag

4. switcherInstall popular desktop apps with a single click from a built-in app store

   weight 3 · round drawn
   Ubuntu Desktop~partialclaimed4/10

   Evidence confirms Ubuntu ships with access to a large catalog of applications (thousands of apps, including named popular apps like Firefox, Chrome, Discord, Steam, OBS Studio), implying an app-store style ecosystem, but no evidence explicitly names the built-in app store (e.g., Ubuntu Software/App Center) or describes a single-click install flow or UX for switchers. Missing for 10: explicit documentation of the app store interface, one-click install workflow, and independent/hands-on confirmation of ease-of-use for a switcher persona.

   • [claimed-docs] “Thousands of applications”
   • [claimed-docs] “Ubuntu offers essential applications for web browsing, messaging, gaming, and content creation, including Firefox, Chrome, Discord, Steam, a…”
   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”

   proof ↗⚑ flag

   Windows~partialclaimed4/10

   Evidence confirms Windows has a Microsoft Store submission pipeline for apps, implying an app store exists for installing apps, but there's no evidence describing the consumer one-click install experience, curated popular-app catalog, or switcher-focused onboarding. missing for 10: evidence of the Store's consumer install UX, catalog breadth/popularity of apps, one-click install flow, and independent corroboration of ease-of-use for switchers.

   • [claimed-docs] “Submit your app to the Microsoft Store”
   • [claimed-docs] “Start with the fundamentals, design great experiences, build your app, and prepare it for distribution.”

   proof ↗⚑ flag

Bundled apps

1. switcherRely on built-in utilities like calendar, weather, maps, and clock apps out of the box

   weight 1 · round drawn
   Ubuntu Desktop—none0/10

   No evidence pack items mention built-in calendar, weather, maps, or clock apps; the docs only reference general app availability (browsers, IDEs, games) and desktop environment history, not these specific stock utilities.

   ⚑ flag

   Windows—none0/10

   No evidence pack items mention built-in calendar, weather, maps, or clock apps shipping with Windows; the docs focus on app development frameworks (WinUI, MSIX) and unrelated features like Snap layouts, Windows Hello, and Copilot integration.

   ⚑ flag

Windows compatibility

1. power-userRun a full Windows environment in a virtual machine for apps not natively available

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence describes running a Windows VM (e.g., via KVM/QEMU, VirtualBox, GNOME Boxes) on Ubuntu Desktop; the only virtualization-adjacent evidence (ubuntu-docs-6, ubuntu-docs-21) is WSL, which runs Linux inside Windows — the opposite direction from the story. Dual-boot mentions (ubuntu-docs-3, ubuntu-docs-22) address running Ubuntu alongside Windows on bare metal, not virtualizing Windows inside Ubuntu.

   ⚑ flag

   Windows—none0/10

   The evidence pack contains nothing about Hyper-V, Windows Sandbox, or any native virtualization feature that would let a power-user run a full Windows VM. The only virtualization-adjacent mentions are about WSL (running Linux inside Windows), which is the opposite direction and does not address running Windows itself in a VM for legacy/native apps. Missing for 10: any documentation of Hyper-V/Windows Sandbox, VM licensing terms, or hands-on evidence of running Windows-in-VM for app compatibility.

   • [community] “I find it amazing that you can have such a functional Ubuntu environment by translating system calls... Microsoft calls it their 'Windows Su…”
   • [community] “Windows 10 is not bad at all, and I would have enjoyed keeping a Windows 10 machine handy with the new Ubuntu user land support.”

   proof ↗⚑ flag

1. ai-native userPerform bulk operations across many items at once

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of any bulk-operation, scripting, or batch-automation capability for AI-native workflows; evidence pack covers desktop environment history, installation, and general marketing only. Missing for 10: any mention of shell scripting/CLI batch tools, automation APIs, or bulk file/task operations tailored to AI-native usage.

   ⚑ flag

   Windows—none0/10

   The evidence pack covers Windows app development, UI, security, and general OS features but contains no documentation of bulk operations across many items (e.g., batch file management, scripted mass operations, or automation UI for AI-native workflows) beyond a passing mention of PowerShell as a CLI, which is not elaborated as supporting bulk item operations.

   • [probe] “official CLI documented at https://learn.microsoft.com/en-us/powershell/scripting/overview”

   proof ↗⚑ flag

2. ai-native userDefine rules that trigger actions automatically on events

   weight 3 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of any event-driven rule/automation engine (e.g., triggers, scripting hooks, IFTTT-style automation) in Ubuntu Desktop; the only related item ('Start an application at login') is a static startup setting, not a rules/event automation system. Missing for 10: any documentation of an automation/rules framework, event trigger system, or scripting API tied to system events.

   • [claimed-docs] “Start an application at login”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence describes user-definable rule/event/action automation (e.g., Task Scheduler, Power Automate, Shortcuts) in this evidence pack; only general app platform, security, and Copilot mentions are present.

   ⚑ flag

3. ai-native userSchedule recurring jobs or workflows

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   The evidence pack contains no mention of cron, systemd timers, task scheduling, or any automation/workflow-scheduling capability in Ubuntu Desktop; only general marketing and desktop-environment community discussion are present. Since scheduling recurring jobs is a plausible OS-level capability, its total absence from the evidence pack means the story is unsupported rather than out-of-scope.

   ⚑ flag

   Windows—none0/10

   The evidence pack contains no mention of Windows Task Scheduler, cron-like automation, or any workflow/job scheduling capability—only PowerShell as a general scripting CLI and unrelated app/OS feature docs. While scheduling recurring jobs is a plausible capability for an OS, nothing in the provided evidence demonstrates it.

   • [probe] “official CLI documented at https://learn.microsoft.com/en-us/powershell/scripting/overview”

   proof ↗⚑ flag

4. ai-native userVersion, review, and roll back my automations

   weight 1 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of any automation-versioning, review, or rollback capability for AI-native workflows; Ubuntu Desktop evidence covers OS installation, desktop environments, and general features only.

   ⚑ flag

   Windows—none0/10

   No evidence of any versioning, review, or rollback mechanism for automations (e.g., PowerShell scripts, Task Scheduler jobs) in Windows; evidence pack covers UI frameworks, Store submission, and unrelated OS features.

   ⚑ flag

Ai native tools

1. ai-native userDictate text anywhere in the system using built-in AI dictation

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of built-in AI dictation feature anywhere in the pack; only accessibility mentions are screen reader/read-aloud, not dictation, and no AI dictation tool is referenced.

   ⚑ flag

   Windows—none0/10

   The evidence pack mentions Live Captions, Copilot integration, and voice-related accessibility features like Studio Effects, but there is no mention of a system-wide AI dictation feature for typing/text input anywhere in Windows.

   ⚑ flag

Display comfort

1. power-userSwitch to dark mode or enable a night light to reduce eye strain

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence in the pack mentions dark mode, night light, or display color temperature settings; docs cover unrelated topics like installation, security, drivers, and accessibility. Absence of evidence for this applicable customization axis yields 'none'. missing for 10: any mention of dark mode toggle, night light/blue-light-reduction feature, or GNOME appearance settings.

   ⚑ flag

   Windows—none0/10

   No evidence in the pack mentions dark mode, night light, or display/eye-strain settings; the docs cover app development, security, and unrelated features. Missing for 10: any documentation or community mention of dark mode toggle or night light/blue-light reduction feature.

   ⚑ flag

Productivity tools

1. power-userAutomate repetitive tasks using a built-in automation/scripting tool

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   The evidence pack shows general OS features (terminal, WSL, driver installation, accessibility) but no mention of a built-in automation/scripting tool (e.g., macro recorder, GNOME Shell scripting extensions, workflow automation app) that a power-user could use to automate repetitive tasks; only a tangential 'start an application at login' doc exists, which is not an automation tool.

