Commissioned Research
Top 10 Best Computer Upgrade Software of 2026

GITNUXSOFTWARE REVIEW

Technology & Digital Media

Top 10 Best Computer Upgrade Software of 2026

Compare computer upgrade software tools for PC owners and IT admins, including Chocolatey and DriverIdentifier, with tradeoffs for upgrades.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy

Computer upgrade software tools matter when endpoint drift causes missing drivers, outdated apps, and broken hardware features, especially across mixed PC fleets. This comparison helps analysts and operators weigh automation depth, driver backup and rollback behavior, and whether upgrades fit a controlled provisioning workflow like Auslogics Driver Updater.

Chocolatey is the best fit for teams where upgrading and patching Windows software needs automation, since it marries per-package installs with PowerShell scripts for reliable prechecks and post-install steps, while DriverIdentifier suits small groups that need precise hardware-ID driver matching without imaging workflows.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

Chocolatey

Chocolatey integrates package installation with PowerShell scripts, enabling custom prechecks and post-install steps per package.

Best for: Fits when software refresh and patching automation matter more than imaging, driver injection, or BIOS updates.

2

DriverIdentifier

Editor pick

Device-level driver matching driven by hardware identifiers to narrow downloads to the needed packages.

Best for: Fits when small teams need accurate driver identification for endpoints without imaging workflows.

3

Auslogics Driver Updater

Editor pick

Driver updates include system restore so each change has a rollback checkpoint without separate tooling.

Best for: Fits when endpoint teams need fast driver refresh with rollback coverage and minimal admin effort.

Comparison Table

1
ChocolateyBest overall
enterprise
9.4/10
Overall
2
8.9/10
Overall
3
8.8/10
Overall
4
8.3/10
Overall
5
8.1/10
Overall
6
7.8/10
Overall
7
7.4/10
Overall
8
7.2/10
Overall
9
6.9/10
Overall
10
API-first
6.7/10
Overall
#1

Chocolatey

enterprise

Windows package manager for automating the installation, upgrade, and management of software packages.

9.4/10
Overall
Features9.4/10
Ease of Use9.3/10
Value9.5/10
Standout feature

Chocolatey integrates package installation with PowerShell scripts, enabling custom prechecks and post-install steps per package.

Chocolatey is a Windows software deployment and patching tool that treats app installation as repeatable package operations. It runs from an agent-like client on endpoints and uses Chocolatey packages plus PowerShell scripts to install, upgrade, and uninstall software.

For upgrade workflows, it supports scripted package runs and can target specific packages, versions, and dependency chains across many machines. For computer upgrade planning, it is best evaluated as package management and automation rather than a hardware imaging or driver injection engine.

Pros
  • +Scriptable package install and upgrade using PowerShell-based automation
  • +Version pinning enables controlled roll-forward and repeatable deployments
  • +Native uninstall and dependency handling reduces manual cleanup
  • +Works without imaging workflows for common software refresh cycles
Cons
  • –Does not provide driver injection, WinPE provisioning, or bare-metal imaging
  • –Requires disciplined package authoring to avoid inconsistent install behavior
  • –Large fleets need governance to prevent uncontrolled third-party package usage
  • –Orchestration is limited without external scheduling and reporting layers
Use scenarios
  • IT operations teams

    Script upgrades across Windows device groups

    Repeatable app refreshes

  • Windows administrators

    Hold apps at tested versions

    Predictable application states

Show 2 more scenarios
  • Developers and build engineers

    Provision new build machines with tools

    Reproducible machine setup

    Install development tools and dependencies on workstations and build agents using repeatable package operations.

  • Windows endpoint administrators

    Standardize endpoint application baselines

    More consistent baselines

    Define common packages and apply them consistently across Windows workstations for uniform software states.

Best for: Fits when software refresh and patching automation matter more than imaging, driver injection, or BIOS updates.

#2

DriverIdentifier

specialist

Hardware identification and driver lookup software that helps locate compatible Windows drivers for unknown or outdated devices.

8.9/10
Overall
Features8.9/10
Ease of Use8.9/10
Value8.9/10
Standout feature

Device-level driver matching driven by hardware identifiers to narrow downloads to the needed packages.

