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Consumer RetailTop 8 Best Smart Mirror Software of 2026
Compare smart mirror software options like Home Assistant, Magic Mirror OS, and Senses Smart Mirror, with tradeoffs for choosing a setup.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
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Framework: Features 40% · Ease 30% · Value 30%
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Home Assistant is the best pick for kiosk-style mirror builders who need tight device orchestration and live state-driven content, since its event-driven automations link mirror logic to sensors and services in one system, while Magic Mirror OS fits teams running multiple mirrors because its OS-style widget runtime keeps installs and updates consistent across devices.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Home Assistant
State-driven automation engine that ties mirror display logic to device events and service calls across the same system.
Best for: Fits when a kiosk-like mirror needs device orchestration, live state-driven content, and extensible integrations.
Magic Mirror OS
Editor pickOS-style deployment wraps the MagicMirror widget runtime for consistent install and maintenance across mirror devices.
Best for: Fits when multiple mirror kiosks need repeatable widget installs and local-first operation.
Senses Smart Mirror
Editor pickPerson-facing interaction modules that switch mirror UI based on detected presence and scene state.
Best for: Fits when camera-based interactions must drive mirror content state across multiple endpoints.
Comparison Table
Home Assistant
platformOpen-source home automation software with customizable dashboards for smart mirror control panels.
State-driven automation engine that ties mirror display logic to device events and service calls across the same system.
Home Assistant turns a smart mirror into a control surface by integrating local IoT devices and services through a configurable automation engine. Its automation and API surface includes event triggers, service calls, and real-time updates via native integrations and WebSocket connectivity.
For smart mirror deployments, it can drive screen content from sensor states, schedule routines, and coordinate audio or messaging devices when motion or touch events occur. Extensibility comes from the add-on ecosystem and custom integrations that map new device types into Home Assistant’s unified state model.
- +Event-driven automations react to sensors and device states in near real time.
- +Large integration library maps many IoT devices into one automation runtime.
- +WebSocket and service APIs support custom mirror panels and external controllers.
- +Add-ons expand mirror capabilities like media playback, dashboards, and local compute.
- –Mirror-specific UI layers often require extra configuration beyond core dashboards.
- –Complex automations can become hard to audit without disciplined naming and grouping.
- –Device onboarding for uncommon hardware can require custom integration work.
- –Reliability depends on network stability and the mirror’s client refresh behavior.
DIY smart display builders
Run kiosk dashboards for wall mirrors
Contextual device controls
Home device automation users
Trigger routines from sensor events
Less manual device control
Show 2 more scenarios
Home automation developers
Integrate unsupported devices and services
Reusable control flows
Entity abstractions and APIs connect new hardware into a unified state model for mirror dashboards.
Small facility monitoring teams
Monitor sensors and cameras centrally
Centralized monitoring visibility
Presence signals, alarms, and camera status can drive notifications and local response rules.
Best for: Fits when a kiosk-like mirror needs device orchestration, live state-driven content, and extensible integrations.
Magic Mirror OS
enterpriseCommercial smart mirror platform providing hardware kiosks with proprietary OS software for retail digital signage.
OS-style deployment wraps the MagicMirror widget runtime for consistent install and maintenance across mirror devices.
Magic Mirror OS is built around a modular widget model, so content blocks are added or removed without rewriting the whole UI. The runtime focuses on drawing module output to a dedicated mirror screen, which suits kiosk-style operation. Configuration and module wiring happen through files and add-ons, which makes device images repeatable across multiple mirrors.
A key tradeoff is that feature depth still depends on available modules and the quality of each integration. When a mirror needs niche hardware support or a custom sensor feed, setup work shifts to module configuration or custom development. It fits best for deployments that want consistent mirror behavior across a fleet and prefer local rendering over a fully hosted digital signage approach.
- +Widget-based mirror UI supports rapid swaps of content blocks
- +Local rendering keeps display updates working during network interruptions
- +MagicMirror² module ecosystem reduces custom UI development time
- +File-driven configuration supports repeatable mirror installs
- –Hardware integrations rely on community modules and their maintenance pace
- –Fleet-wide governance depends on OS-level tooling rather than mirror-native RBAC
Facilities and kiosk teams
Multiple lobby mirrors with shared widgets
Reduced per-device setup time
Retail tech teams
In-store information mirror
Fewer blank-screen events
Show 2 more scenarios
Home automation enthusiasts
Dashboard mirror for sensor data
One screen for daily routines
Existing modules can display timeseries values and system status with local responsiveness.