   • [claimed-docs] “Start an application at login”
   • [claimed-docs] “Change the default terminal”

   proof ↗⚑ flag

   Windows~partialprobed4/10

   Windows ships PowerShell as its built-in scripting/automation tool, confirmed only by a single official docs link in the evidence pack, with no detail on Task Scheduler, batch/VBScript, or independent corroboration of real-world automation workflows. Missing for 10: depth on Task Scheduler/other automation tools, hands-on user testimonials, and detail on PowerShell's actual automation capabilities beyond the link.

   • [probe] “official CLI documented at https://learn.microsoft.com/en-us/powershell/scripting/overview”

   proof ↗⚑ flag

2. power-userAccess a unified clipboard history across text and images with one hotkey

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence in the pack mentions a unified clipboard history feature (text or images) or a hotkey to access it in Ubuntu Desktop; docs cover installation, drivers, accessibility, and unrelated topics only.

   ⚑ flag

   Windows—none0/10

   The evidence pack contains no mention of Windows Clipboard History (Win+V) or unified clipboard sync across text/images; only unrelated features like Snap layouts, Copilot, and Windows Hello are documented. This is a fair capability for an OS to ship, but no supporting evidence is present.

   ⚑ flag

Theming

1. designerCreate a custom system theme using a GUI color and background picker

   weight 1 · round drawn
   Ubuntu Desktop—none0/10

   No evidence in the pack describes GNOME Settings' background/appearance picker or any GUI theming tool for creating custom system themes; docs only mention generic desktop environment choices and unrelated topics like accessibility, drivers, and installation.

   ⚑ flag

   Windows—none0/10

   The evidence pack contains no mention of a GUI color/background picker or system theme customization tool for designers; only unrelated docs on app development, security, and general OS features are provided.

   ⚑ flag

2. power-userInstantly switch between multiple built-in visual themes that restyle the whole desktop

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   The evidence pack has no documentation or community reports describing a built-in Ubuntu Desktop feature for instantly switching between multiple pre-installed visual themes; it only mentions different desktop environments as separate flavors/installs (ubuntu-docs-8) and historical discussion of Unity/GNOME/Compiz as distinct DEs rather than a theme-switcher, which is a different mechanism than restyling the whole desktop on the fly.

   • [claimed-docs] “Experience Ubuntu with different choices of default desktop environment, applications and settings, backed by the full Ubuntu archive for pa…”
   • [community] “When Ubuntu moved to GNOME shell with their customizations, it felt strange for a couple hours, then everything made sense - icons are where…”
   • [community] “Unity was OK once the global menu was disabled. Today I use KDE - it lets me configure it the way I want.”

   proof ↗⚑ flag

   Windows—none0/10

   The evidence pack contains no mention of built-in visual themes, dark/light mode switching, or desktop restyling features in Windows; only tangential docs on app development, Snap layouts, and unrelated community complaints are present.

   ⚑ flag

Accounts sync

1. switcherBring my online calendar, contacts, and data into the desktop with online account integration

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence pack item mentions GNOME Online Accounts or any calendar/contacts/data sync integration feature; the docs cover installation, hardware, drivers, and desktop environment history but nothing about online account integration.

   ⚑ flag

   Windows—none0/10

   The evidence pack contains no documentation of Windows features (e.g., Mail/Calendar/People apps, Microsoft Account contact/calendar sync) that let a switcher import online calendar, contacts, or data into the desktop. The only account-related evidence concerns friction with mandatory Microsoft Account sign-in (PIN requirement, truncated directory names) rather than data/calendar/contacts integration itself.

   • [community] “They have not removed it, it just is not visible by default if you are connected to the internet. Either run the setup without being connect…”
   • [community] “The online account is crap... I cannot even set a password, it asks me to set up a PIN number to log in.”
   • [community] “There is a long-standing Windows bug where local user directory names are created using a truncated version of the online account's name. Th…”

   proof ↗⚑ flag

Cross device continuity

1. power-userCopy content on one device and paste it on another paired device

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence pack item mentions cross-device clipboard sync (e.g., GSConnect/KDE Connect style paired-device copy/paste) for Ubuntu Desktop; all citations cover installation, hardware support, desktop environment history, or unrelated topics. Missing for 10: any mention of a clipboard-sharing/paired-device feature, official docs on device pairing, or third-party integration enabling cross-device copy-paste.

   ⚑ flag

   Windows—none0/10

   No evidence pack items mention Windows Clipboard sync/Cloud Clipboard or cross-device paste features; only tangential docs on apps, security, and gaming are present.

   ⚑ flag

2. power-userStart a task on one device and finish it on another paired device

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of any cross-device handoff/continuity feature (e.g., cloud sync of app state, clipboard/session continuity) for Ubuntu Desktop; evidence only covers general OS features, installation, drivers, and desktop environment history. Missing for 10: any documentation of a continuity/handoff feature, cross-device session sync, or paired-device workflow.

   ⚑ flag

   Windows—none0/10

   No evidence of cross-device continuity features (e.g., Handoff-like task continuation, Cloud Clipboard, Phone Link continuity, timeline) in the provided pack; only unrelated app-dev, Snap layouts, security, and general community commentary are present.

   ⚑ flag

File sharing

1. power-userSend files wirelessly between nearby paired devices

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence in the pack mentions wireless file sharing between paired devices (e.g., no reference to GNOME's file-sharing/Nautilus Send Files or similar Bluetooth/Wi-Fi Direct feature). While such a capability could plausibly exist in a desktop OS, nothing here documents it, so it cannot be credited beyond none. Missing for 10: any documentation of a wireless file-transfer feature, pairing setup, or hands-on confirmation it works.

   ⚑ flag

   Windows—none0/10

   No evidence in the pack mentions Windows' Nearby Sharing feature or any wireless file-transfer capability between paired devices; only unrelated docs, accessibility, and gaming/UI features are covered.

   ⚑ flag

Localization

1. switcherUse the desktop in my own language thanks to community or official translations

   weight 1 · round drawn
   Ubuntu Desktop—none0/10

   No evidence pack items mention language packs, translations, localization, or community translation efforts for Ubuntu Desktop; all cited docs and community threads focus on unrelated topics like desktop environments, drivers, and installation. missing for 10: any mention of language packs, translation infrastructure (e.g., Launchpad Translations), locale support, or community/official localization efforts.

   ⚑ flag

   Windows—none0/10

   The evidence pack contains no mention of language packs, localization, or community/official translation support for the Windows desktop.

   ⚑ flag

Phone integration

1. power-userView and control my phone directly from my desktop

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of any phone integration, screen mirroring, or device-linking feature (e.g., GSConnect/KDE Connect equivalent) in Ubuntu Desktop's documentation or community feedback; 'Share your desktop remotely' refers to remote desktop sharing, not phone control.

   ⚑ flag

   Windows—none0/10

   No evidence in the pack mentions Phone Link, Your Phone app, or any feature allowing viewing/controlling a phone from the desktop; evidence covers app development, security, and unrelated community complaints.

   ⚑ flag

Ai native tools

1. ai-native userUse built-in AI coding agents directly in the terminal to write and run code

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of any built-in AI coding agent or terminal AI tooling shipped with Ubuntu Desktop; docs mention it's a good platform for AI/ML software but nothing about built-in agents in the terminal. Missing for 10: any mention of a bundled AI coding agent, CLI AI assistant, or terminal-integrated AI tool.

