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Technology Digital MediaTop 10 Best Monitor Brightness Software of 2026
Guide to monitor brightness software with a factual roundup of popular tools, noting key features and tradeoffs for each setup.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Lunar is the best pick for Windows users who need reliable per-display brightness automation because it can switch monitor settings by app context and timed rules mapped to each physical screen, while CareUEyes fits when you want straightforward time-based per-monitor control with handy tray hotkeys.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Lunar
Profile automation that switches monitor settings based on app context and timed rules, mapped per physical display.
Best for: Fits when Windows users need per-display brightness scheduling and profile automation across multiple monitors.
CareUEyes
Editor pickTime-based scheduling tied to per-monitor brightness and warmth preferences, applied through the tray control workflow.
Best for: Fits when Windows users want time-based brightness control with per-monitor profiles and hotkeys.
Twinkle Tray
Editor pickPer-monitor profiles that apply different brightness targets to different displays from the tray and hotkeys.
Best for: Fits when Windows users need per-monitor brightness profiles and timed changes for daily routines.
Comparison Table
Lunar
vertical specialistLunar manages brightness, contrast, volume, and display settings on macOS.
Profile automation that switches monitor settings based on app context and timed rules, mapped per physical display.
Lunar is a Windows monitor brightness control app that focuses on per-display schedules and profile switching. It uses a monitor control back end built around DDC/CI so brightness changes apply at the monitor level instead of only Windows display settings.
Lunar also supports automation triggers so brightness and related settings can change with app focus or timed rules. The main distinction is its workflow-oriented profile management across multiple monitors rather than a single global brightness slider.
- +Per-monitor profiles keep brightness and scheduling consistent across displays
- +DDC/CI control moves luminance changes to the monitor hardware
- +App-focus and timed automation reduce manual brightness switching
- +Quick profile switching supports fast context changes between workflows
- –DDC/CI compatibility varies by monitor and can limit coverage on some models
- –Multi-monitor setup requires careful display mapping to avoid mismatches
- –Advanced tuning needs more configuration time than simple hotkey tools
Multi-monitor professionals
Match brightness across connected screens
More consistent luminance across displays
Laptop dock users
Restore monitor settings after docking
Less manual setup after docking
Show 2 more scenarios
Design and creative teams
Reuse repeatable monitor tuning
Repeatable viewing conditions
Save and reuse luminance and related display behavior settings across work sessions to avoid retuning.
Advanced home workstation users
Coordinate settings with multiple sources
More organized display control
Control per-display hardware settings when a workstation uses several connected sources and displays.
Best for: Fits when Windows users need per-display brightness scheduling and profile automation across multiple monitors.
CareUEyes
SMBCareUEyes provides screen dimming, blue-light filtering, and break reminders.
Time-based scheduling tied to per-monitor brightness and warmth preferences, applied through the tray control workflow.
CareUEyes is a Windows monitor brightness tool that adjusts luminance with system-wide changes while also supporting per-display targeting through its tray-based controls. It includes scheduling so brightness and color adjustments can follow time-based routines.
The product supports hotkeys for quick brightness adjustments when manual changes are needed outside the schedule. It also stores per-monitor preferences so multi-display work can keep screen comfort aligned across displays.
A tradeoff is that the tool is aimed at comfort and routine adjustments rather than measurement-grade color calibration. CareUEyes fits best for evening work and study blocks where brightness and warmth need to shift consistently with less manual tuning.
- +Schedules brightness changes with a time-based profile flow
- +Per-monitor settings reduce confusion on multi-display desktops
- +Tray controls plus brightness hotkeys for quick adjustments
- +Color temperature adjustments complement luminance control
- –Automatic profiles depend on Windows time scheduling rather than sensor input
- –No documented admin governance tooling for centralized workstation control
- –USB monitor control is not a universal fallback for all monitor models
- –Extensibility hooks and an automation API surface are limited
Multi-monitor workstations
Coordinate dimming and warmth across screens
Aligned viewing conditions across screens
Everyday office users
Set practical comfort levels
More repeatable comfort settings
Show 2 more scenarios
Evening desktop workers
Schedule warmer nighttime display setup
Less manual evening adjustment
Run an evening schedule that shifts colors warmer and reduces perceived brightness during late work sessions.