Integrator developers
Custom widget for new data source
Reusable mirror component
The module interface and configuration wiring support adding a new panel for a bespoke feed.
Best for: Fits when multiple mirror kiosks need repeatable widget installs and local-first operation.
Senses Smart Mirror
SMBOpen-source smart mirror software with a mobile companion app, 35+ widgets, and voice control.
Person-facing interaction modules that switch mirror UI based on detected presence and scene state.
Senses Smart Mirror is a smart mirror operating system approach for running on mirror hardware with interaction-aware behavior. Core capabilities center on managing on-screen modules, coordinating their state transitions, and connecting those modules to live signals from the mirror environment. Configuration and deployment are designed around keeping mirror logic consistent across endpoints, which helps when multiple mirrors must behave similarly.
A tradeoff appears when installations rely on very specific third-party device ecosystems, since the interaction layer depends on matching camera and sensor expectations to the software modules. The best fit is a staffed or self-serve retail zone where the mirror needs to greet, recognize known users, or trigger recommendations based on what the camera sees.
- +Interaction-first modules driven by person-in-front events
- +Consistent mirror endpoint state management across deployments
- +Extensibility for custom interaction logic beyond static widgets
- +Designed for live UI transitions tied to sensor changes
- –Device integration can require alignment between camera setup and modules
- –Complex scenes take time to tune for reliable triggers
Retail experience teams
Trigger personalized product flows by presence
More consistent guided customer journeys
Museum and venue operations
Run exhibit interactions without staff
Lower staffing during peak times
Show 1 more scenario
Integrator engineering teams
Add custom sensors to mirror logic
Faster tailored deployments
Interaction extensions connect mirror events to custom UI modules and transitions.
Best for: Fits when camera-based interactions must drive mirror content state across multiple endpoints.
Fully Kiosk Browser
vertical specialistAndroid kiosk browser for presenting web dashboards on dedicated touchscreen and mirror devices.
Kiosk lockdown tailored for Android browsing, keeping a single full-screen session focused on the mirror web UI.
Fully Kiosk Browser differentiates from typical smart mirror software by providing a browser-first kiosk runtime built to stay in full-screen mode on dedicated displays. It runs web apps and local HTML content while offering strong lock-down behavior for signage-like dashboards, including touch and kiosk session controls.
- +Web content runs reliably in full-screen kiosk mode on Android
- +Built-in screen pinning and exit blocking for unattended display sessions
- +Touch handling and gestures stay consistent for mirror-style UIs
- +Configurable behavior supports fixed layouts and repeatable kiosk setups
- –Not a native mirror OS with built-in modules like widgets and card engines
- –Automation requires pairing kiosk control with an external content update workflow
- –Advanced data integration needs custom web logic rather than mirror-specific components
- –Device management and governance controls are limited compared with dedicated mirror platforms
Reception and operations teams
Run consent and registration forms
Defined tasks on-device
Distributed kiosk operators
Keep critical pages running offline
Core info stays usable
Show 2 more scenarios
Facilities and technical teams
Display operational dashboards on Android
Always-available status view
A constrained full-screen browser view keeps status panels visible on dedicated devices.
Public-service information teams
Show wayfinding and schedules on touch
Focused navigation
Touch displays present maps and directory content through browser-based information layouts.
Best for: Fits when a web-based mirror UI must run on Android displays with strict kiosk behavior and predictable touch.
ReflectOS
SMBOpen-source operating system for Raspberry Pi smart mirror projects with a web-based dashboard editor.
App-driven mirror screens built for a local runtime, enabling screen bundles to be updated together.
ReflectOS targets mirror operators who need repeatable kiosk behavior across multiple installations, with app modules that map to specific screens. The core workflow runs locally so rendering and input handling remain fast for touchless or touch-based stations. Automation surface is shaped around configuration and app modules instead of manual editing inside a running browser session.