   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”
   • [claimed-docs] “Each release of Ubuntu delivers the latest applications, libraries, and toolchains. Ubuntu is a primary platform for all major IDEs, game de…”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence of built-in AI coding agents accessible in Windows Terminal or any terminal-based AI coding assistant; docs mention Copilot in Office apps and Windows AI Foundry for building AI apps, but nothing about a terminal-integrated coding agent.

   • [claimed-docs] “Get started with Windows AI Foundry toolkit”
   • [claimed-docs] “Get work done faster with Copilot inside your favorite Microsoft apps like Word, Excel, and PowerPoint.”
   • [claimed-docs] “Windows AI APIs for Copilot+ PCs”

   proof ↗⚑ flag

Cross platform dev

1. developerRun a full Linux terminal environment inside another host OS for development and tooling

   weight 2 · round drawn
   Ubuntu Desktop✓fullclaimed7/10

   Ubuntu's own docs explicitly describe running 'a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux' for development and AI/ML tooling, directly matching the story. Missing for 10: independent/hands-on corroboration of WSL experience and any detail on setup/performance beyond marketing copy.

   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”

   proof ↗⚑ flag

   Windows✓fullcommunity7/10

   Community evidence explicitly confirms Windows Subsystem for Linux provides a functional, full Ubuntu terminal environment via syscall translation, which is exactly this developer story. However, the evidence pack lacks first-party Microsoft docs specifically on WSL setup/usage (the docs items here cover WinUI, Copilot, Store, etc., not WSL). Missing for 10: first-party WSL documentation citation, details on WSL2 kernel/distro management, and more recent independent corroboration beyond a single old HN thread.

   • [community] “I find it amazing that you can have such a functional Ubuntu environment by translating system calls... Microsoft calls it their 'Windows Su…”
   • [community] “Windows 10 is not bad at all, and I would have enjoyed keeping a Windows 10 machine handy with the new Ubuntu user land support.”

   proof ↗⚑ flag

2. developerUse the latest IDEs, toolchains, and AI/ML software on a primary supported platform

   weight 2 · round drawn
   Ubuntu Desktop~partialclaimed6/10

   Ubuntu's own docs explicitly claim it is a primary platform for major IDEs, toolchains, and AI/ML software, with each release delivering latest libraries and toolchains, plus WSL support for AI/ML tooling. However, this is entirely first-party marketing copy with no independent/hands-on corroboration of specific IDE or AI/ML toolchain support, and community evidence in this pack focuses on desktop environment history rather than dev tooling. Missing for 10: independent verification of specific IDE/AI-ML toolchain support, hands-on developer testimonials confirming 'latest' versions are readily available, and detail on how currency compares to competitors.

   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”
   • [claimed-docs] “Each release of Ubuntu delivers the latest applications, libraries, and toolchains. Ubuntu is a primary platform for all major IDEs, game de…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”

   proof ↗⚑ flag

   Windows~partialcommunity6/10

   Microsoft docs show first-party support for modern dev toolchains (Windows App SDK/WinUI 3, C#/.NET 8+, C++, Rust via windows-rs, MSIX packaging) and AI-specific tooling (Windows AI Foundry, Windows AI APIs for Copilot+ PCs), and community evidence confirms WSL provides a functional Linux dev environment on Windows. However, there's no direct evidence of support for widely-used third-party IDEs (VS Code, JetBrains) or major ML frameworks (PyTorch/TensorFlow/CUDA), and community reports raise reliability concerns (CrowdStrike-induced BSOD outage) that could affect dev workflows. Missing for 10: explicit IDE ecosystem coverage beyond Microsoft's own stack, ML/AI framework compatibility evidence, and independent corroboration of toolchain performance/stability for dev workloads.

   • [claimed-docs] “Build native Windows desktop apps with the Windows App SDK and WinUI 3, the recommended UI framework for new Windows apps.”
   • [claimed-docs] “Get started with Windows AI Foundry toolkit”
   • [claimed-docs] “Quickstart: Create and run a WinUI 3 project”
   • [claimed-docs] “Windows AI APIs for Copilot+ PCs”
   • [claimed-docs] “C# with .NET 8 or later, C++ (Win32 and C++/WinRT), Rust (via windows-rs crate). XAML is used for UI markup in WinUI 3 and WPF.”
   • [community] “I find it amazing that you can have such a functional Ubuntu environment by translating system calls... Microsoft calls it their 'Windows Su…”
   • [community] “I tried with Windows 10, and Windows Server 2019. Windows 2019 is super fast to set up and literally compiled the same c code in half the ti…”

   proof ↗⚑ flag

3. developerGet a full desktop developer experience running on low-cost single-board computers

   weight 1 · round to Ubuntu Desktop
   Ubuntu Desktop~partialclaimed4/10

   Ubuntu explicitly claims certification on Raspberry Pi with a 'rich developer experience' and broader docs describe strong IDE/AI-ML tooling support, but there is no independent or hands-on evidence validating performance, package availability, or workflow parity on low-cost SBCs specifically. missing for 10: hands-on/independent corroboration of SBC dev experience, benchmarks or details on which IDEs/tools work well on Arm SBCs, coverage of other low-cost boards beyond Raspberry Pi.

   • [claimed-docs] “Ubuntu Desktop is also certified on the Raspberry Pi, delivering a rich developer experience on this powerful Arm device.”
   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”
   • [claimed-docs] “Each release of Ubuntu delivers the latest applications, libraries, and toolchains. Ubuntu is a primary platform for all major IDEs, game de…”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence in the pack addresses Windows running on low-cost single-board computers (e.g., Raspberry Pi) or ARM-based SBC developer experience; all docs focus on standard desktop app development, UI frameworks, and general Windows features unrelated to SBC hardware support.

   ⚑ flag

Dev environment

1. developerUse container tools out of the box with no additional setup required

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence that Ubuntu Desktop ships Docker/Podman or other container tooling pre-installed or configured out of the box; docs only mention general dev-platform claims, WSL, IDE support, and app availability, not container tools specifically.

   ⚑ flag

   Windows—none0/10

   No evidence pack items mention Docker, containers, WSL2 container integration, or any out-of-the-box container tooling for Windows; documentation focuses on WinUI/app development, Store submission, and general OS features. Missing for 10: any mention of built-in container runtime, Docker Desktop bundling, or container CLI shipped by default.

   ⚑ flag

2. developerQuickly set up preconfigured development environments for popular frameworks and languages

   weight 2 · round drawn
   Ubuntu Desktop~partialclaimed4/10

   Ubuntu Desktop docs claim it's a primary platform for IDEs, AI/ML tooling, and each release ships 'latest applications, libraries, and toolchains' plus full package archive access, which supports general dev-environment setup, but there's no evidence of preconfigured, one-click framework/language environment tooling (e.g., devcontainers, stack installers, version managers) specifically for quick setup. Missing for 10: dedicated preconfigured environment tooling, framework-specific quick-setup workflows, independent hands-on validation of ease/speed of environment setup.

   • [claimed-docs] “Ubuntu is a primary platform for all major IDEs, game development tools, and AI/ML software.”
   • [claimed-docs] “Each release of Ubuntu delivers the latest applications, libraries, and toolchains. Ubuntu is a primary platform for all major IDEs, game de…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”

   proof ↗⚑ flag

   Windows~partialcommunity4/10

   Windows docs show support for major languages/frameworks (C#, .NET, C++, Rust, WinUI) and community evidence confirms WSL lets developers spin up a full Linux userland (e.g., Ubuntu) for cross-platform dev work, which counts as an OS-level way to get a preconfigured environment. However there's no evidence of a dedicated 'quick setup' tool (e.g., Dev Home, winget dev environment configs, dev containers) that packages a full preconfigured stack for popular frameworks. Missing for 10: dedicated dev-environment provisioning tool/docs (Dev Home, winget manifests, devcontainer support), first-party quickstart tutorials for multiple frameworks beyond WinUI, and independent hands-on confirmation of setup speed.