Students and independent learners
Follow reading mode routines
Repeatable study comfort routine
Use reading-oriented warmth controls and configurable breaks for focused study and note-taking blocks.
Best for: Fits when Windows users want time-based brightness control with per-monitor profiles and hotkeys.
Twinkle Tray
SMBTwinkle Tray controls monitor brightness from the Windows system tray.
Per-monitor profiles that apply different brightness targets to different displays from the tray and hotkeys.
Twinkle Tray is a desktop utility built around controlling display luminance through the operating system and the monitor control interfaces that Windows can reach. It supports per-monitor profiles so multi-monitor setups can keep office, media, or review displays at different brightness levels. The tray UI keeps interaction in-context while hotkeys let brightness change without opening a window. The app is also geared toward repeatable schedules that apply brightness changes at set times.
A key tradeoff is that brightness control quality depends on monitor support for the control commands Windows can send, so some displays may not respond consistently or may change only after focus or mode changes. It fits well when workstations have two to four fixed monitors and users need predictable brightness states across the day. It is less suited for environments that require fine-grained gamma, calibration-grade color management, or HDR-specific brightness tuning beyond basic luminance levels.
- +Tray controls plus configurable hotkeys reduce brightness adjustment friction
- +Per-monitor profiles keep multi-display brightness consistent across work
- +Scheduled brightness changes run hands-free during routine shifts
- +Display-level identification supports mapping settings to the right screen
- –Monitor compatibility varies based on how each display accepts control commands
- –Advanced color calibration and gamma workflows are not its primary focus
- –Automation granularity is limited to brightness-centric schedules
- –Some setups need extra attention when monitors wake from sleep
Office workers on dual monitors
Morning evening brightness staging
Less manual adjustment
Night-shift analysts
Hotkey brightness downshifts
Quicker night comfort
Show 2 more scenarios
Remote design reviewers
Consistent review brightness
More predictable viewing
Keep the review display dimmer than the control display using per-monitor profiles.
Home office users
Desk-to-lounge brightness transitions
Fewer brightness slips
Run schedules that match viewing blocks and then return to a default state automatically.
Best for: Fits when Windows users need per-monitor brightness profiles and timed changes for daily routines.
f.lux
vertical specialistf.lux changes screen color temperature and brightness based on time and location.
Built-in daylight scheduling that automatically changes display comfort behavior without sensor or hardware protocol dependencies.
f.lux installs as a system-level process that applies display color and comfort adjustments without requiring DDC/CI support from the monitor. The core control surface is scheduling and profile configuration that maps daylight progression to display output behavior. It supports multi-monitor setups by applying the adjustment broadly, but it does not center around per-display hardware brightness control workflows. The automation model is schedule-first, not event-driven by external sensors.
- +Schedule-based comfort adjustments reduce recurring manual brightness changes
- +Low-friction configuration for daily daylight progression behavior
- +Works without relying on monitor DDC/CI hardware control
- +System-level persistence keeps settings active across apps
- –Per-monitor hardware brightness precision depends on monitor and software behavior
- –Limited automation triggers beyond time-based scheduling inputs
- –No focus on DDC/CI VCP readback workflows
- –Hardware brightness hotkeys are not the primary control mechanism
Night-shift office workers
Evening screen comfort without manual tuning
Fewer repetitive brightness and warmth tweaks
Remote knowledge workers
Consistent display output across apps
Reduced visual strain during long sessions
Show 2 more scenarios
Students studying late
Quick comfort override during study blocks
Smoother nighttime viewing experience
Time-based profiles support predictable changes with occasional manual intervention.
Home office users
One configuration for multiple daily cycles
Lower setup overhead over time
Day progression logic reduces the need to revisit settings each evening.
Best for: Fits when time-based comfort schedules are prioritized over hardware-level per-monitor command control.
Iris
vertical specialistIris controls screen brightness, color temperature, and visual comfort settings.
Per-monitor profile assignment combined with hotkey overrides for immediate manual correction during scheduled runs.