- +Modular screen apps support repeatable multi-site deployments
- +Local runtime keeps rendering and interactions stable in kiosk mode
- +Configuration-driven setup reduces manual UI tinkering during operation
- +Extension path supports custom modules for new sensors or feeds
- –App modules still require careful matching to camera and display geometry
- –Governance features like RBAC and audit logging are not a primary focus
Retail experience teams
Update standardized mirror product screens
Fewer on-site layout changes
Museum installations staff
Run event-driven exhibit information
Predictable visitor-facing behavior
Show 2 more scenarios
Office workplace ops
Display room status and wayfinding
Less manual signage upkeep
Configured screens pull local or networked data and render the same layout each shift.
Systems integrators
Add custom modules for new hardware
Faster per-site integrations
Integrators extend ReflectOS with modules that connect to sensors and services needed by a specific site.
Best for: Fits when teams need consistent, standardized kiosk mirror screens across multiple installations.
MagicMirror²
vertical specialistOpen-source modular software for displaying calendars, weather, news, and home controls on a mirror.
Module-based UI assembly where each widget is an independent JavaScript module driven by configuration.
MagicMirror² renders a live smart mirror dashboard by chaining modular “modules” that pull data and generate on-screen widgets. It runs on a browser-based framework served locally, supports page layouts, and relies on JavaScript modules for weather, calendars, dashboards, and other integrations.
- +Highly extensible via installable JavaScript modules with configurable widgets
- +Runs as a local web app that renders mirror UI reliably without external services
- +Support for multiple layout templates through module placement and configuration
- +Community module catalog covers common smart mirror data sources
- –Module quality and maintenance vary across the community ecosystem
- –Configuration changes require file edits and restart discipline for predictable updates
- –Advanced integrations often require custom module development in JavaScript
- –Production-grade governance features like RBAC and audit logs are not native
Home automation hobbyists and tinkerers
Run dashboards on a wall mirror display
Daily glance becomes interactive
Small office teams without IT staff
Show schedules, reminders, and weather updates
Team notices stay current
Show 2 more scenarios
Event organizers and venue staff
Display program details and sponsor tiles
Attendees see real-time updates
Swap modules and layouts to reflect agenda changes across event days.
Developers extending JavaScript module ecosystem
Create custom widgets from module framework
Custom integrations scale across installs
Use the module system and configuration patterns to integrate new data providers and UI blocks.
Best for: Fits when a single-site mirror needs customizable widgets and quick iteration through modules.
Perfect Corp AR Mirror
vertical specialistAI and AR virtual try-on platform for beauty and fashion brands.
AR try-on content and tracking work as a single kiosk workflow instead of separate signage and analytics layers.
Perfect Corp AR Mirror targets retail and beauty use cases where AR try-on content and kiosk-like camera capture must stay consistent across sessions. The core experience combines guided virtual try-on workflows with computer-vision tracking so overlays align to the user in real time.
- +AR try-on workflows designed for beauty and retail product merchandising
- +Computer-vision tracking supports real-time overlay alignment
- +Kiosk-oriented interaction flow fits touch-limited in-store setups
- +Experience logic stays tied to the Perfect Corp AR ecosystem
- –Limited evidence of general smart mirror OS features for custom signage layouts
- –Integration work can be needed to align camera framing and lighting conditions
- –API and automation surface details are less transparent than kiosk competitors
- –Admin controls may be oriented around campaign management rather than device governance
Beauty brand retail teams
AR makeup try-on at in-store mirror
Higher product interaction in store
Retail operations managers
Kiosk capture to drive consistent sessions
Fewer setup and reset issues
Show 2 more scenarios
Ecommerce and merchandising teams
Integrate AR product interactions with catalogs
More targeted cross-sell
AR interactions map to available products so staff and customers view relevant items during try-on.
Beauty studios and franchisors
Standardized virtual beauty consultation sessions
More consistent brand experience
Computer-vision tracking supports repeatable overlay placement for remote-style consultations on-site.
Best for: Fits when retail chains need AR-based try-on on kiosks with consistent camera tracking.
DAKboard
SMBConfigurable dashboards for calendars, photos, weather, and integrations on wall displays and mirrors.
Schedule-based templates with feed widgets that change content by time blocks without app logic on the display.
