Commissioned Research
Top 10 Best Usability of Software of 2026

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Top 10 Best Usability of Software of 2026

Editorial roundup comparing usability of software tools for common workflows, with practical tradeoffs to help teams shortlist options and fit.

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

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe 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 rankings. Editorial policy

Usability testing and UX analytics tools help teams find friction, then turn session evidence and study outputs into decisions across products and iterations. This comparison targets UX operators and technical evaluators who need a concrete tradeoff between faster automation workflows, behavioral data capture like session replays, and storage-ready customer research for repeatable analysis.

Crazy Egg is the best pick for UX teams that need fast visual evidence on key pages because heatmap overlays tied to page sections stay readable while pairing click and attention signals, whereas Dovetail is a strong alternative for governed research teams since it links themes back to source notes for quicker stakeholder validation.

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

Crazy Egg

Heatmap overlays tied to specific page sections that stay readable while combining clicks and attention signals.

Best for: Fits when UX teams need fast, visual evidence for usability defects on key marketing or product pages.

2

PlaybookUX

Editor pick

Playbook-driven study execution that converts test setup and observations into shareable usability deliverables.

Best for: Fits when UX teams need repeatable usability study execution with consistent scripts and reporting.

3

Dovetail

Editor pick

Evidence-linked research synthesis that ties themes back to source notes for faster stakeholder validation.

Best for: Fits when UX research teams need governed synthesis, evidence traceability, and fast stakeholder review cycles.

Comparison Table

1
Crazy EggBest overall
SMB
9.5/10
Overall
2
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
8.5/10
Overall
5
enterprise
8.1/10
Overall
6
7.8/10
Overall
7
enterprise
7.6/10
Overall
8
7.0/10
Overall
9
6.9/10
Overall
10
6.5/10
Overall
#1

Crazy Egg

SMB

Heatmap and A/B testing platform for visualizing user behavior on web pages.

9.5/10
Overall
Features9.5/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Heatmap overlays tied to specific page sections that stay readable while combining clicks and attention signals.

Crazy Egg provides click maps, scroll depth, and session recordings that support heuristic evaluation during UX iteration cycles.

Teams can review recordings to validate whether observed interaction patterns reflect task success or user journey friction.

The experience centers on visual analysis rather than building custom event pipelines.

Pros
  • +Click maps and scroll depth render actionable context without exporting raw events
  • +Session recordings support qualitative triage for user journey friction
  • +Built-in overlays help relate interactions to specific page regions
  • +Setup workflow is lightweight for teams that lack analytics engineers
Cons
  • –Export and data reuse are limited compared with event-led analytics stacks
  • –Aggregation can hide individual edge cases without additional review effort
  • –Cross-domain and complex routing require careful instrumentation discipline
  • –Advanced automation and API-based workflows are narrower than enterprise web analytics
Use scenarios
  • Growth and product teams

    Find the exact form steps users fail

    Targeted fixes for fields

  • Marketing and UX teams

    Identify missed calls to action

    Prioritized landing improvements

Show 2 more scenarios
  • Conversion optimization teams

    Validate A/B changes with behavior

    Evidence for selecting variants

    Behavioral reports help confirm whether experiment variations change user actions and outcomes.

  • UX researchers and designers

    Compare attention across page layouts

    Stronger placement decisions

    Visual analysis across sessions highlights which elements draw interaction in each layout.

Best for: Fits when UX teams need fast, visual evidence for usability defects on key marketing or product pages.

#2

PlaybookUX

SMB

Automated usability testing platform with AI-powered research synthesis.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

Playbook-driven study execution that converts test setup and observations into shareable usability deliverables.

PlaybookUX turns usability research plans into executable activity templates for UX teams, with a guided flow for study setup and reporting. The core workflow covers participant recruitment inputs, session or test run instructions, observation capture, and deliverable generation for stakeholder review.

Usability teams can reuse playbooks across products to reduce variation in task scripts and note-taking. The product’s distinct value is its focus on repeatable usability study execution rather than one-off reports.

Pros
  • +Guided playbook steps reduce drift in usability test scripts
  • +Reusable templates support consistent note capture across studies
  • +Deliverable outputs map to common usability reporting needs
  • +Structured inputs make handoffs easier for cross-functional stakeholders
Cons
  • –Less suitable for teams that require fully custom data capture schemas
  • –Moderation-specific workflows can feel rigid for atypical study designs
  • –Workflow configuration requires attention to avoid inconsistent results
  • –API and automation surface details are not the primary usability story
Use scenarios
  • UX researchers

    Run usability studies on live flows

    Clarity on usability problems

  • Product stakeholders

    Turn observations into actionable findings

    Traceable improvement summary

Show 2 more scenarios
  • Product managers and designers

    Spot onboarding confusion points

    Prioritized onboarding opportunities

    Observe how participants move through onboarding tasks to identify where comprehension breaks.

