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Remote And Hybrid Work In IndustryTop 10 Best Remove Software of 2026
Top 10 best remove software options and key tradeoffs, covering tools like Geek Uninstaller for choosing the right uninstaller workflow.
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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Glary Utilities is the best pick for Windows admins doing quick local workstation cleanup because its post-uninstall scan surfaces leftover registry key candidates standard removals often miss, whereas Pearcleaner is the better alternative for macOS-focused teams who want guided residual cleanup with batch support around leftover files and registry artifacts.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Glary Utilities
Leftover registry key scanning runs after uninstall, showing trace candidates that standard uninstalls often miss.
Best for: Fits when Windows admins want quick local removal cleanup for workstations without remote governance needs.
Geek Uninstaller
Editor pickLeftover detection that reviews both registry remnants and residual folders after the uninstall step completes.
Best for: Fits when administrators need local batch uninstall plus leftover registry and file cleanup for standard desktop apps.
Advanced Uninstaller PRO
Editor pickForced uninstall plus post-scan leftover selection provides a controlled removal sequence when vendor uninstallers fail.
Best for: Fits when endpoint admins need guided uninstall cleanup for stubborn installs.
Comparison Table
Glary Utilities
SMBSystem optimization suite that includes a program uninstaller module.
Leftover registry key scanning runs after uninstall, showing trace candidates that standard uninstalls often miss.
Glary Utilities groups uninstall and cleanup into a single Windows maintenance suite, which is distinct from tools that focus only on removal. It performs leftover registry key scanning and residual file cleanup after uninstall actions and also targets common “extra” artifacts like browser extensions and PUP-style components.
The workflow emphasizes local, interactive cleanup with multiple checks for traces that standard uninstallers leave behind. Admin automation and API-driven remote management are not a primary strength compared with enterprise-oriented removal tooling.
- +Batch uninstall helpers reduce manual click-through during cleanup
- +After-uninstall scan detects leftover registry key artifacts
- +Residual file cleanup helps remove common post-uninstall leftovers
- +Clear UI sections for uninstall and trace cleanup steps
- –No documented API or automation interface for fleet removal
- –Deep registry sweep coverage varies by app and installer behavior
- –Limited governance controls like RBAC and audit log export
- –Fewer enterprise-grade rollback and pre-install snapshot options
Privacy-conscious Windows users
Remove browser usage traces
Reduced local browser residue
Desktop support technicians
Triage slow startup causes
Clearer startup instability causes
Show 2 more scenarios
Small business IT administrators
Run recurring workstation cleanup
More consistent workstation hygiene
Execute grouped cleanup and optimization tasks on a schedule to standardize endpoint hygiene.
SMB device owners
Prepare a device for handoff
Cleaner device with removed data
Clean selected temporary data and user files before sharing or reassigning a Windows device.
Best for: Fits when Windows admins want quick local removal cleanup for workstations without remote governance needs.
Geek Uninstaller
SMBLightweight portable Windows uninstaller that scans for leftovers after standard removal.
Leftover detection that reviews both registry remnants and residual folders after the uninstall step completes.
Geek Uninstaller pairs a Windows-first uninstaller engine with a scan for leftover registry entries and residual folders. It supports batch-oriented uninstall workflows so multiple programs can be removed without repeated manual targeting.
Geek Uninstaller also surfaces install artifacts through per-app uninstall history so the removal step targets the original uninstall command. It is built around cleanup after uninstall, not just launching uninstallers.
- +Batch uninstall queue reduces repeated clicks across many apps
- +Leftover registry key scanning and residual folder cleanup after uninstall
- +Works in a local GUI workflow with clear per-app action states
- +Attempts to use the original uninstall command recorded for each app
- –Limited administration controls for multi-user governance in shared environments
- –No documented API or automation interface for inventory-driven removal
Windows power users
Force removal of failing apps
Failed removals completed
Testers and power users
Clear leftover app remnants
Local application state cleared
Show 2 more scenarios
Small business IT teams
Batch-clean multiple programs
Multiple apps removed
Queue several installed applications for removal during one cleanup session.
Software testers
Reset devices between runs
More consistent test states
Repeat removal and residue checks between software testing or regression cycles.