DAKboard is a web-first digital signage and smart mirror content system built around schedules, media layouts, and source-driven tiles. It supports day-part templates and live data widgets like weather and calendar feeds, which makes it suitable for mirror screens that update without local apps.
- +Schedule-driven layouts make rotating mirror content predictable
- +Widget-based tiles pull calendar and weather feeds without custom development
- +Simple kiosk-style operation through display-friendly embed and layout URLs
- +Media and messaging workflows fit shared households and small offices
- –Interaction is limited when compared with voice or camera-driven mirror OSes
- –Deep device governance features require careful external handling
- –Real-time event streaming is not its primary strength
- –Custom computer-vision workflows depend on external hardware and content prep
Families and households
Share calendars and reminders on a wall
Common daily view
Offices and community spaces
Keep calendar and weather visible
At-a-glance updates
Show 2 more scenarios
Hospitality and event organizers
Rotate photo albums and media schedules
Remotely updated displays
Timed media rotations update across connected frames, TVs, or monitors without local app work.
Distributed screen operators
Publish centrally managed signage layouts
Centralized signage control
Teams publish layouts for connected TVs and tablets so a mirror screen loads the scheduled content.
Best for: Fits when a single mirror screen needs scheduled, feed-driven updates without building an automation stack.
Conclusion
After evaluating 8 smart mirror software, Home Assistant stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Smart Mirror Software
Smart mirror software is the layer that turns a display and sensors into a controlled kiosk experience, using local-first rendering for reliable mirror UI during interruptions. This guide covers Magic Mirror OS, MirrorMirror, and AF-OS Smart Mirror, plus nine other options from MagicMirror², Senses Smart Mirror, ReflectOS, Home Assistant, Fully Kiosk Browser, DAKboard, and Perfect Corp AR Mirror.
The selection criteria prioritize integration depth, automation and API surface, and admin and governance controls where the platform provides them for multi-endpoint deployments. Each tool review focuses on how the runtime model and module or app architecture affects content updates, device control, and operational overhead across mirror endpoints.
Smart Mirror Software runtime and automation stack for kiosk mirror deployments
Smart mirror software coordinates screen logic, content modules, and device inputs so a mirror UI can react to time, presence events, sensors, and automation triggers. Platforms like MagicMirror² and Magic Mirror OS build mirror interfaces from JavaScript modules or an OS-style wrapper around the widget runtime, which changes how deployments are installed, updated, and maintained across devices.
Some tools run the mirror experience as local apps or screen bundles, which keeps kiosk rendering stable while updates are delivered as cohesive units. Other systems connect mirror behavior to an event-driven automation runtime, where Home Assistant drives display logic from device states and service calls while mirror-facing UI layers still require configuration for reliable geometry mapping and interaction behavior.
Smart Mirror Software features that control content, devices, and operations
The highest impact differences show up in how a runtime builds mirror UI, how updates propagate, and how device events become screen changes. These factors decide whether a mirror keeps rendering in the face of network issues and whether deployments stay predictable across multiple endpoints.
The cards in this guide also separate OS-style wrapper behavior, module-based assembly, app bundle updates, and external automation control. Each approach shifts operational overhead for configuration changes, camera alignment tuning, and fleet-level governance.
Runtime packaging model for predictable deployment
Magic Mirror OS wraps the widget runtime for consistent OS-style installation and maintenance across mirror devices. ReflectOS provides app-driven mirror screen bundles that update together in a local runtime, while MagicMirror² assembles the UI from installable JavaScript modules per deployment.
Event-to-screen automation and orchestration behavior
Home Assistant ties mirror display logic to device events and service calls, which supports near real-time reactions to sensors and device state changes. Senses Smart Mirror focuses on person-facing interaction modules that switch mirror UI based on detected presence and scene state.
Local-first rendering and uninterrupted kiosk operation
Magic Mirror OS keeps local rendering so display updates continue working during network interruptions. ReflectOS also keeps kiosk rendering stable with a local runtime, while Fully Kiosk Browser runs a single full-screen session on Android that stays pinned to the mirror web UI.
Widget, module, or screen update workflow
MagicMirror² uses independent JavaScript modules driven by configuration, so updates depend on module quality and maintenance pace. ReflectOS updates screen bundles as cohesive units, while DAKboard rotates content with schedule-driven templates and feed widgets without building app logic on the display.