   • [claimed-docs] “C# with .NET 8 or later, C++ (Win32 and C++/WinRT), Rust (via windows-rs crate). XAML is used for UI markup in WinUI 3 and WPF.”
   • [community] “I find it amazing that you can have such a functional Ubuntu environment by translating system calls... Microsoft calls it their 'Windows Su…”
   • [community] “Windows 10 is not bad at all, and I would have enjoyed keeping a Windows 10 machine handy with the new Ubuntu user land support.”
   • [claimed-docs] “Quickstart: Create and run a WinUI 3 project”

   proof ↗⚑ flag

3. developerGet a full set of packages, tools, and runtimes ready to use with a single command

   weight 3 · round to Ubuntu Desktop
   Ubuntu Desktop~partialclaimed4/10

   Ubuntu's marketing pages emphasize a 'full Ubuntu archive for packages and updates,' broad IDE/AI-ML tooling support, and WSL integration, implying a rich package ecosystem, but no evidence describes an actual single command (e.g., a meta-package or setup script) that installs a complete developer toolchain in one step. missing for 10: a concrete single-command install example (e.g., apt install build-essential/ubuntu-dev-tools or similar), independent hands-on confirmation of a one-command full dev environment setup.

   • [claimed-docs] “Experience Ubuntu with different choices of default desktop environment, applications and settings, backed by the full Ubuntu archive for pa…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”
   • [claimed-docs] “Each release of Ubuntu delivers the latest applications, libraries, and toolchains. Ubuntu is a primary platform for all major IDEs, game de…”
   • [claimed-docs] “The power of a full Ubuntu terminal environment on Windows with Windows Subsystem for Linux. Streamline web application development, run cut…”

   proof ↗⚑ flag

   Windows—none0/10

   The evidence pack has no mention of winget, Windows Package Manager, Dev Home, or any single-command bootstrap for installing packages/tools/runtimes; it only covers app development frameworks (WinUI, Windows App SDK) and PowerShell as a scripting CLI, none of which describe a one-command full dev environment setup. missing for 10: evidence of winget/package manager, evidence of a documented single-command install of packages/tools/runtimes, any dev-environment bootstrap tool.

   • [claimed-docs] “C# with .NET 8 or later, C++ (Win32 and C++/WinRT), Rust (via windows-rs crate). XAML is used for UI markup in WinUI 3 and WPF.”
   • [probe] “official CLI documented at https://learn.microsoft.com/en-us/powershell/scripting/overview”

   proof ↗⚑ flag

4. developerQuickly create and run virtual machines without manual configuration

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence pack items mention VM creation tools (e.g., GNOME Boxes, virt-manager, KVM/QEMU integration) or any quick VM provisioning workflow; the docs focus on installation, WSL, drivers, and desktop environment topics only. missing for 10: any mention of virtualization tooling, GNOME Boxes/virt-manager, VM creation UI, or automated VM provisioning workflow.

   ⚑ flag

   Windows—none0/10

   No evidence pack items discuss Hyper-V, WSL VM creation, or any tooling for quickly spinning up virtual machines without manual configuration; the docs cover UI frameworks, app packaging, and general OS features instead. This is a fair axis for an OS/dev platform, but absence of relevant evidence means it is not shown to be delivered.

   ⚑ flag

Gpu drivers

1. developerInstall GPU vendor drivers and build custom kernel modules for accelerated workloads

   weight 2 · round to Ubuntu Desktop
   Ubuntu Desktop~partialcommunity7/10

   Ubuntu's official docs explicitly cover installing NVIDIA drivers and building custom NVIDIA kernel modules via DKMS, directly matching the story. However, coverage is NVIDIA-specific (no explicit mention of AMD/Intel GPU driver workflows) and a dated community comment notes friction with proprietary driver blobs on Nvidia hardware. Missing for 10: independent hands-on corroboration of successful DKMS module builds, and documentation for non-NVIDIA GPU vendors.

   • [claimed-docs] “Install NVIDIA drivers”
   • [claimed-docs] “Build your own NVIDIA modules using the DKMS package”
   • [community] “Don't bother - the Alienware Ubuntu box's Nvidia GTX 645 wants you to use proprietary driver blobs without any source code.”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence in the pack addresses GPU driver installation or kernel-mode driver development (WDK, DDI, signing) for Windows; the docs focus on app development frameworks (WinUI, MSIX) and consumer features, not device driver/kernel module tooling.

   ⚑ flag

Power performance

1. power-userInstall and use the OS without vendor lock-in on hardware of my choosing

   weight 1 · round to Ubuntu Desktop
   Ubuntu Desktop✓fullcommunity8/10

   Ubuntu is documented as freely installable on a huge range of third-party hardware (Dell, HP, Lenovo, Raspberry Pi, older machines, dual-boot or replace Windows) with no proprietary lock-in, and includes docs for driver installation (NVIDIA), disk encryption, and hardware certification. Community threads confirm real-world usage across diverse hardware, though some note friction with proprietary GPU drivers on certain machines, a minor practical caveat rather than a contradiction of the no-lock-in claim. missing for 10: independent benchmarking across a wide hardware matrix, and explicit vendor commentary confirming freedom from lock-in beyond marketing copy.

   • [claimed-docs] “Download Ubuntu Desktop and replace your current operating system. It's easy to install in place of Windows, or run Ubuntu alongside it.”
   • [claimed-docs] “installing Ubuntu on older hardware can improve performance and extend the lifespan of your devices.”
   • [claimed-docs] “Ubuntu Desktop is also certified on the Raspberry Pi, delivering a rich developer experience on this powerful Arm device.”
   • [claimed-docs] “Ubuntu is available on a huge range of devices from the world's largest hardware manufacturers, including Dell, HP, and Lenovo.”
   • [claimed-docs] “As a lightweight and highly efficient operating system, installing Ubuntu on older hardware can improve performance and extend the lifespan …”
   • [claimed-docs] “Install NVIDIA drivers”
   • [community] “Don't bother - the Alienware Ubuntu box's Nvidia GTX 645 wants you to use proprietary driver blobs without any source code.”
   • [community] “Using Ubuntu/Compiz for a couple years, it has annoying quirks e.g. child windows popping up on the wrong monitor - thank goodness for WIN+S…”

   proof ↗⚑ flag

   Windows!disputedcontradicted4/10

   Windows docs claim broad hardware/device compatibility (windows-docs-10, windows-docs-11) suggesting freedom of hardware choice, but community evidence shows Microsoft has been increasingly forcing a Microsoft Account sign-in (hiding the local-account option, requiring workarounds like disconnecting from the internet) and bundling mandatory telemetry/updates, which is a form of vendor lock-in that contradicts the 'no lock-in' framing (windows-comm-6, windows-comm-7, windows-comm-8, windows-comm-11). Missing for 10: clear first-party documentation of unrestricted local-account/offline install options, and no independent confirmation that hardware freedom extends to full account/software independence.

   • [claimed-docs] “Works with your apps and accessories”
   • [claimed-docs] “Yes, most applications, devices, and accessories that worked with Windows 10 are compatible with Windows 11.”
   • [community] “They have not removed it, it just is not visible by default if you are connected to the internet. Either run the setup without being connect…”
   • [community] “The online account is crap... I cannot even set a password, it asks me to set up a PIN number to log in.”
   • [community] “Before Nadella, Windows wasn't nearly as user-hostile as it is now. There was no mandatory telemetry, there were no forced updates... now th…”
   • [community] “Tracking and privacy on Windows is becoming atrocious, I didn't know about the built-in keylogger until I ran a declutter tool.”

   proof ↗⚑ flag

2. power-userGet better performance and extended device lifespan by installing the OS on older hardware

   weight 2 · round to Ubuntu Desktop
   Ubuntu Desktop~partialclaimed5/10

   Ubuntu's own docs explicitly claim that being lightweight lets it run better and extend lifespan on older hardware, directly matching the story. However this is a marketing claim only — missing for 10: independent benchmarks or hands-on reports confirming performance gains on aged/low-spec hardware, and no discussion of specific low-resource desktop variants or minimum requirements.