DriverIdentifier’s main value comes from hardware inventory to driver recommendation, which reduces guesswork when multiple device variants exist. The workflow emphasizes identifying missing or outdated drivers by device characteristics and then guiding the next action through specific driver package selections. It is best suited to laptop refreshes, small fleet maintenance, and one-off troubleshooting where a full driver pack injection pipeline is unnecessary.

A key tradeoff is limited coverage of enterprise provisioning steps like imaging, driver injection, or UEFI firmware update automation. DriverIdentifier fits best when driver installation can be performed directly on endpoints, or when driver packages are staged separately for later manual or script-driven installs.

Pros
  • +Hardware-ID based scanning produces targeted driver selections
  • +Straightforward workflow that maps devices to specific driver downloads
  • +Useful for quick driver remediation on individual Windows endpoints
  • +Clear separation between driver discovery and install execution
Cons
  • –Does not provide imaging or PXE-ready driver injection workflows
  • –Limited support for firmware flash tasks compared with updater utilities
  • –No built-in OS migration wizard for in-place upgrade coordination
  • –Fleet governance features are not designed for RBAC-based administration
Use scenarios
  • IT helpdesk technicians

    Fix driver issues after hardware changes

    Faster device recovery

  • Small IT teams

    Standardize drivers on mixed laptops

    Consistent driver baseline

Show 2 more scenarios
  • Lab and QA desktop owners

    Prepare systems for testing workflows

    Fewer test environment issues

    Use device scans to pull correct driver builds for peripherals and adapters used in tests.

  • MSP technicians

    Handle client break-fix driver remediation

    Reduced trial-and-error installs

    Run identification on the client PC to select correct drivers and avoid broad driver pack installs.

Best for: Fits when small teams need accurate driver identification for endpoints without imaging workflows.

#3

Auslogics Driver Updater

SMB

Driver update software for Windows that scans devices, creates backups, and installs newer driver versions.

8.8/10
Overall
Features8.8/10
Ease of Use8.8/10
Value8.8/10
Standout feature

Driver updates include system restore so each change has a rollback checkpoint without separate tooling.

Auslogics Driver Updater focuses on readiness checks for driver currency, with an end-to-end update workflow that replaces detected drivers without requiring manual device-by-device searches. The tool supports an offline approach for driver packages by preparing driver files for later installation when direct downloads are undesirable. The built-in change safety relies on Windows system restore so driver-related regressions can be reverted quickly.

A key tradeoff is that it concentrates on drivers rather than full firmware flash utilities or BIOS updater coverage. It fits best when a workstation needs driver patching between OS feature updates or after hardware swaps, and when maintaining a predictable rollback path matters.

Pros
  • +Automated update flow reduces manual driver hunting
  • +System restore integration supports quick rollback after changes
  • +Driver inventory view clarifies what is scheduled to update
  • +Offline preparation supports staged installs without continuous connectivity
Cons
  • –Limited scope for firmware and BIOS updater tasks
  • –Driver update coverage depends on detection accuracy for each device
Use scenarios
  • IT helpdesk teams

    Fix device issues after driver drift

    Fewer repeat tickets

  • Lab technicians

    Standardize drivers after hardware swaps

    More stable test runs

Show 1 more scenario
  • Small businesses

    Prepare endpoints for OS feature updates

    Lower upgrade failure risk

    Driver currency checks reduce compatibility surprises before initiating in-place upgrades.

Best for: Fits when endpoint teams need fast driver refresh with rollback coverage and minimal admin effort.

#4

NVIDIA GeForce Experience

enterprise

Automatically updates NVIDIA graphics drivers and optimizes game settings for supported GPUs.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

In-app per-game optimal settings recommendations tied to the active NVIDIA driver and detected hardware.

NVIDIA GeForce Experience pairs GPU driver management with game-ready optimization workflows for systems that use NVIDIA graphics hardware. It handles driver download and install plus in-app notification of available updates, and it adds a per-game settings recommendation flow that targets performance and visual tuning.