Camera and geometry alignment requirements for interaction reliability
Senses Smart Mirror depends on camera setup alignment with modules so triggers remain consistent across endpoints. ReflectOS and MagicMirror² also require careful matching of app modules or widgets to camera and display geometry for reliable interaction behavior.
Governance controls for multi-endpoint operations
Magic Mirror OS focuses on OS-style deployment tooling for fleet-wide operations, while MirrorMirror and AF-OS Smart Mirror are positioned around single-mirror behavior in earlier reviews rather than governance-first administration. ReflectOS explicitly deprioritizes RBAC and audit logging for governance, which shifts accountability to deployment process discipline.
Computer vision content workflows for retail AR overlays
Perfect Corp AR Mirror builds an AR try-on kiosk workflow with computer-vision tracking for real-time overlay alignment. That workflow targets product merchandising consistency more than custom signage layout flexibility.
How to choose Smart Mirror Software by runtime control and automation philosophy
Smart mirror deployments fail most often when the chosen runtime does not match how updates and triggers will be managed across the mirror fleet. The right selection depends on whether the mirror UI is built from modules, assembled into bundles, driven by an external automation runtime, or controlled as a locked kiosk browser session.
The fork that matters most is where logic lives. Some systems keep mirror logic inside the mirror runtime, while others push orchestration into Home Assistant and leave mirror UI layers as configuration-heavy screens.
Pick the logic ownership model: mirror runtime vs external automation
Choose Home Assistant when the mirror must react to device state changes and service calls inside a single automation runtime with a large integration library. Choose Magic Mirror OS or MagicMirror² when mirror UI logic must be assembled and updated directly in the mirror environment using widgets or module configuration.
Match deployment packaging to the update cadence for multi-site screens
Choose Magic Mirror OS when repeatable widget installs and local-first behavior are needed across many mirror endpoints. Choose ReflectOS when teams want standardized screen bundles that update together, and choose DAKboard when schedule-driven feed changes are enough without custom on-device logic.
Validate interaction reliability with camera and scene tuning effort
Choose Senses Smart Mirror when person-facing interaction modules must drive UI changes, but plan time for camera setup alignment and scene trigger tuning. Choose MagicMirror² or ReflectOS when interaction modules exist but require careful matching to camera and display geometry for stable behavior.
Require kiosk lockdown and web-only UI constraints if Android displays are the baseline
Choose Fully Kiosk Browser when the deployment uses Android displays and the mirror needs exit blocking and screen pinning around a single full-screen web UI. Choose OS-style or app-driven runtimes when the mirror needs native module assembly or screen bundle management rather than only browser session control.
Define governance expectations for fleets before deciding on an OS-style wrapper
Choose Magic Mirror OS when fleet consistency and OS-level deployment discipline are central to operations, because the runtime wrapper changes how installs and maintenance are handled. Choose ReflectOS cautiously for governance-first programs because RBAC and audit logging are not the primary focus in earlier reviews, which increases reliance on process controls.
Select AR workflow platforms only when retail try-on is the core use case
Choose Perfect Corp AR Mirror when AR try-on content and tracking must run as a single kiosk workflow with computer-vision overlay alignment for real-time merchandising. Avoid treating AR-focused kiosks as general smart mirror OS replacements when custom signage layouts and broad widget ecosystems are required.
Who Smart Mirror Software buyers should target with these choices
Buyers should align smart mirror software selection with how the organization updates content and coordinates sensors across endpoints. The strongest fits depend on whether the program needs a mirror-native widget runtime, standardized app bundles, or an automation engine that owns state and orchestration.
Retail and kiosk deployments add a second constraint because camera framing, tracking, and overlay alignment directly affect user-facing reliability. Systems like Perfect Corp AR Mirror and Senses Smart Mirror shift more effort into computer vision and scene setup tuning.
Multi-mirror operators rolling out the same widget set across endpoints
Magic Mirror OS fits repeatable widget installs and local-first behavior across mirror devices, which reduces drift during maintenance windows. MagicMirror² can also support this model, but module quality and maintenance variability becomes the operational risk.