   • [claimed-docs] “installing Ubuntu on older hardware can improve performance and extend the lifespan of your devices.”
   • [claimed-docs] “As a lightweight and highly efficient operating system, installing Ubuntu on older hardware can improve performance and extend the lifespan …”

   proof ↗⚑ flag

   Windows—none0/10

   The evidence pack contains no documentation about installing Windows on older/legacy hardware to improve performance or extend device lifespan; all hardware-related items focus on compatibility with current devices, biometric login, or Copilot+ PC AI features rather than support for aging hardware. Windows 11's known strict hardware requirements (TPM, CPU generation) are not addressed here either way, so there is no evidence this capability is delivered.

   ⚑ flag

3. power-userBoost hardware performance on demand using a performance mode toggle

   weight 1 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of a performance-mode toggle or power/performance profile switching feature in Ubuntu Desktop; docs mention general performance on older hardware but nothing about an on-demand performance boost toggle.

   • [claimed-docs] “installing Ubuntu on older hardware can improve performance and extend the lifespan of your devices.”
   • [claimed-docs] “As a lightweight and highly efficient operating system, installing Ubuntu on older hardware can improve performance and extend the lifespan …”

   proof ↗⚑ flag

   Windows—none0/10

   The evidence pack contains no documentation of Windows power plans, the performance/battery slider, Game Mode, or any explicit performance-mode toggle; windows-docs-8 only vaguely states the OS targets 'power users with high-performance hardware needs' without describing a toggle mechanism. This is a fair axis for an OS to be judged on, but no concrete capability evidence is present, so it defaults to none.

   • [claimed-docs] “Audience: Power users with high-performance hardware needs”

   proof ↗⚑ flag

Remote access

1. power-userShare my desktop remotely or access a remote desktop session from my machine

   weight 2 · round to Ubuntu Desktop
   Ubuntu Desktop~partialclaimed5/10

   Ubuntu's official help docs explicitly list a 'Share your desktop remotely' tutorial, directly supporting remote desktop sharing, but there is no evidence of remote access client functionality or details on the underlying protocol/tooling (e.g., RDP, VNC, Remmina). Missing for 10: documentation on connecting to a remote Ubuntu desktop from another machine, protocol/tool specifics, and independent hands-on corroboration of reliability.

   • [claimed-docs] “Share your desktop remotely”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence pack item mentions Remote Desktop, Quick Assist, or any remote-desktop/screen-sharing feature; the pack covers app development, UI, security, and unrelated community complaints. Windows is well known to include Remote Desktop, but per the rules absence of evidence in the pack must be judged as none.

   ⚑ flag

Accessibility

1. switcherUse built-in screen readers and accessibility tools to get started with the OS

   weight 2 · round to Ubuntu Desktop
   Ubuntu Desktop~partialclaimed6/10

   First-party docs confirm Ubuntu ships built-in accessibility tooling, including dedicated 'Get started with the screen reader' and 'Read the screen aloud' guides, showing switchers have a documented path to onboard with these tools. However, missing for 10: independent/hands-on corroboration of screen reader usability, coverage of other accessibility features (magnifier, high-contrast, keyboard navigation) beyond the screen reader, and any switcher-specific onboarding narrative.

   • [claimed-docs] “Get started with the screen reader”
   • [claimed-docs] “Read the screen aloud”
   • [claimed-docs] “Tutorials take you step-by-step through installing Ubuntu Desktop and exploring the user interface.”

   proof ↗⚑ flag

   Windows~partialclaimed4/10

   Evidence only shows a Live Captions accessibility feature mention; there's no documentation of built-in screen readers (Narrator), Magnifier, or a dedicated setup/onboarding accessibility flow for switchers. Missing for 10: mention of Narrator/screen reader, accessibility settings during OOBE/setup, and independent corroboration of accessibility usability for new users.

   • [claimed-docs] “Turn on Live Captions”

   proof ↗⚑ flag

First install

1. switcherCreate bootable installation media and install the OS from a USB stick

   weight 3 · round to Ubuntu Desktop
   Ubuntu Desktop✓fullclaimed7/10

   Ubuntu's official docs explicitly reference creating a bootable USB stick and installing Ubuntu (ubuntu-docs-10, ubuntu-docs-9, ubuntu-docs-3, ubuntu-docs-22), directly matching the story. missing for 10: no step-by-step detail on the USB creation tool/process itself, and no independent hands-on corroboration of the installer experience in this evidence pack.

   • [claimed-docs] “Create a bootable USB stick”
   • [claimed-docs] “Tutorials take you step-by-step through installing Ubuntu Desktop and exploring the user interface.”
   • [claimed-docs] “Download Ubuntu Desktop and replace your current operating system. It's easy to install in place of Windows, or run Ubuntu alongside it.”
   • [claimed-docs] “It's easy to install in place of Windows, or run Ubuntu alongside it.”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence in the pack addresses creating bootable USB installation media (e.g., Media Creation Tool, Rufus, ISO download) or performing a clean install from USB; all docs cover app development, features, and support topics unrelated to install-setup media creation.

   ⚑ flag

2. switcherInstall the OS alongside my existing OS in a dual-boot configuration

   weight 3 · round to Ubuntu Desktop
   Ubuntu Desktop~partialclaimed6/10

   Ubuntu's official marketing explicitly states it's easy to 'run Ubuntu alongside' Windows, directly supporting dual-boot, but the evidence pack lacks any step-by-step dual-boot installation documentation, partitioning guidance, or independent/hands-on confirmation that the dual-boot process works smoothly in practice. Missing for 10: dedicated dual-boot installation guide/tutorial, evidence of handling bootloader/partition conflicts, and community/hands-on corroboration of a successful dual-boot setup.

   • [claimed-docs] “Download Ubuntu Desktop and replace your current operating system. It's easy to install in place of Windows, or run Ubuntu alongside it.”
   • [claimed-docs] “It's easy to install in place of Windows, or run Ubuntu alongside it.”
   • [claimed-docs] “Tutorials take you step-by-step through installing Ubuntu Desktop and exploring the user interface.”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence pack items mention dual-boot installation, partitioning alongside another OS, or bootloader/multi-boot setup guidance; the evidence covers app development, features, and community sentiment unrelated to install-setup dual-boot scenarios.

   ⚑ flag

3. switcherFollow guided tutorials to install the OS and learn the desktop interface

   weight 2 · round to Ubuntu Desktop
   Ubuntu Desktop✓fullclaimed7/10

   Ubuntu provides official step-by-step tutorials covering installation and interface exploration (ubuntu-docs-9), plus supporting guides like bootable USB creation, disk encryption, and other setup topics (ubuntu-docs-10 through ubuntu-docs-28), directly matching the switcher's need for guided install and desktop-learning content. missing for 10: independent hands-on validation that these tutorials are beginner-friendly/effective for switchers, and no evidence of interactive or video-based onboarding beyond text docs.