Best for: Fits when administrators need local batch uninstall plus leftover registry and file cleanup for standard desktop apps.
Advanced Uninstaller PRO
SMBWindows uninstaller suite that removes programs, toolbars, and leftover files.
Forced uninstall plus post-scan leftover selection provides a controlled removal sequence when vendor uninstallers fail.
Advanced Uninstaller PRO performs residual detection by scanning install footprints and showing multiple candidate leftovers before deletion. Its workflow centers on forcing removal when uninstallers stall, then cleaning remaining files and registry artifacts associated with the selected application. The tool also includes batch uninstall so multiple programs can be queued for removal in one session. Portable uninstaller mode supports running the cleanup tool from removable media when host installation is not desired.
A key tradeoff is that forced removal can increase risk when the tool targets components shared by multiple products, so review of the proposed items is required before committing deletes. The best fit is a workstation cleanup workflow for user-driven installs where uninstallers stop midway, leaving orphaned files, services, or startup entries behind.
- +Residual cleanup workflow after failed uninstall completes the removal task
- +Batch uninstall reduces manual clicks across multiple installed programs
- +Portable uninstaller mode supports cleanup without installing Advanced Uninstaller PRO
- +Interactive item selection helps prevent deleting unrelated components
- –Forced uninstall can require careful review for shared components
- –No native central policy management for multi-admin RBAC workflows
IT desktop support teams
Fix failed uninstalls on user devices
Fewer repair tickets
Sysadmins managing app hygiene
Clean repeat offenders after installs
Reduced disk and registry clutter
Show 1 more scenario
Field technicians
Run cleanup without deploying software
Faster on-site remediation
Runs portable uninstaller mode from media to remove a targeted application and leftover files.
Best for: Fits when endpoint admins need guided uninstall cleanup for stubborn installs.
Should I Remove It?
SMBCrowdsourced utility that identifies and removes unwanted installed programs.
Component-by-component guidance that distinguishes app removal steps from leftover cleanup tasks.
Should I Remove It? focuses on removal advice and app-identification signals for installed programs, with emphasis on whether components are safe to delete. Removal workflows depend on browser-based guidance and manual action rather than a fully automated uninstaller engine.
- +Fast identification guidance for common apps and bundled components
- +Clear residual-cleanup checklists by component type
- +Browser-based workflow avoids installing a removal agent
- +Works well for one-off cleanup and personal troubleshooting
- –No automated uninstall, rollback, or rollback-to-baseline workflow
- –Limited admin governance for fleets such as RBAC and audit log controls
- –No documented API for provisioning removal actions at scale
- –Fewer enterprise-safe integrations for service and driver removal
Desktop support users
Clean browser extension remnants
Remainders easier to find
Windows users
Remove unwanted bundled apps
Unwanted apps removed
Show 2 more scenarios
Consumers and small business users
Decide keep or remove
More informed decisions
Inspect installed program details and community feedback before acting on removal.
Users with incomplete uninstall
Handle leftover cleanup steps
Clearer residual cleanup steps
Follow targeted guidance when standard uninstall leaves components needing manual attention.
Best for: Fits when individual Windows users need cautious software cleanup guidance without enterprise uninstallation automation.
CCleaner
SMBSystem optimization suite that includes a software uninstaller module for Windows.
Uninstall plus leftover registry key scanning and browser remnant cleanup in one interactive flow.
CCleaner combines an uninstaller view with system cleaning routines, so removals can be followed by residual cleanup in the same tool session. The application scanner can flag orphaned items and leftover registry key scanning targets after uninstall actions, which helps when software leaves detritus. Browser cleaning support is integrated, so extension and cache cleanup happens without switching tools. This coverage makes CCleaner a practical fit for ad hoc cleanup on individual Windows endpoints.
- +Integrated uninstall plus residual cleanup in one workflow
- +Browser-remnant cleanup runs without separate tooling
- +Clear scan results with targeted item selection
- +Works well for single-device troubleshooting
- –Limited enterprise-grade governance and scheduling controls
- –Not designed for policy-driven bulk uninstall runs
- –Deep teardown coverage varies by installed package
- –No comprehensive rollback baseline per removal operation
Help desk technicians
Remove unwanted app remnants quickly
Faster closure on tickets
Small IT teams
Fix post-uninstall performance issues
Less disk clutter
Show 2 more scenarios
Windows power users
Clean browser leftovers after uninstall
Cleaner browser sessions
Clear cached and extension-associated artifacts tied to removed software.