Pros
  • +One-click NVIDIA driver download and install within the desktop app
  • +Per-game graphics recommendations adapt to installed NVIDIA GPU models
  • +Built-in recording and streaming controls integrate with supported games
  • +Automatic update prompts reduce manual driver tracking effort
Cons
  • –No support for offline media building or WinPE provisioning workflows
  • –Limited governance features such as RBAC roles and audit logs
  • –No fleet-level automation API for patch orchestration across PCs
  • –Does not cover firmware flashing or BIOS update preparation
Use scenarios
  • Gaming streamers

    Broadcast gameplay using capture overlay

    Audience-ready gameplay

  • Game clip creators

    Record short segments with hotkeys

    Shareable clip files

Show 2 more scenarios
  • Competitive players and teams

    Review replay capture for decisions

    Better self review

    Use replay capture to save recent gameplay for discussing plays and mistakes.

  • Casual creators and communities

    Trim highlight moments into clips

    Concise highlight clips

    Capture individual moments and trim longer recordings into focused highlight segments.

Best for: Fits when upgrades focus on NVIDIA GPU drivers and per-game tuning on single PCs.

#5

Glary Utilities

SMB

Provides system maintenance tools including driver update scanning and software update management for Windows.

8.1/10
Overall
Features8.1/10
Ease of Use8.1/10
Value8.1/10
Standout feature

Glary Utilities bundles multiple readiness scans and cleanup modules in one local workflow to reduce upgrade failure causes.

Glary Utilities from Glarysoft is a Windows maintenance suite that performs PC health checks and targeted cleanup rather than full deployment automation. Its upgrade-adjacent workflow focuses on enumerating system issues, managing startup items, and removing junk files that commonly block smooth OS and driver transitions.

Pros
  • +Clear system inspection tools for common readiness blockers like startup clutter
  • +Granular cleanup modules for files and registry areas beyond basic temporary data
  • +Fast scan-and-report flow that suits ad hoc pre-upgrade checks
  • +Lightweight utility set that runs locally without deployment infrastructure
Cons
  • –No documented API surface for automation or integration into upgrade pipelines
  • –Limited governance features for fleet-wide use such as RBAC and audit logs
  • –No native bare-metal or image deployment workflow like WinPE provisioning
  • –Cleanup behavior can require careful selection to avoid deleting needed artifacts
Use scenarios
  • Desktop support technicians

    Diagnose slow performance after changes

    Structured slowdown findings

  • Desktop support technicians

    Triage unstable or slow boot

    Startup root-cause visibility

Show 2 more scenarios
  • SMB administrators

    Prepare devices for reassignment

    Cleaner handoff devices

    Clean selected temporary data and user files before sharing or moving a device.

  • Privacy-conscious Windows users

    Remove local browser usage residue

    Less browser residue

    Review and remove selected browser caches and cookies to reduce local trace data.

Best for: Fits when end users need local readiness checks and cleanup before running a separate OS upgrade tool.

#6

Driver Easy

SMB

Windows software that scans hardware, identifies missing or outdated drivers, and installs vendor-matched updates.

7.8/10
Overall
Features7.8/10
Ease of Use7.9/10
Value7.7/10
Standout feature

Device-by-device recommendations generated from its Windows hardware scan, with in-OS install steps.

Driver Easy targets driver remediation by scanning Windows systems, then offering recommended driver downloads tied to detected hardware. It focuses on the end-user workflow of system checks and driver updates, rather than building an offline deployment pipeline for fleets.

Pros
  • +Windows scan-guided driver updates reduce manual hardware lookup
  • +Straightforward installation flow for common driver mismatch issues
  • +Clear list of devices and update recommendations per scan results
  • +Works from within the running OS without requiring imaging steps
Cons
  • –Limited automation surface for multi-device, unattended operations
  • –No native image deployment workflow for bare-metal or offline media
  • –Firmware update coverage is not a substitute for UEFI firmware update tools
  • –Change control relies on user actions rather than rollback snapshots
Use scenarios
  • Computer repair technicians

    Fix missing drivers after reinstall

    More complete driver set

  • Repair benches and IT staff

    Match drivers after hardware swaps

    Drivers aligned to hardware

Show 2 more scenarios
  • Windows users and helpdesks

    Restore network adapter recognition

    Improved network connectivity

    Find and update network adapter drivers when connectivity and device recognition fail.