   • [claimed-docs] “Tutorials take you step-by-step through installing Ubuntu Desktop and exploring the user interface.”
   • [claimed-docs] “Create a bootable USB stick”
   • [claimed-docs] “Encrypt your disk with TPM”
   • [claimed-docs] “Get started with the screen reader”
   • [claimed-docs] “Read the screen aloud”

   proof ↗⚑ flag

   Windows~partialcommunity3/10

   Microsoft support docs cover feature-specific help (PC Health Check, BitLocker key backup, desktop features like Snap layouts, Windows Hello) which could help a new user learn parts of the desktop, but there is no evidence of a dedicated 'switcher' onboarding tutorial or step-by-step OS installation guide; community threads even note setup friction (forced Microsoft account, PIN-only login) rather than smooth guided onboarding. missing for 10: a first-party switcher/install walkthrough, a structured 'learn the desktop' tutorial series, and independent confirmation such tutorials work well for new users.

   • [claimed-docs] “How to use the PC Health Check app”
   • [claimed-docs] “Back up your BitLocker recovery key”
   • [claimed-docs] “organize windows on your screen with Snap layouts and create Snap groups to hop back into”
   • [community] “They have not removed it, it just is not visible by default if you are connected to the internet. Either run the setup without being connect…”
   • [community] “The online account is crap... I cannot even set a password, it asks me to set up a PIN number to log in.”

   proof ↗⚑ flag

4. switcherInstall the OS in place of my current OS on the same machine

   weight 2 · round to Ubuntu Desktop
   Ubuntu Desktop✓fullclaimed8/10

   Official docs explicitly state Ubuntu can replace Windows on the same machine ('It's easy to install in place of Windows, or run Ubuntu alongside it') plus dedicated install tutorials and bootable USB creation guides support the switcher install flow. Missing for 10: independent hands-on corroboration of a clean dual-boot/replace install walkthrough and no mention of edge cases like Secure Boot/partition resizing during replace-install.

   • [claimed-docs] “Download Ubuntu Desktop and replace your current operating system. It's easy to install in place of Windows, or run Ubuntu alongside it.”
   • [claimed-docs] “It's easy to install in place of Windows, or run Ubuntu alongside it.”
   • [claimed-docs] “Tutorials take you step-by-step through installing Ubuntu Desktop and exploring the user interface.”
   • [claimed-docs] “Create a bootable USB stick”

   proof ↗⚑ flag

   Windows—none0/10

   The evidence pack contains no documentation or community reports about installing Windows in place of an existing OS (e.g., clean install, dual-boot, replacing another OS on hardware); only tangential items like PC Health Check upgrade eligibility appear. missing for 10: installation media/USB creation, clean-install walkthrough, dual-boot or OS-replacement guidance, hands-on switcher reports of successful in-place installation.

   • [claimed-docs] “How to use the PC Health Check app”

   proof ↗⚑ flag

Migration

1. switcherTransfer my files and settings from my old computer to a new machine running the OS

   weight 3 · round drawn
   Ubuntu Desktop—none0/10

   No evidence pack item mentions a migration/import tool, data transfer wizard, or settings-import feature for switchers moving from another computer/OS; the docs cover installation, drivers, accessibility, and general features but nothing about transferring files/settings from an old machine.

   ⚑ flag

   Windows—none0/10

   No evidence in the pack mentions a migration/transfer tool (e.g., PC-to-PC transfer, OneDrive settings sync, or a 'Windows Backup' migration feature) for moving files and settings from an old computer to a new one; the pack only covers app development, security, and general feature marketing.

   ⚑ flag

2. switcherSet up a new machine quickly by bringing a paired personal device near it

   weight 1 · round drawn
   Ubuntu Desktop—none0/10

   No evidence of any device-pairing or proximity-based setup feature (e.g., quick-start via paired phone/tablet) for Ubuntu Desktop; the docs cover manual installation via USB stick, not device-based quick setup.

   • [claimed-docs] “Tutorials take you step-by-step through installing Ubuntu Desktop and exploring the user interface.”
   • [claimed-docs] “Create a bootable USB stick”

   proof ↗⚑ flag

   Windows—none0/10

   No evidence of any 'bring paired personal device near new PC to set up' feature (like a phone-pairing quick-setup akin to Apple's ecosystem continuity). Evidence only covers Windows Hello biometric login, app compatibility, and unrelated dev/app topics. Missing for 10: any mention of device-proximity pairing, phone-to-PC quick setup, or account/settings transfer via a paired device.

   • [claimed-docs] “Log in with your face, fingerprint, or PIN using Windows Hello”
   • [claimed-docs] “Works with your apps and accessories”
   • [claimed-docs] “No need to remember or type your password. Log in with your face, fingerprint, or PIN using Windows Hello”

   proof ↗⚑ flag

Recovery

1. power-userRoll back the system to a previous snapshot if an update breaks something

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   No evidence pack item mentions system snapshots, Timeshift, ZFS/Btrfs rollback, or any recovery mechanism for reverting failed updates; the docs cover installation, drivers, accessibility, and other unrelated topics. Missing for 10: any mention of snapshot/rollback tooling (e.g., Timeshift, ZSys, Btrfs snapshots), documentation on system restore points, or community confirmation that rollback works after a bad update.

   ⚑ flag

   Windows~partialcommunity3/10

   The only evidence touching on system rollback is a community anecdote about using 'F8 + last known good configuration' to recover from a boot loop during the CrowdStrike outage, not vendor documentation of System Restore, restore points, or snapshot rollback features. Missing for 10: first-party docs on System Restore/restore points, instructions for creating/using snapshots, and independent confirmation that rollback reliably fixes update-caused issues.

   • [community] “'F8 + last known good configuration' worked for us to recover from the boot loop.”
   • [community] “A CrowdStrike update caused global Windows BSODs and boot loops, taking down businesses, banks, airlines, hospitals and 911 services worldwi…”

   proof ↗⚑ flag

1. ai-native userDo everything through the API that I can do in the UI

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   Ubuntu Desktop is an OS/UI product with no evidence of an API surface mirroring UI functionality; probes for llms.txt, docs-md, and openapi specs all returned 404, and no documentation describes an API-driven equivalent to UI actions.

   • [probe] “PROBE llms.txt: HTTP 404 at https://help.ubuntu.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://help.ubuntu.com/.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://help.ubuntu.com/openapi.json, https://help.ubuntu.com/swagger.json, https://help.ubuntu.com/…”

   proof ↗⚑ flag

   Windows~partialprobed3/10

   Windows exposes PowerShell as an official CLI/automation surface and Windows App SDK APIs for building apps (windows-probe-4, windows-docs-1/21/24), which lets many administrative and app-building tasks be scripted, but there is no evidence of a comprehensive API/CLI that mirrors every UI action (no OpenAPI spec, no llms.txt, probes return 404s) so full UI-API parity is unsubstantiated. missing for 10: documented full API/CLI parity for consumer-facing UI features (Settings, Copilot, Snap layouts, Windows Hello flows), any first-party statement of 'everything in UI is available via API', independent verification of parity.

   • [probe] “official CLI documented at https://learn.microsoft.com/en-us/powershell/scripting/overview”
   • [claimed-docs] “Build native Windows desktop apps with the Windows App SDK and WinUI 3, the recommended UI framework for new Windows apps.”
   • [claimed-docs] “Quickstart: Create and run a WinUI 3 project”
   • [claimed-docs] “C# with .NET 8 or later, C++ (Win32 and C++/WinRT), Rust (via windows-rs crate). XAML is used for UI markup in WinUI 3 and WPF.”
   • [probe] “PROBE llms.txt: HTTP 404 at https://support.microsoft.com/llms.txt”
   • [probe] “PROBE docs-md: HTTP 404 at https://support.microsoft.com/en-us/windows.md”
   • [probe] “PROBE openapi: all candidate paths 404 (https://support.microsoft.com/openapi.json, https://support.microsoft.com/swagger.json, https://supp…”

   proof ↗⚑ flag

2. ai-native userExport all of my data in open formats and leave

   weight 3 · round drawn
   Ubuntu Desktop—none0/10

   The evidence pack contains no documentation about data export tools, open-format guarantees, or migration/exit support for Ubuntu Desktop users; it only covers installation, desktop environment history, and hardware support. Missing for 10: any mention of backup/export utilities, open file format commitments, or data portability/exit workflows.