IT admins
Standardize ad hoc cleanup checks
More consistent endpoint hygiene
Apply the same cleanup workflow to unmanaged machines during maintenance windows.
Best for: Fits when technicians need guided uninstall cleanup on a small set of Windows endpoints.
Pearcleaner
open-sourceOpen-source macOS application remover with leftover cleanup.
Residual cleanup oriented around leftover registry keys and orphaned files detection after uninstallation, with batch execution support.
Pearcleaner performs Windows app uninstallation cleanup by removing leftover files and registry remnants after an uninstall attempt. The tool focuses on residual detection such as orphaned files and registry key sweep, including browser add-on and PUP-style unwanted components.
- +Residual file and registry cleanup after uninstall attempts
- +Browser extension and unwanted component stripping in one workflow
- +Batch-style processing for handling multiple uninstall targets
- +Silent removal option for scripted cleanup runs
- –Cleanup coverage can vary when installers leave nonstandard artifacts
- –Limited visible governance controls compared with enterprise removal suites
- –Batch runs increase risk without a pre-removal validation step
- –No first-class integration surface for SIEM or CM tooling workflows
Windows IT admins
Clean residual after uninstall
Less uninstall residue
QA technicians
Clear leftover add-on remnants
Fewer leftover components
Show 2 more scenarios
Windows administrators
Process multiple removals
Cleanup handled in bulk
Run a batch-style workflow to handle cleanup for several uninstall entries in one pass.
Scripted automation users
Silent cleanup after removal
Automated cleanup runs
Use the silent removal option to run residual cleanup with minimal user interaction.
Best for: Fits when teams need guided Windows residual cleanup for common apps and browser add-ons without deep endpoint platform integration.
AppZapper
consumermacOS uninstaller that removes applications and related files.
Install tracking that records changes and turns them into an AppZapper removal plan for targeted residual cleanup.
AppZapper focuses on cleaning up leftover footprints after uninstalls by using a two-step workflow of scan history and manual or guided cleanup. It builds a per-app removal package by capturing what an installer drops, then converting that capture into a checklist of files and registry items to remove.
- +Pre-install monitoring record turns into an actionable cleanup checklist
- +Leftover registry and file removal is practical for many common desktop installers
- +User-driven workflow supports targeted removal without complex tooling
- +Cleanup grouping per app keeps audit trails in the tool
- –No documented API or automation surface for policy-driven batch removal
- –Driver and service deregistration coverage is not consistently guaranteed
- –Registry sweep depth depends on what was captured during the install record
- –No built-in RBAC or centralized audit log for multi-admin environments
Mac users and specialists
Remove support file residue
Fewer application remnants
IT administrators
Offboard Macs for reassignment
Less clutter before handoff
Show 2 more scenarios
Developers and testers
Clean uninstall after testing
Cleaner Macs with fewer leftovers
Remove applications and residual files after repeated install and remove cycles during testing.
IT specialists and power users
Fix broken uninstall cleanup
Practical follow-up cleanup
Review captured leftovers and remove residual files when a standard uninstaller does not finish cleanup.
Best for: Fits when admins need repeatable leftover cleanup for individual Windows apps with incomplete uninstall behavior.
Ashampoo UnInstaller
SMBWindows uninstaller that logs installations to enable complete reversal of software changes.
Install monitor trace reversal uses recorded changes to undo what the installer added.
Ashampoo UnInstaller removes installed programs by combining forced uninstall flows with post-uninstall cleanup for files and registry remnants. It also handles software bundles through targeted removal routines that reduce leftover components after standard uninstall paths fail.
- +Forced uninstall mode helps recover when standard uninstalls break
- +Leftover cleanup targets both files and registry remnants
- +Install trace reversal aids cleanup by comparing against recorded changes
- +Includes handling for bundleware and common residual browser items
- –Deep registry sweeps can increase the risk of removing unrelated entries
- –Automation and scripting surface is limited compared with admin-first tools
Windows users
Recover from forced uninstall failures
More complete uninstall
Admin managing software bundles
Reduce bundle leftovers
Fewer bundle remnants
Show 2 more scenarios
System administrators
Undo install log actions
Cleanup aligned to installs
Apply install log reversal style recovery so cleanup aligns with prior install actions.