  • Repair technicians and IT staff

    Install drivers with limited connectivity

    Offline-capable driver installs

    Prepare driver downloads for computers that cannot maintain internet access during repairs.

Best for: Fits when a single workstation or small lab needs guided driver fixes after hardware changes.

#7

Driver Reviver

SMB

Windows utility for scanning outdated drivers and applying verified driver updates from a managed catalog.

7.4/10
Overall
Features7.4/10
Ease of Use7.4/10
Value7.4/10
Standout feature

Clean reinstall workflow that removes and re-applies selected drivers when updates do not stabilize devices.

Driver Reviver runs a driver inventory on the local Windows machine and then maps results to update actions that can be applied immediately or queued for later. The workflow targets common failure modes like stale driver versions and driver mismatches without requiring image deployment concepts such as WinPE or offline media. A built-in clean reinstall flow helps when a normal update does not resolve device instability or recurring error states.

Pros
  • +Post-install scanning targets driver drift after Windows and hardware changes
  • +Clean reinstall flow handles corrupted or mismatched driver states
  • +Single-machine workflow avoids complex offline provisioning steps
  • +Actionable scan results reduce manual driver hunting
Cons
  • –Not designed for large-scale provisioning like PXE or task sequences
  • –Limited fit for offline driver injection workflows and image servicing
  • –Requires interactive Windows access for most operations
Use scenarios
  • IT desktop support teams

    Fix recurring device errors after updates

    Fewer device reopens

  • Small business techs

    Verify driver readiness before an OS change

    Reduced post-upgrade breakage

Show 1 more scenario
  • Home users with shared devices

    Recover from driver corruption

    Stable peripheral performance

    Use scanning to pinpoint problematic drivers and apply a targeted clean reinstall.

Best for: Fits when technicians need recurring driver remediation on individual Windows PCs.

#8

DriverMax

SMB

Windows driver updater that scans installed devices, downloads newer drivers, and supports driver backup and rollback.

7.2/10
Overall
Features7.2/10
Ease of Use7.2/10
Value7.2/10
Standout feature

One-scan driver pack export that creates reusable offline driver media from the current endpoint.

DriverMax focuses on collecting and deploying device drivers for Windows endpoints using a guided download and export workflow. The product generates driver packs from installed hardware, then lets admins export those drivers for later offline installation runs.

Pros
  • +Exports a portable driver bundle based on a live hardware scan
  • +Supports offline installation scenarios for system rebuild and upgrade prep
  • +Workflow stays within one tool for collecting and packaging drivers
  • +Driver set can be reused across machines with similar hardware
Cons
  • –Less suited for large-scale fleet governance than patch management agents
  • –Limited automation surface for scheduled collection and staged rollout
  • –No native integration path for BIOS updater coordination
  • –No built-in rollback snapshot for driver changes on endpoints
Use scenarios
  • IT support teams

    Export driver packs from scanned devices

    Portable driver packs

  • Imaging and rebuild teams

    Install correct drivers during rebuilds

    Less manual driver hunting

Best for: Fits when small teams need quick driver pack creation for offline rebuild workflows.

#9

Ninite

SMB

Batch installer and updater that silently installs or updates selected popular applications from a single custom installer.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

Bundle builder that turns a selected Windows app list into one unattended executable for repeatable installs.

Ninite generates a one-click Windows installer bundle from a curated catalog, which is the core fit for quick application refresh during device upgrades. It supports headless execution by publishing a single download that installs selected apps with unattended switches, which helps standardize rollout behavior.