  • UX designers

    Test prototypes for friction

    Design iteration evidence

    Guide participants through prototype tasks and review where they encounter usability issues.

Best for: Fits when UX teams need repeatable usability study execution with consistent scripts and reporting.

#3

Dovetail

enterprise

Customer research repository for storing, analyzing, and sharing usability findings.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

Evidence-linked research synthesis that ties themes back to source notes for faster stakeholder validation.

Dovetail centers on a qualitative research workflow that links source materials to synthesized themes and then to outputs like reports and recommendation decks. It supports importing data from common research sources, organizing findings by project, and using structured fields to make later retrieval faster. Collaboration is handled with workspace permissions, comments, and shareable views that reduce reliance on screenshots and emailed documents. Report creation focuses on reusing collected notes and excerpts instead of rewriting summaries from scratch.

A meaningful tradeoff is that Dovetail’s value depends on keeping projects and tags consistently structured, because later reuse and retrieval become harder when naming conventions drift. Teams tend to use it when multiple researchers contribute to the same customer insights pipeline and stakeholders need a single place to validate where themes came from. Another common fit appears during usability analysis work where session notes must be cross-referenced to specific user evidence while stakeholders request changes to wording and scope.

Pros
  • +Strong linking between research inputs, themes, and reusable outputs
  • +Searchable project libraries reduce time spent finding original evidence
  • +Collaboration features support stakeholder review without export churn
  • +Automation reduces repetitive formatting across recurring deliverables
Cons
  • –Organizing rigor is required for reliable tagging and later retrieval
  • –Customization depth for niche workflows can feel limited
  • –Bulk cleanup of inconsistent tags needs extra manual work
  • –Some advanced integrations require deliberate setup and QA
Use scenarios
  • UX research teams

    Synthesize recurring usability findings

    Faster iteration on findings

  • Product managers

    Review research with traceable evidence

    Higher decision confidence

Show 1 more scenario
  • Design ops

    Standardize research workflows

    Lower ongoing coordination overhead

    Operations teams enforce consistent project structure and reduce formatting repetition across studies.

Best for: Fits when UX research teams need governed synthesis, evidence traceability, and fast stakeholder review cycles.

#4

LogRocket

SMB

Session replay and product analytics platform engineered for web application debugging.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

Session replay with event timelines and rich console and network context for correlating UI state with failures.

LogRocket focuses on turning production behavior into a structured debugging workflow, using session replay, console and network context, and event timelines to reduce guesswork. Teams can define custom events to match product UX metrics and then filter and compare sessions by those signals. A governance-friendly approach exists through workspace administration and role-based access patterns, which helps control who can view recordings. The platform also supports alerting and automation via integrations, so detected issues can route to the right engineering or UX owner.

Pros
  • +Session replay links navigation, UI state, console errors, and network activity
  • +Custom events let teams model product-specific UX moments
  • +Filters and session search support fast triage for recurring issues
  • +Integrations support routing insights into engineering and product workflows
Cons
  • –Replay capture requires careful PII controls and redaction discipline
  • –Deep analysis can depend on consistent event instrumentation across flows
  • –High-throughput capture increases review noise for broad recordings
  • –Mobile and web parity can vary by environment and SDK setup
Use scenarios
  • UX research teams

    Diagnose onboarding drop-off from production replays

    Lower task failure rate

  • Product engineering teams

    Triage checkout errors with network traces

    Faster issue resolution

Show 2 more scenarios
  • Customer support operations

    Reproduce reported UI bugs quickly

    Reduced back-and-forth

    Filter recordings by account and event markers to match user reports to exact flows.

  • Design system owners

    Validate component behavior under real usage

    Fewer regressions

    Use replay to observe component state transitions and interaction outcomes in production.

Best for: Fits when UX and engineering need production session replay with event-based triage, not retrospective user reports.

#5

Contentsquare

enterprise

Digital experience analytics platform for zone-based heatmaps and journey friction analysis.

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

Friction clusters link behavioral anomalies to actionable page journeys, then lets teams verify with targeted replays.

Session replay is the central usability workflow because it lets teams validate whether a suspected issue truly blocks task progress for representative users. Journey analytics adds the context layer by summarizing where users enter, how they move between steps, and where drop-offs cluster. The combination reduces time spent jumping between qualitative clips and disconnected funnel reports.