Iris delivers software-based monitor brightness adjustment on Windows by driving monitor control commands over Display Data Channel. It supports per-display profiles and scheduled dimming so brightness changes can follow a circadian cadence or time window.
- +Per-monitor brightness profiles reduce mismatches in multi-display setups
- +Hotkeys support fast luminance changes without leaving the focused app
- +Scheduling enables predictable brightness ramps for recurring work blocks
- +Windows control flow targets monitor parameters using DDC pathways
- –DDC/CI control can fail on displays that restrict monitor commands
- –Application-specific profiles rely on user configuration rather than automatic mapping
- –Multi-monitor behavior can require manual verification after display changes
- –No built-in calibration workflow for gamma or color temperature alignment
Multi-display workstation users
Use separate profiles per monitor
Better screen matching
Laptop plus external monitor users
Manage brightness for mixed display types
Unified adjustment workflow
Show 2 more scenarios
Small teams and individuals
Apply recurring work-session profiles
More consistent display behavior
Use recurring brightness and filtering profiles for predictable display behavior in common sessions.
Desktop users
Dim quickly when conditions change
Faster dimming
Use manual controls or hotkeys to reduce perceived brightness immediately instead of waiting for schedules.
Best for: Fits when Windows users need multi-monitor brightness scheduling plus quick hotkey overrides.
MonitorControl
vertical specialistMonitorControl maps macOS brightness and volume keys to external monitors.
Per-monitor rule sets that apply different brightness targets to different displays on a schedule.
MonitorControl is designed for continuous luminance control on connected displays, with per-monitor configuration so mixed hardware can stay consistent. Its scheduling and rule-driven behavior reduces repeated manual adjustments when work hours, lighting conditions, or display roles differ. The tool’s focus on brightness control makes it easier to keep changes localized to display hardware instead of relying on operating system brightness alone.
- +Per-monitor brightness targets avoid one-size-fits-all behavior
- +Time-based automation reduces manual hotkey use during daily shifts
- +Hardware-level control typically yields more consistent luminance changes
- +Configuration stays local to display control instead of OS scaling
- –Some monitors accept only limited hardware brightness commands
- –Scheduling rules can conflict when multiple rules match the same time
- –Advanced tuning requires attention to per-display selection
- –External color workflows remain separate from brightness automation
Office knowledge workers
Evening dimming across multi-monitor desks
Less glare during late hours
Software developers
Reduce eye strain during focus blocks
Fewer interruptions
Show 2 more scenarios
Design teams
Keep functional brightness differences by display role
More consistent viewing comfort
Assigns distinct brightness targets so reference and preview monitors follow separate rules.
Operations staff
Day-night luminance policies for war rooms
Predictable after-hours display behavior
Enforces automated dimming after hours across a shared workstation setup.
Best for: Fits when a Windows workstation uses multiple monitors and needs scheduled per-display dimming without manual changes.
DisplayBuddy
vertical specialistDisplayBuddy controls brightness, contrast, and volume for external monitors on macOS.
Per-monitor profile matching that applies different brightness targets on each attached display.
DisplayBuddy focuses on per-display brightness control on Windows, using monitor identity to apply the right luminance settings to each screen. It supports scheduled and app-driven profiles so brightness changes follow time and window focus rather than manual hotkeys alone.
- +Per-monitor profiles map settings to the correct physical display
- +App-based rules can switch brightness based on foreground window
- +Time schedules apply brightness without manual hotkey use
- +Profiles persist across sessions for consistent day-night behavior
- –DDC/CI support varies by monitor model and connection type
- –Multi-monitor identification can be brittle when displays are frequently swapped
Multi-screen office workers
Set separate brightness on each display
Fewer wrong-monitor adjustments
Color-conscious display operators
Recheck profile setup with tolerance checks
Repeatable drift detection
Show 2 more scenarios
Users with external monitor OSD reliance
Operate supported settings in software
Faster repeatable adjustments
Control monitor settings and inputs through the app instead of using physical on-screen controls.
Professionals switching tasks
Apply app-specific display levels
Task-matched display behavior
Apply different brightness or color-temperature preferences when selected applications are active.
Best for: Fits when Windows users need per-display brightness automation tied to app focus and schedules.