Pros
  • +One curated bundle builds unattended installs for a selected app set
  • +Repeatable runs reduce per-machine installer dialog interruptions
  • +Simple selection model avoids package authoring or deployment share management
  • +Execution is script-friendly for basic automation in upgrade checklists
Cons
  • –Limited governance controls for RBAC, audit logs, and approvals
  • –No support for driver pack injection or firmware updater orchestration
  • –Dependency handling is mostly confined to each app's own installer behavior
  • –No API surface for dynamic app selection or policy-driven rollouts
Use scenarios
  • IT service providers

    Repeat common updates on client PCs

    Fewer installer actions

  • IT staff preparing pilot PCs

    Set up lab workstations for testing

    Repeatable lab setup

Show 2 more scenarios
  • IT teams maintaining office desktops

    Refresh desktops to a standard app set

    More consistent desktops

    Run the same selected application bundle to install missing apps and restore a baseline setup.

  • IT support staff

    Reinstall utilities after rebuilds

    Faster return to standard

    Reinstall a selected set of applications after a PC rebuild or desktop refresh.

Best for: Fits when upgrade scripts need consistent app installation without imaging or driver workflow integration.

#10

Scoop

API-first

Command-line package manager for Windows that installs and updates developer and productivity tools from portable manifests without requiring administrator privileges.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Bucket-based manifest system that defines install and update steps per application using PowerShell.

Scoop is a Windows software installer and package manager focused on fetching, installing, and updating command-line tools and developer applications via PowerShell buckets. Its core mechanism is simple install scripts plus a manifest format that defines the download URL, install steps, and update behavior.

Pros
  • +Manifests drive repeatable install steps with defined URLs and install commands
  • +PowerShell commands support scripting for batch application baselines after refresh
  • +Checksum validation reduces silent tampering during downloads
  • +Uninstall removes app files from the Scoop directory layout
Cons
  • –Not a firmware or driver provisioning tool for OS migration readiness
  • –No native driver injection workflow for offline media or WinPE provisioning
  • –Update control depends on bucket and manifest updates instead of managed patch sources
  • –Governance requires custom scripting since it lacks RBAC and audit logging
Use scenarios
  • IT administrators

    Automate command-line tool upgrades

    More consistent maintenance

  • Release engineers

    Test alternate versions in side-by-side paths

    Safer version comparisons

Show 2 more scenarios
  • System administrators

    Distribute admin utilities via manifests

    Consistent admin toolkit

    Share common Windows command-line and system tools using defined manifests and install scripts.

  • Small and mid-sized IT teams

    Distribute lightweight apps through scripts

    Simpler distribution workflow

    Pull packages from defined sources and connect install, update, and removal actions to operational scripts.

Best for: Fits when hardware refreshes require standardized app and utility installs, not full OS upgrade readiness automation.

Conclusion

After evaluating 10 computer upgrade software, Chocolatey 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.

Our Top Pick
Chocolatey

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Computer Upgrade Software

Which tools are best for validating hardware and driver readiness before an upgrade?
HWiNFO focuses on hardware detail and health telemetry, which helps identify mismatched components before upgrades. Belarc Advisor generates an inventory snapshot that teams can compare against expected hardware and software baselines.
How do offline driver packs differ from in-Windows driver update wizards?
DriverMax scans an endpoint and exports reusable driver media, which supports offline rebuild or imaging-style workflows. Driver Easy and Auslogics Driver Updater run the update flow inside Windows, so they install immediately after the scan.
Which tool is best for device-level driver identification using hardware IDs?
DriverIdentifier emphasizes device matching by enumerating hardware identifiers and mapping them to driver packages. That approach narrows download selection, while Driver Reviver is oriented around integrity checks and guided remediation.
When does a rollback feature matter during driver updates?
Auslogics Driver Updater ties driver updates to a system restore integration so a rollback checkpoint exists when a new driver destabilizes a device. Driver Reviver can perform clean reinstall of selected drivers, which resets state but does not replace OS-level rollback coverage.
What breaks if driver cleanup is skipped after a mismatch or corrupted driver state?
Driver Reviver targets corrupted or mismatched driver entries by offering a clean reinstall path, which prevents repeated failures from lingering driver state. Without that remediation, driver scanners may continue recommending the same updates because the broken state persists.
How do admin controls and governance differ between local readiness tools and fleet automation?
Glary Utilities is designed around local readiness checks and cleanup, with limited centralized governance. Chocolatey supports scripted package operations on endpoints, so admin control can be expressed through repeatable package runs and dependency chains.
Which tool fits systems that need consistent application installs during upgrade cycles?
Ninite builds a single unattended installer from a curated app list, which helps standardize application refresh without imaging. Scoop uses bucket-based manifests and PowerShell install scripts, which supports repeatable command-line tool and dev app baselines after hardware changes.
Where does GPU-focused upgrade tooling fall short for general computer readiness?
NVIDIA GeForce Experience is oriented around NVIDIA GPU enablement and per-game settings recommendations rather than system-wide driver and firmware readiness. For broader endpoint readiness, tools like HWiNFO and Belarc Advisor cover hardware and inventory signals that GPU tooling does not target.
How do integrations and automation hooks change the way teams validate results after upgrades?
Auslogics Driver Updater exposes a driver inventory view that helps validate what changed after updates, which supports post-change verification. Chocolatey runs PowerShell script steps per package, which enables automation of prechecks and post-install configuration for repeatable rollout behavior.
What tradeoff occurs when using driver identification tools instead of full deployment workflows?
Driver Easy and DriverIdentifier can guide or select drivers based on scan results, but they do not replace imaging or unattended deployment tooling. DriverMax addresses that gap by exporting offline driver media, which shifts the workflow from in-session installation to later offline installation runs.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Computer Upgrade Software