Desktop support teams
Strip extension and temp leftovers
Less leftover temp and extensions
Remove residual browser extensions and common leftover system entries after uninstall attempts.
Best for: Fits when IT teams need reliable interactive removals for stubborn desktop apps and bundleware artifacts.
AppCleaner
SMBMac utility for removing apps and related files.
The pre-removal component list updates per selected app and supports selective removal.
AppCleaner builds a removal list from each selected application and shows matching items for removal, which supports a review step before deletion. The tool is commonly used for residual file cleanup when a standard uninstall leaves behind support folders, caches, and preference files. It can also remove linked bundles that get installed alongside the main app.
- +Pre-removal checklist lists matched components for manual review
- +App drag selection and search make repeated uninstalls fast
- +Targets leftover app support files commonly missed by uninstallers
- +Works well for bundleware style removals on personal Macs
- –No batch uninstall workflow for large fleets
- –No built-in audit log or RBAC for admin governance
- –Matches can be noisy and require careful item selection
- –Limited coverage for deep teardown of every installed component type
Mac admins
Personal device cleanup between deployments
Cleaner endpoints without scripts
IT help desk
Resolve leftover app settings issues
Fewer reinstallation conflicts
Show 1 more scenario
Power users
Remove bundled components from one app
Controlled residual cleanup
Select an app and review the proposed removal set before deleting matched artifacts.
Best for: Fits when single-Mac cleanup needs a visible removal set before deletion.
Revo Uninstaller
consumerWindows uninstaller with leftover file and registry scanning.
Its residual scan runs after the uninstall attempt and shows candidate items for review before deletion.
Revo Uninstaller is a Windows remove tool that combines forced uninstall and leftover registry key scanning when standard uninstallation leaves traces. It runs an uninstall procedure and then performs residual cleanup using its own uninstall engine, including orphaned file detection and deep registry sweep.
- +Two-phase cleanup includes residual registry scanning after uninstall attempts
- +Forced uninstall mode handles broken uninstall entries that refuse to run
- +Batch uninstall helps reduce repetitive clicks across many installed apps
- +Preview-driven removal reduces accidental deletion during residual cleanup
- –No documented API or automation hooks for centralized enterprise removal
- –Deep registry sweep can require careful review to avoid removing shared entries
- –Bundleware removal coverage varies by installer and relies on manual confirmation
- –No RBAC or audit log for admin governance workflows
Windows users
Remove traces after failed uninstall
Traces removed from registry
Power users
Preview leftovers before delete
Safer deletion decisions
Show 2 more scenarios
Small business IT teams
Batch remove multiple apps
Multiple apps processed
Remove several applications in one workflow and clean leftovers with the same engine.
Helpdesk technicians
Clean browser and temp artifacts
Less post-removal clutter
Strip browser extensions and use the separate junk-cleaning area to target temp artifacts after removal.
Best for: Fits when Windows desktops need manual cleanup of broken uninstalls and leftover traces.
Conclusion
After evaluating 10 remove software, Glary Utilities 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 Remove Software
Remove software tools handle more than uninstalling an app entry, because they also target leftover registry keys, residual folders, and browser remnant components after vendor uninstallers fail. This guide covers Advanced Uninstaller PRO, CCleaner, AppCleaner, Geek Uninstaller, Ashampoo UnInstaller, Should I Remove It?, Glary Utilities, Revo Uninstaller, Pearcleaner, and AppZapper with an admin-focused lens on removal control and cleanup coverage.
System owners comparing Sysmon, Autoruns, and Wazuh will see how endpoint visibility and removal workflows intersect when uninstall hooks break or services and scheduled tasks linger. The selection focuses on observable mechanisms like forced uninstall sequencing, residual scan phases, and batch queues rather than on generic cleanup promises.