   ⚑ flag

   Windows—none0/10

   No evidence of an open-format data export/portability feature for Windows; the evidence pack covers app development, UI features, and community complaints about telemetry/lock-in but nothing about exporting user data in open formats to leave the platform.

   ⚑ flag

3. ai-native userRead the product's source under an open license

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   The evidence pack contains no documentation, links, or community references confirming Ubuntu Desktop's source code, license (e.g., GPL), or repository availability; only unrelated marketing and community discussion of desktop environments/drivers are present, with one comment (ubuntu-comm-16) referring to third-party NVIDIA driver blobs lacking source, not Ubuntu itself. Missing for 10: any citation of Ubuntu's source repositories (Launchpad/GitHub), license documentation, or explicit open-source statements.

   ⚑ flag

   Windows—none0/10

   Windows is closed-source proprietary software; no evidence in the pack indicates any open-license source availability, and the axis clearly applies since source openness is a fair question for any software product.

   ⚑ flag

1. ai-native userPrevent my data from being used to train AI models

   weight 3 · round drawn
   Ubuntu Desktop—none0/10

   No evidence in the pack addresses AI training data opt-out, telemetry controls for AI use, or any privacy policy specific to AI model training on Ubuntu Desktop; the evidence only covers general desktop features, DE history, and unrelated community discussion.

   ⚑ flag

   Windows—none0/10

   The evidence pack contains no documentation or community reports about an AI-training opt-out or data-usage control for Windows/Copilot; only unrelated telemetry/privacy complaints and product docs are present, none of which address preventing data from being used for AI model training.

   ⚑ flag

2. ai-native userControl data retention and deletion

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence in the pack addresses AI-native data retention/deletion controls—no mention of telemetry settings, AI feature data handling, or user-facing deletion controls specific to AI usage. This is an applicable axis for a desktop OS but no supporting evidence exists.

   ⚑ flag

   Windows—none0/10

   No evidence of AI-specific data retention/deletion controls; the pack instead shows general telemetry concerns and no documentation of data controls tailored to AI features or user-controlled retention/deletion policies. Community evidence even suggests unwanted telemetry/tracking (windows-comm-11, windows-comm-13) rather than clear user control over data retention.

   • [community] “Tracking and privacy on Windows is becoming atrocious, I didn't know about the built-in keylogger until I ran a declutter tool.”
   • [community] “I always thought Windows did a lot of stuff well (when it was good at least). The telemetry, changing things for the sake of changing things…”

   proof ↗⚑ flag

3. ai-native userOpt out of telemetry and usage tracking

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence in the pack addresses telemetry, usage tracking, or opt-out settings (e.g., Ubuntu's known 'Connectivity Check'/Popularity Contest/Ubuntu Report settings are not mentioned). While this is a fair axis for a desktop OS, the pack provides no documentation or discussion of telemetry controls. missing for 10: any mention of telemetry/data collection features, opt-out settings or privacy controls, independent confirmation of default telemetry behavior.

   ⚑ flag

   Windows—none0/10

   No first-party documentation in the evidence pack describes a telemetry opt-out mechanism, and community reports explicitly state telemetry became mandatory and non-optional under Windows, with no way to fully disable it. This is an applicable axis for any OS but the evidence shows no delivered opt-out capability.

   • [community] “Before Nadella, Windows wasn't nearly as user-hostile as it is now. There was no mandatory telemetry, there were no forced updates... now th…”
   • [community] “Tracking and privacy on Windows is becoming atrocious, I didn't know about the built-in keylogger until I ran a declutter tool.”
   • [community] “I always thought Windows did a lot of stuff well (when it was good at least). The telemetry, changing things for the sake of changing things…”

   proof ↗⚑ flag

Authentication

1. power-userManage passwords and passkeys using a built-in privacy and security tool

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   The evidence pack covers installation, hardware support, desktop environment history, and general security marketing claims, but contains no mention of a built-in password/passkey manager (e.g., GNOME Keyring or similar) or passkey support. Missing for 10: any documentation of a credential/password manager, passkey (FIDO2/WebAuthn) support, or UI for managing saved credentials.

   • [claimed-docs] “With regular updates and built-in security features, Ubuntu prioritizes user privacy and system integrity, making it the secure choice for t…”
   • [claimed-docs] “Encrypt your disk with TPM”
   • [claimed-docs] “Log in using a smart card”

   proof ↗⚑ flag

   Windows~partialclaimed4/10

   Windows Hello is documented as a built-in biometric/PIN sign-in system replacing passwords (windows-docs-9, windows-docs-12) and Windows 11 Pro touts 'latest credential safeguards' including Windows Hello for Business (windows-docs-20), showing some built-in credential/security tooling. However, there is no explicit evidence of a dedicated passkey manager UI or Credential Manager for viewing/editing saved passwords and passkeys. Missing for 10: explicit documentation of a Credential Manager/passkey management interface, evidence of passkey creation/storage workflow, and independent confirmation it works as a full password+passkey manager.

   • [claimed-docs] “Log in with your face, fingerprint, or PIN using Windows Hello”
   • [claimed-docs] “No need to remember or type your password. Log in with your face, fingerprint, or PIN using Windows Hello”
   • [claimed-docs] “Defend against cyberthreats with the latest credential safeguards for better peace of mind, including biometric sign-in with Windows Hello f…”

   proof ↗⚑ flag

Disk encryption

1. switcherI get full-disk encryption enabled automatically without manual security setup

   weight 3 · round to Ubuntu Desktop
   Ubuntu Desktop~partialclaimed3/10

   Ubuntu docs mention a guide to 'Encrypt your disk with TPM', showing disk encryption is available, but this is presented as a manual how-to step rather than an automatic default during setup. No evidence confirms full-disk encryption is enabled automatically without user configuration for switchers. Missing for 10: proof that encryption is on-by-default in the installer, absence of manual steps, and independent confirmation of automatic enablement.

   • [claimed-docs] “Encrypt your disk with TPM”

   proof ↗⚑ flag

   Windows—none0/10

   The only relevant evidence is a support doc telling users to back up their BitLocker recovery key, which implies encryption setup requires user action rather than being fully automatic with zero manual steps; there's no documentation showing device encryption turns on automatically for switchers without any configuration. missing for 10: evidence of automatic BitLocker/Device Encryption activation on install, hardware requirements/limitations, and confirmation no manual steps are needed.

   • [claimed-docs] “Back up your BitLocker recovery key”

   proof ↗⚑ flag

2. power-userEncrypt my disk using TPM-backed hardware encryption

   weight 2 · round to Ubuntu Desktop
   Ubuntu Desktop✓fullclaimed7/10

   Ubuntu's official docs explicitly list 'Encrypt your disk with TPM' as a supported feature/tutorial, directly matching the story. missing for 10: no independent/hands-on corroboration or detail on setup steps, limitations, or hardware compatibility beyond the doc title.

   • [claimed-docs] “Encrypt your disk with TPM”

   proof ↗⚑ flag

   Windows~partialclaimed4/10

   The pack only references BitLocker via a support note on backing up the recovery key, implying disk encryption exists, but never documents TPM-backed hardware encryption specifics, setup steps, or hardware requirements. Missing for 10: explicit TPM binding details, setup/config instructions, device encryption vs BitLocker distinction, and independent hands-on verification.