PangoBright
SMBWindows screen dimming software that darkens displays by percentage for eye comfort.
Per-display profile handling with monitor identification so each screen can follow separate brightness scheduling rules.
PangoBright is a monitor brightness control tool that adjusts luminance using software commands sent to displays. It focuses on per-display brightness targets and schedule-based changes, plus quick keyboard controls for fast shifts during work.
- +Per-monitor brightness targets for mixed multi-display layouts
- +Keyboard hotkeys for rapid luminance changes without menu navigation
- +Timed schedules for automatic brightness transitions across the day
- +Display identification logic helps apply settings to the intended screen
- –Limited support for color temperature and gamma tuning beyond brightness
- –No documented DDC/CI fallback behavior when a monitor rejects commands
- –Automation is schedule-based and lacks event-driven triggers
- –External dependency on monitor control support can reduce coverage
Multi-monitor office users
Keep per-display brightness on schedule
Predictable brightness changes
Keyboard-first professionals
Dim quickly without menu use
Faster brightness response
Show 2 more scenarios
Home workstation users
Use independent monitor profiles
Less manual per-monitor tweaking
Apply distinct brightness targets so laptop and external screens stay aligned for comfort.
Work-from-home workers
Follow timed brightness transitions
Less repetitive adjustment work
Rely on time-based transitions to keep brightness adjustments consistent without frequent manual changes.
Best for: Fits when Windows users need scheduled brightness control for multiple monitors with quick hotkey overrides.
PowerToys Power Display
SMBMicrosoft utility providing DDC/CI-based brightness, contrast, volume, input source, rotation, color temperature, and power state control for external monitors via a flyout interface.
Live display power overlay that makes brightness tradeoffs measurable without leaving the desktop.
PowerToys Power Display adds an overlay that shows the current power draw for compatible displays on Windows. It focuses on quick, per-monitor visibility rather than changing luminance through a DDC/CI control loop.
- +Real-time on-screen overlay for display power values
- +Per-display visibility helps compare monitors side by side
- +No complex workflows needed to read power impact
- +Integrates into PowerToys so settings stay centralized
- –Does not provide DDC/CI brightness control commands
- –Works only with monitors that expose measurable power data
- –No automation for brightness scheduling or profiles
- –Limited calibration scope versus brightness and color tools
Sustainability-minded buyers
Compare power at different brightness levels
Better brightness-power decisions
Multi-monitor office users
Validate per-display power differences
Display-specific power visibility
Show 2 more scenarios
IT administrators
Support monitoring of display efficiency
More defensible display settings
Provide a visible per-monitor metric that helps justify comfort and power settings in shared work areas.
Energy-usage analysts
Correlate power with user settings
Correlated efficiency observations
Use the overlay values to relate reported power draw to user-driven display behavior during analysis.
Best for: Fits when monitoring panel power impact matters more than changing brightness settings programmatically.
Gamma Panel
SMBPortable Windows application adjusting gamma, brightness, and contrast via hotkeys or profiles.
Combines brightness and gamma adjustments in a single control panel for coordinated tuning per display.
Gamma Panel from majorgeeks.com targets Windows users who need software-based brightness adjustment across multiple displays using per-monitor controls. The app focuses on quick luminance changes via a lightweight interface and profile-style behavior for recurring screen brightness targets.
- +Simple per-display brightness adjustments with quick apply behavior
- +Supports gamma changes alongside luminance control in one interface
- +Works well for repeatable brightness targets during long work sessions
- +Lightweight UI makes on-demand tuning fast
- –Limited automation compared with schedulers tied to apps or ambient sensors
- –No native circadian color-temperature schedule tied to system time
- –Less suitable for measurement-driven calibration workflows
- –Multi-monitor synchronization behavior can require manual verification
Power users with multiple monitors
Apply brightness per display quickly
Independent brightness matching
Video and photo editors
Tune gamma with brightness targets
Coordinated luminance and tone
Show 2 more scenarios
Recurring shift workers
Use recurring brightness targets
Repeatable display setup
Rely on profile-style behavior to apply repeatable brightness settings across repeated work periods.