Remove Software: uninstall plus residual cleanup workflows for Windows and macOS endpoints
Remove software packages combine uninstall execution with leftover scanning, so the cleanup step can review registry remnants and residual files before deletion. Advanced Uninstaller PRO uses forced uninstall plus a post-scan leftover selection workflow to control the removal sequence when a standard uninstall fails, while CCleaner pairs uninstall and leftover registry key scanning with browser remnant cleanup in one interactive flow.
Tool choice often hinges on whether removal is guided and local or coordinated for fleets, because some tools emphasize user checklists and selective component lists instead of centralized governance. For administrators cross-referencing Sysmon, Autoruns, and Wazuh signals, the practical difference is how each tool turns an uninstall attempt into an auditable cleanup plan and how consistently it isolates shared components during forced removal.
Uninstall execution controls, residual scanning, and workflow fit
Removal outcomes depend on what happens after uninstall attempts finish, because leftover registry keys and residual folders often remain when vendor uninstallers break. Tools that pair an uninstall attempt with a second-phase residual scan make it possible to review candidates before deletion.
Forced uninstall sequencing with post-scan selection
Advanced Uninstaller PRO uses forced uninstall plus a post-scan leftover selection workflow that lets admins control the removal sequence after a failed standard uninstall. Revo Uninstaller also uses a forced uninstall mode and then runs a residual scan for review before deletion.
Leftover coverage across registry and residual files
Geek Uninstaller reviews both leftover registry key candidates and residual folders after the uninstall step completes. Revo Uninstaller and Pearcleaner both run residual cleanup after uninstall attempts, with Pearcleaner also pairing registry and orphaned file detection.
Browser remnant cleanup inside the uninstall workflow
CCleaner runs uninstall plus leftover registry key scanning and browser remnant cleanup in one interactive flow. Pearcleaner and Pearcleaner also strip browser extension and unwanted components as part of the same workflow.
Batch workflow versus guided single-app cleanup
Geek Uninstaller includes a batch uninstall queue to reduce repeated clicks across many apps, and Advanced Uninstaller PRO includes batch uninstall to cut manual effort. AppCleaner and Should I Remove It? focus on guided cleanup for selected apps or components and lack a fleet-oriented batch uninstall workflow.
Recovery and install-trace reversal for stubborn installers
Ashampoo UnInstaller uses an install monitor trace reversal mechanism that undoes what recorded installers added, which helps with stubborn desktop removals and bundleware artifacts. AppZapper builds an actionable plan from pre-install monitoring records and targets leftover registry and file removal for incomplete uninstall behavior.
Choose a removal workflow by control depth, leftover visibility, and automation surface
Start by matching removal control style to the risk tolerance of the endpoint workflow, because some tools force a manual review step after uninstall and residual scanning. Advanced Uninstaller PRO and Revo Uninstaller show review-driven deletion after uninstall attempts, which reduces accidental removal when shared components are involved.
Map your uninstall failure pattern to forced uninstall and review flow
If standard uninstalls fail and leftover candidates must be reviewed before deletion, Advanced Uninstaller PRO is built around forced uninstall plus a post-scan leftover selection step. If the goal is manual cleanup with a two-phase residual scan after an uninstall attempt, Revo Uninstaller provides residual candidates for review before removal.
Set leftover expectations across registry and residual folders
For desktop app cleanup where registry remnants and residual folders both matter, Geek Uninstaller runs leftover registry key scanning and residual folder cleanup after uninstall. For workflows that emphasize residual registry scanning plus residual trace handling after broken uninstalls, Revo Uninstaller and Glary Utilities both run after-uninstall leftover registry key scanning.
Decide whether browser remnant stripping must be coupled to uninstall
If browser remnant removal must run in the same interaction as uninstall and residual scans, CCleaner combines uninstall plus leftover registry key scanning with browser remnant cleanup. If browser add-ons and unwanted components are part of the residual cleanup scope rather than a separate toolchain, Pearcleaner bundles browser extension stripping into its residual workflow.
Choose batch queue behavior for multi-app cleanup jobs
If multiple applications must be removed in one operator session, Advanced Uninstaller PRO and Geek Uninstaller provide batch uninstall mechanisms that reduce repeated clicks. If the priority is per-app transparency through a component list or checklist, AppCleaner and Should I Remove It? provide guided selection and component-by-component guidance without a large-fleet batch uninstall workflow.