   • [claimed-docs] “Back up your BitLocker recovery key”

   proof ↗⚑ flag

Network security

1. switcherI get a default firewall enabled automatically without manual configuration

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence in the pack mentions a firewall (e.g., ufw/gufw) being enabled by default or any firewall configuration at all; only generic security marketing claims are present. missing for 10: any mention of firewall, ufw/gufw default state, or default-deny network policy documentation.

   ⚑ flag

   Windows—none0/10

   The evidence pack contains no mention of Windows Defender Firewall or any default firewall behavior, only unrelated topics like app development, security credentials, and community complaints about telemetry/updates. Missing for 10: any documentation or evidence that Windows Firewall is enabled by default out-of-box, its configuration state, or user reports confirming automatic protection.

   ⚑ flag

Update lifecycle

1. power-userEnable extended years of security update coverage on my installation

   weight 2 · round to Ubuntu Desktop
   Ubuntu Desktop✓fullclaimed8/10

   Ubuntu Pro Desktop offers up to 15 years of extended security update coverage, explicitly documented as free for personal use, directly matching the power-user story of enabling extended security support. missing for 10: independent/hands-on verification of the enrollment process and coverage scope beyond vendor marketing copy.

   • [claimed-docs] “Get up to 15 years of security coverage and benefit from enterprise-grade security, management tooling, and extended support for developers …”
   • [claimed-docs] “Get up to 15 years of security coverage and benefit from enterprise-grade security, management tooling, and extended support for developers …”

   proof ↗⚑ flag

   Windows—none0/10

   The evidence pack contains no mention of Windows Extended Security Updates (ESU) enrollment or any mechanism for power-users to extend security update coverage beyond standard support; only a passing community remark about Windows 10 eventually losing updates (windows-comm-14) touches the topic without describing any enablement path.

   • [community] “In couple of years Windows 10 will get eol'd and stop receiving security updates... I expect to see additional influx of new Linux users fro…”

   proof ↗⚑ flag

Multi device display

1. designerUse a paired tablet device as a secondary display for creative apps

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence describes tablet-as-secondary-display pairing or any creative-app display extension feature; the evidence pack covers general Ubuntu marketing, installation, drivers, and unrelated desktop-environment nostalgia. Missing for 10: any documentation of tablet pairing, display extension protocols, or creative-app workflow support.

   ⚑ flag

   Windows—none0/10

   The evidence covers Snap layouts, tablet/laptop mode switching, and general app compatibility, but there is no mention of a feature letting a paired tablet act as a secondary/extended display for creative apps (e.g., a Sidecar-like capability). Missing for 10: any documentation of wireless/paired secondary-display extension to a tablet, creative-app-specific pairing support, or independent confirmation of such a feature.

   • [claimed-docs] “organize windows on your screen with Snap layouts and create Snap groups to hop back into”
   • [claimed-docs] “Switch easily from tablet to laptop—and back—to work the way that you prefer.”
   • [claimed-docs] “Works with your apps and accessories”

   proof ↗⚑ flag

Navigation

1. power-userSearch for files, apps, and settings instantly from a global search launcher

   weight 3 · round to Ubuntu Desktop
   Ubuntu Desktop~partialcommunity5/10

   Community evidence confirms Ubuntu's desktop shells (Unity's Dash/HUD, later GNOME) have long featured a global 'type to search' launcher for apps and settings, and the transition to GNOME kept a similar experience. However, evidence is historical/community-only (no first-party docs on the current GNOME search launcher) and includes a concrete usability gripe about search ranking accuracy (e.g. 'calc' resolving to LibreOffice Calc instead of Calculator). missing for 10: first-party documentation of the current GNOME Activities/search launcher, evidence of unified file+app+settings search quality, and confirmation the ranking issue was resolved.

   • [community] “The killer feature of Unity is the HUD allowing you to simply type to find menu items. Saves so much time going through options.”
   • [community] “I have but one wish: when I open the Dash and type 'calc' to launch Calculator, LibreOffice Calc has higher priority, so I always have to se…”
   • [community] “When Ubuntu moved to GNOME shell with their customizations, it felt strange for a couple hours, then everything made sense - icons are where…”

   proof ↗⚑ flag

   Windows—none0/10

   The evidence pack contains nothing about Windows Search, the Start menu search box, or any global search launcher for files/apps/settings — only window-snapping, Copilot, security, and app-development docs are present. Missing for 10: any first-party documentation or community confirmation of the global search launcher feature itself.

   ⚑ flag

2. power-userOperate the entire system using only the keyboard via hotkeys and a launcher

   weight 3 · round to Ubuntu Desktop
   Ubuntu Desktop~partialcommunity3/10

   Community evidence mentions Unity's HUD keyboard launcher and window-management hotkeys (WIN+SHIFT+arrow), showing some keyboard-driven navigation existed, but these references are to the deprecated Unity desktop, not current GNOME-based Ubuntu Desktop. No official docs describe a comprehensive keyboard-only workflow or launcher for the present desktop environment. Missing for 10: first-party documentation of current keyboard shortcuts/launcher, evidence of full window management (tiling, switching, launching apps) without a mouse in present-day Ubuntu, independent hands-on confirmation.

   • [community] “The killer feature of Unity is the HUD allowing you to simply type to find menu items. Saves so much time going through options.”
   • [community] “Using Ubuntu/Compiz for a couple years, it has annoying quirks e.g. child windows popping up on the wrong monitor - thank goodness for WIN+S…”
   • [community] “I have but one wish: when I open the Dash and type 'calc' to launch Calculator, LibreOffice Calc has higher priority, so I always have to se…”

   proof ↗⚑ flag

   Windows—none0/10

   The evidence pack contains no documentation of keyboard-only operation, system-wide hotkeys, or a launcher (e.g., Start menu search, Run dialog, PowerToys Run) for window/app control; only Snap layouts (mouse-oriented) and PowerShell CLI are mentioned, neither of which addresses full keyboard-driven navigation. Missing for evidence: hotkey reference documentation, launcher/search functionality docs, keyboard navigation accessibility guides.

   ⚑ flag

3. power-userSnap and tile windows into predefined layouts for multitasking

   weight 2 · round to Windows
   Ubuntu Desktop—none0/10

   No evidence pack items describe window snapping/tiling or predefined layout features in Ubuntu Desktop (default GNOME); only general marketing docs and unrelated community discussion of past desktop environments (Unity/Compiz) are present, none of which mention tiling or snap-to-layout functionality.

   ⚑ flag

   Windows✓fullclaimed7/10

   Windows docs explicitly describe Snap layouts and Snap groups for organizing windows on screen and returning to grouped tasks, directly matching the story. Missing for 10: no independent/hands-on corroboration of Snap layout customization or reliability, and no detail on how many predefined layouts or keyboard shortcuts are available.

   • [claimed-docs] “organize windows on your screen with Snap layouts and create Snap groups to hop back into”

   proof ↗⚑ flag

Notifications

1. power-userSilence notifications using a Do Not Disturb mode

   weight 2 · round drawn
   Ubuntu Desktop—none0/10

   No evidence pack item mentions Do Not Disturb, notification silencing, or any notification management feature in Ubuntu Desktop (GNOME); the docs and community items cover installation, drivers, desktop environment history, and unrelated features. missing for 10: any documentation or user confirmation of a Do Not Disturb / notification-silencing feature.

   ⚑ flag

   Windows—none0/10

   No evidence in the pack mentions Windows Focus Assist / Do Not Disturb notification silencing features; nothing in the docs or community items addresses this capability.

   ⚑ flag