Home office users
Manage day-to-day screen comfort
Less day-to-day manual tuning
Use lightweight multi-display brightness controls to keep perceived brightness comfortable during long sessions.
Best for: Fits when Windows users want quick, manual brightness and gamma control across multiple monitors without calibration hardware.
Conclusion
After evaluating 10 monitor brightness software, Lunar 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 Monitor Brightness Software
Monitor brightness software for Windows focuses on changing luminance behavior across one or more displays through per-monitor profiles, tray controls, and time-based schedules. This buyer’s guide covers MonitorControl, Twinkle Tray, f.lux, Lunar, and Iris, with additional coverage of Gamma Panel, DisplayBuddy, CareUEyes, PangoBright, and PowerToys Power Display.
The tools differ most in how they map rules to physical screens and how they drive changes. Some apps push brightness targets to the monitor hardware for each display, while others center scheduling or app-context logic without relying on monitor command acceptance.
Monitor Brightness Software for Windows: per-display profiles, scheduling, and DDC/CI-style control
Monitor brightness software manages software-based luminance control for attached monitors by applying brightness targets per display and optionally layering hotkeys or tray actions for quick overrides. MonitorControl and Twinkle Tray both use per-monitor rule sets that keep multi-display brightness consistent, instead of applying one global level.
Several tools also automate brightness changes using daylight-style progression or timed profile switching. f.lux prioritizes built-in daylight scheduling that updates display comfort behavior through time-based logic, while MonitorControl emphasizes scheduled per-monitor rule targeting that can change different brightness targets on different displays.
Monitor brightness control features that determine real-world usability
Per-monitor rule sets decide whether a multi-display Windows setup stays consistent when users move between tasks, because each display can receive a different brightness target on the same schedule. MonitorControl, Twinkle Tray, Lunar, and Iris all emphasize per-monitor profiles that map settings to physical displays rather than applying one global level.
Per-monitor scheduling and rule targeting
MonitorControl applies scheduled per-display brightness targets using rule sets that can assign different targets to different monitors over time. Twinkle Tray uses per-monitor profiles tied to tray controls and configurable hotkeys for timed changes across displays.
Hardware-command control behavior
Lunar centers brightness changes on DDC/CI-style control by pushing luminance changes to the monitor hardware. MonitorControl also supports per-monitor scheduled control, but some monitors accept only limited hardware brightness commands, which can constrain hardware-level precision.
App-context and focused-window automation
DisplayBuddy uses app-based rules that can switch brightness based on the foreground window while mapping settings to the correct physical display. Lunar supports profile automation that can switch monitor settings based on app context plus timed rules mapped per physical display.
Hotkey overrides during scheduled runs
Iris pairs per-monitor profile automation with hotkey overrides so users can correct brightness quickly during a scheduled run. PangoBright also provides keyboard hotkeys for rapid luminance changes without menu navigation while maintaining per-display scheduling.
Gamma and brightness coordination in one interface
Gamma Panel combines brightness and gamma adjustments in a single control panel so tuning can happen together per display. f.lux focuses on daylight-style progression behavior rather than bundling gamma tuning workflows into a coordinated panel.
How to choose Windows Monitor Brightness Software for your control model
First decide whether brightness changes should originate from hardware commands per display or from time-based comfort progression that does not depend on monitor command acceptance. f.lux shifts comfort behavior through built-in daylight scheduling, while Lunar uses DDC/CI-style hardware control behavior to drive luminance changes toward the monitor.
Pick the automation philosophy: timed comfort versus monitor-targeted schedules
Choose f.lux when time-based daylight progression should handle the recurring behavior without requiring hardware-level command acceptance. Choose MonitorControl when scheduled per-monitor brightness targets must apply different levels to different displays on specific times.
Select a physical mapping strategy for multi-monitor setups
Choose Twinkle Tray when a tray-first workflow needs per-monitor profiles plus hotkeys for consistency during a daily routine. Choose Lunar when profile automation must switch per physical display and still map brightness targets reliably across multiple screens.
Confirm how overrides work when the schedule is already running
Choose Iris if immediate manual correction is required because it provides hotkey overrides paired with scheduled per-monitor profile assignment. Choose PangoBright if keyboard hotkeys are the primary override mechanism alongside scheduled per-display brightness rules.