Pick trace reversal or install-monitor plans when uninstall teardown is incomplete
When stubborn removals depend on undoing what installers added, Ashampoo UnInstaller uses an install monitor trace reversal approach to revert recorded changes. When incomplete uninstall behavior requires a repeatable cleanup plan generated from an install monitoring record, AppZapper turns the pre-install monitoring record into an actionable cleanup checklist.
Who Remove Software fits best for admin workflows and endpoint technicians
The strongest matches are endpoint admins and desktop technicians who need leftover visibility after uninstall attempts, because the workflow must capture residual registry keys and residual folders. Tools in this list vary between guided local cleanup and queue-driven cleanup that reduces operator time across many apps.
Endpoint admins handling stubborn removals on Windows desktops
Advanced Uninstaller PRO supports forced uninstall plus post-scan leftover selection, which matches administrator workflows that need control after vendor uninstalls break.
Desktop technicians cleaning a small set of workstations
CCleaner combines uninstall and leftover registry key scanning with browser remnant cleanup in one interactive flow, which reduces the need for separate browser cleanup tooling.
Operations teams running multi-app cleanup tasks locally
Geek Uninstaller provides a batch uninstall queue and then performs leftover registry key scanning and residual folder cleanup after uninstall completes.
Mac users who want a visible removal set before deletion
AppCleaner updates a pre-removal component list per selected app and supports selective removal, which suits single-app cleanup with manual verification.
Windows users performing cautious, component-by-component cleanup guidance
Should I Remove It? distinguishes app removal steps from leftover cleanup tasks and provides clear residual-cleanup checklists by component type.
Common pitfalls in Remove Software workflows
A common failure mode is treating uninstall as a complete outcome when residual registry keys and leftover folders often remain. Another pitfall is deleting leftover candidates without a review step when forced uninstall touches shared components.
Deleting residual candidates without a post-uninstall review step
Choose workflows that show leftover candidates after the uninstall attempt, such as Advanced Uninstaller PRO’s post-scan leftover selection or Revo Uninstaller’s residual scan review before deletion.
Using a single-app checklist tool for fleet-scale remediation
AppCleaner and Should I Remove It? lack batch uninstall workflows for large fleets, so they slow down repeated removals and increase the chance of inconsistent residual cleanup.
Over-scoping registry cleanup and removing shared components
Ashampoo UnInstaller can increase risk when deep registry sweeps remove unrelated entries, so forced uninstall and residual targeting still require careful review during cleanup.
Assuming browser remnant cleanup is automatically handled by uninstall-only tools
CCleaner and Pearcleaner include browser remnant or extension stripping inside the same uninstall workflow, while tools focused on core leftovers can miss browser component remnants.
How We Selected and Ranked These Tools
We evaluated removal workflow depth across forced uninstall handling, two-phase residual scanning, and leftover visibility before deletion. Features accounted for 40% of the score, with 30% assigned to ease of use and 30% assigned to value for the cleanup workflow shape. Advanced Uninstaller PRO separated itself by combining forced uninstall sequencing with a post-scan leftover selection workflow and then supporting batch uninstall to reduce repeated operator clicks across multiple installed programs.
Frequently Asked Questions About Remove Software
How do Sysmon, Autoruns, and Wazuh findings change the uninstall workflow for leftover cleanup tools?
Which tool is better for forced uninstall when vendor uninstalls fail: Advanced Uninstaller PRO, Ashampoo UnInstaller, or Revo Uninstaller?
What breaks if leftover registry key cleanup runs without verifying app-related install artifacts first?
When is silent uninstall script support a deciding factor in removal automation, and which tools in this list fit?
How does auditability differ across tools that preview leftovers before deletion, like Revo Uninstaller and Geek Uninstaller?
What data migration or rollback capability exists when removal changes must be reversible?
Which tool best fits admin-controlled cleanup across many endpoints: CCleaner, Wazuh-driven orchestration, or Pearcleaner batch workflows?
How do browser extension stripping and PUP-style component detection affect safe removal outcomes?
Which tool is most suitable for macOS cleanup with a visible removal set: AppCleaner or a Windows-first removal engine?
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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