Operations teams that need sensor-driven UI state changes with one automation runtime
Home Assistant matches deployments that want event-driven automations tied to device events and service calls. Senses Smart Mirror matches teams that want person-facing interaction modules that directly switch mirror UI based on presence and scene state.
Teams standardizing kiosks into screen bundles for consistent multi-site UX
ReflectOS is designed for standardized screen bundles that update together in a local runtime. This reduces coordination work compared with per-module edits in MagicMirror², which uses independent JavaScript modules configured per deployment.
Venues using Android kiosks that must prevent accidental exits from the mirror experience
Fully Kiosk Browser fits Android-based mirror displays by keeping a single full-screen session pinned and blocking exits for unattended kiosks. This requires pairing kiosk control with an external content update workflow because it is not a mirror-native OS with widgets.
Retail chains focused on AR try-on kiosks with camera-based overlay alignment
Perfect Corp AR Mirror targets AR try-on workflows that keep tracking and overlay alignment as one kiosk workflow. It is less suited when the goal is general-purpose custom signage layouts across diverse mirror modules.
Common Smart Mirror Software mistakes that break deployments in practice
Most mistakes come from mixing runtime assumptions about where logic and updates live. The result is brittle content updates, inconsistent endpoint behavior, and unpredictable interaction triggers.
Another frequent failure is underestimating how camera setup and geometry alignment requirements affect reliability. Interaction modules that depend on presence detection or tracking can look stable in one room and fail in another if calibration steps are treated as optional.
Choosing a browser-only kiosk wrapper when the program requires mirror-native modular UI assembly
Fully Kiosk Browser provides kiosk lockdown for Android browsing but does not act as a mirror-native OS with built-in modules like widget card engines. Plan an external content update workflow when using Fully Kiosk Browser to avoid stalled mirror updates.
Treating camera-trigger tuning as a one-time setup instead of a per-endpoint calibration workflow
Senses Smart Mirror can require alignment between camera setup and person-facing interaction modules so triggers remain consistent. ReflectOS and MagicMirror² also require careful matching to camera and display geometry for reliable behavior.
Relying on module ecosystems without budgeting for long-term module maintenance
MagicMirror² depends on installable JavaScript modules and module quality and maintenance vary across the community ecosystem. A deployment process that tracks module versions and restarts becomes necessary for predictable updates.
Expecting governance-first controls like RBAC and audit logging when the platform deprioritizes them
ReflectOS explicitly deprioritizes RBAC and audit logging, which increases the need for external operational controls. Magic Mirror OS shifts governance toward OS-level deployment tooling rather than mirror-native permissions.
Using an AR try-on kiosk workflow for general signage and custom mirror experiences
Perfect Corp AR Mirror is built around AR try-on content and computer-vision tracking for real-time overlay alignment in retail merchandising. It is not positioned as a general smart mirror OS for broad custom signage layouts and multi-widget experiences.
How We Selected and Ranked These Tools
We evaluated Magic Mirror OS, MagicMirror², ReflectOS, Home Assistant, Senses Smart Mirror, and the kiosk or media-focused options by using feature coverage, ease of deployment, and value for real mirror operations. Features accounted for 40% of the score, and ease and value each accounted for 30%.
Magic Mirror OS set the ranking pace because its OS-style deployment wraps the MagicMirror widget runtime for consistent install and maintenance, and its local-first rendering keeps mirror UI updates working during network interruptions. This combination supports predictable fleet operations while still preserving a widget-based UI model for content block swaps.
Frequently Asked Questions About Smart Mirror Software
How does local-first behavior affect mirror reliability during network loss?
Which platform is better for deploying the same widget set across multiple MagicMirror² kiosks?
How does Home Assistant drive mirror content changes based on sensor or automation events?
What breaks if person-facing camera interactions must switch the UI based on presence detection?
When is an AR-focused workflow a better fit than a modular widget dashboard?
Which system is designed for Android displays that must remain in full-screen kiosk mode?
How do module-based architectures compare with app-bundle updates for unattended deployments?
What data migration tasks are typically required when moving existing mirror content logic to a new platform?
How do SSO and RBAC concerns surface in smart mirror admin workflows?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
Funding and competing interests
This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.
They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.
Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →
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