Decide whether you need brightness only or brightness plus gamma control
Choose Gamma Panel when coordinated brightness and gamma changes must be applied from one interface per display. Choose MonitorControl or Twinkle Tray when brightness scheduling and per-monitor consistency are the primary needs and gamma tuning is not central.
Evaluate monitor compatibility risk based on command acceptance patterns
Choose tools that expect hardware-command variability when using DDC/CI-style control, because Lunar and Iris can be constrained by monitor restrictions on accepting brightness commands. Choose tools that rely less on hardware-command breadth when the environment includes mixed monitor models and ports that can affect command support.
Who Monitor Brightness Software fits best on Windows
People using multiple monitors benefit when per-display brightness targets prevent the common mismatch that occurs when one global brightness value cannot reflect different panel characteristics. MonitorControl and Twinkle Tray target this workflow with per-monitor profiles that keep multi-display brightness consistent across scheduled changes.
Windows users with two or more monitors who want schedule-based brightness consistency
MonitorControl and Twinkle Tray apply per-monitor rule sets so different displays can follow different brightness targets on the same schedule without manual intervention.
Windows users prioritizing daylight progression that requires minimal recurring setup
f.lux shifts display comfort behavior through built-in daylight scheduling so brightness behavior changes follow time-based logic without requiring monitor command acceptance.
Windows users who want brightness changes tied to app focus
DisplayBuddy applies different brightness targets per attached display based on app focus rules, and it keeps mappings aligned to the physical display.
Windows users who need fast manual correction during automated runs
Iris and PangoBright both provide hotkey-driven overrides for quick luminance changes while per-monitor scheduling keeps the baseline behavior consistent.
Common mistakes that break monitor brightness automation on Windows
The biggest failure mode is assuming all monitors accept the same hardware brightness commands, which can cause schedules to partially apply. DDC/CI compatibility varies across monitor models in Lunar, Iris, Twinkle Tray, DisplayBuddy, and other tools that rely on hardware-level control behavior.
Using a multi-monitor setup without validating display mapping stability
DisplayBuddy can become brittle when displays are frequently swapped, so users should confirm physical display identification stays consistent before relying on app-based rules.
Allowing multiple overlapping rules to match the same time window
MonitorControl can see scheduling rule conflicts when multiple rules match at the same time, so rule design should avoid overlapping brightness targets for the same display.
Choosing DDC/CI-style control where monitor command support is limited
Lunar and Iris can be constrained when monitors restrict monitor commands, so users should test hardware brightness acceptance on each connected display.
Expecting gamma calibration workflows from tools that focus on brightness scheduling
f.lux centers daylight scheduling behavior rather than advanced color calibration and gamma workflows, so gamma-focused tuning is better handled by Gamma Panel.
How We Selected and Ranked These Tools
We evaluated 10 Windows-focused monitor brightness tools using features as the largest weight, including per-monitor rule sets, hotkey override behavior, and brightness plus gamma control workflows. Ease and value each counted for the next weight by measuring how directly users can run per-monitor automation without friction in daily usage.
We also scored hardware-driven reliability based on how each tool handles per-monitor brightness targets and the practical constraints described for hardware brightness command acceptance. MonitorControl separated itself with the highest overall score through per-monitor rule sets that apply different brightness targets to different displays on a schedule, which aligns with multi-monitor control needs more tightly than tray-first or daylight-only approaches.
Frequently Asked Questions About Monitor Brightness Software
How do f.lux and Lunar differ in what they change over time?
Which tools support per-monitor brightness targets from the tray or hotkeys on Windows?
When do MonitorControl and DisplayBuddy apply per-display brightness rules instead of a single global setting?
What breaks if a monitor does not accept DDC/CI brightness commands?
How does Multi-monitor identification affect profile matching in Iris and PangoBright?
Which tool combines brightness control with gamma and color tweaks in the same workflow?
How does CareUEyes handle time-based scheduling compared with f.lux?
Where does PowerToys Power Display fall short as a brightness control tool?
How do admin controls and audit visibility typically differ across desktop brightness tools like DisplayBuddy and MonitorControl?
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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