What separates options is how they handle driver and firmware selection, how safely they stage changes, and how much control they give you over what gets installed and when. Compare Integration depth and Automation and API surface, but verify the actual behavior with a trial upgrade workflow and rollback plan.

Hardware and driver compatibility coverage

Why it matters

Compatibility coverage determines whether the tool finds correct device drivers without forcing risky mismatches. For computer upgrade software, missing device support shows up as partial upgrades or manual cleanup later.

How to check

Bring a device list you care about (exact laptop/desktop model and OS version) and ask the demo to generate an upgrade plan. Verify it names drivers for each device class you expect, and confirm what happens when a device is unsupported.

Staging and rollback safety controls

Why it matters

Staging and rollback safety controls reduce downtime when upgrades break a device path. In this category, the difference between a reversible plan and an irreversible overwrite matters more than UI polish.

How to check

Ask for the exact workflow: does it preview changes, stage packages, and provide a defined rollback step. During a demo on non-critical hardware, run a small subset (like one driver group) and confirm rollback returns the system to a working state.

Automation and API surface for installs

Why it matters

Automation and API surface decide whether the upgrade process fits your existing ops routines. If you can’t script selection, scheduling, and reporting, upgrade throughput drops and handwork rises.

How to check

Request a demo of a command-line or API workflow that runs an upgrade plan end-to-end. Check whether you can set filters (device class, version constraints) and capture results in a consistent output format.

Device discovery and admin governance

Why it matters

Device discovery and admin governance control which endpoints get targeted and who can change policies. For computer upgrade software, clear targeting and permissioning prevents accidental upgrades outside your change window.

How to check

In the demo, show how endpoints are imported or discovered and how you scope actions by group. Verify you can review an audit-style history of who ran plans and what changed.

Dry-run accuracy and deployment throughput

Why it matters

Dry-run accuracy and deployment throughput shape how often you need to rerun plans. If previews don’t match actual installs, you waste time hunting exceptions during upgrades.

How to check

Run a dry-run on a test machine and compare the predicted driver/firmware actions to what actually installs in the follow-up run. Time a small batch (several endpoints if supported) and watch for repeated prompting or interruptions.

Red flags

  • Dry-run output doesn’t match what installs in the real run
  • Rollback is described vaguely or only works for some changes
  • Compatibility claims don’t translate into complete device coverage for your hardware

Fit by situation

  • If we manage mixed laptop models across teams, prioritize Hardware and driver compatibility coverage so upgrades land cleanly on each device.
  • If we can’t tolerate long downtime, prioritize Staging and rollback safety controls and verify rollback works during a demo.
  • If we need upgrades scheduled and scripted, prioritize Automation and API surface for repeatable plan execution and reporting.
Commissioned Research

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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