Pros
  • +Session replay tied to page and flow context accelerates usability triage
  • +AI-assisted friction grouping reduces manual scan time across thousands of sessions
  • +Annotations and sharable reports support ongoing UX review and stakeholder alignment
  • +Segmentation by behavior helps isolate issues to specific user journeys
Cons
  • –Element-level insights degrade when DOM changes outpace instrumentation updates
  • –Admin and project setup require deliberate governance for consistent tracking
  • –Advanced workflows rely on consistent tagging across properties and environments
  • –Replay volume can overwhelm teams without strong segmentation and filters
Use scenarios
  • UX researchers and designers

    Validate checkout friction with replays

    Fewer false leads, faster fixes

  • Product analytics teams

    Diagnose component-level navigation issues

    Clear component refactor priorities

Show 2 more scenarios
  • Conversion optimization teams

    Prioritize experiments by user impact

    Higher task completion focus

    Friction groups across journeys rank opportunities before A/B usability cycles begin.

  • UX operations and governance

    Manage multi-property tracking consistency

    Less drift between reports

    Admin workflows support consistent project access and instrumentation rollout across environments.

Best for: Fits when UX teams need replay-backed, journey-scoped friction detection across live product flows.

#6

Optimal Workshop

enterprise

UX research suite providing card sorting, tree testing, and first-click testing for information architecture evaluation.

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

Card sorting and tree testing analysis are designed around information architecture tasks with built-in decision-ready reporting.

Optimal Workshop supports usability and UX research with moderated and unmoderated testing flows plus analysis views tied to recorded participant behavior. The tool provides tree testing, card sorting, first-click and click testing, and concept testing, with results formatted for comparison across tasks and iterations.

Pros
  • +Tree testing and click testing cover core information architecture and task navigation
  • +Study outputs are organized for cross-study comparison across iterations
  • +Unmoderated sessions reduce scheduling friction while preserving per-step outcomes
  • +Admin can control access to studies and research assets at the workspace level
Cons
  • –Building custom research scripts requires more setup than forms-only testing tools
  • –Some advanced analysis workflows take time to learn and repeat consistently
Use scenarios
  • UX research teams

    Measure task success and friction

    Task-based usability findings

  • Product and redesign teams

    Compare navigation hierarchy options

    Navigation decisions with comparisons

Show 2 more scenarios
  • Interface designers and researchers

    Evaluate first-click direction signals

    Signals for cue alignment

    Observe initial choices when participants attempt common tasks in an interface.

  • Teams running repeated research

    Reuse study structures across iterations

    Consistent evidence over time

    Repeat studies by reusing task patterns to evaluate changes over multiple research cycles.

Best for: Fits when UX teams need repeatable moderated and unmoderated usability studies tied to navigation decisions.

#7

Dscout

enterprise

Qualitative research platform for in-context mobile diary studies and remote usability missions.

7.6/10
Overall
Features7.6/10
Ease of Use7.6/10
Value7.6/10
Standout feature

Dscout session guides combine task scripting with participant submissions for time-aligned video and transcript review.

Dscout recruits remote participants and records moderated and unmoderated usability-style sessions that capture device video, screen activity, and spoken commentary. Teams can assign tasks in session guides and collect artifacts like clips, notes, and transcripts to support task success rate analysis.

Pros
  • +Remote study sessions capture video, screen, and speech in one timeline
  • +Session scripts keep tasks consistent across participants and platforms
  • +Taggable clips and transcripts speed up qualitative synthesis
  • +Supports both moderated sessions and participant self-guided submissions
Cons
  • –Best results require tight task wording and pilot testing of prompts
  • –Automations and API coverage are limited compared with survey-focused tools
Use scenarios
  • Remote UX research teams

    Guide participants through mobile or web tasks

    Usability issue recordings

  • Product managers and designers

    Test concepts and prototypes with assignments

    Early concept clarity feedback

Show 2 more scenarios
  • UX researchers

    Run multi-day mobile diary studies

    In-context behavioral evidence

    Collect participant video, audio, and written observations during real routines across multiple days.

  • Market researchers

    Collect mobile ethnography missions

    Less recall-dependent evidence

    Ask participants to document experiences, environments, and routines during moment-to-moment missions.

Best for: Fits when UX teams need remote, participant-driven usability evidence with reviewable clips and transcripts.

#8

Trymata

SMB

Usability testing platform offering both self-serve and managed usability studies.

7.0/10
Overall
Features7.0/10
Ease of Use7.0/10
Value7.0/10
Standout feature

Trymata’s study workflow includes end-to-end moderated session configuration and API-ready study operations for consistent downstream use.

Trymata supports remote, moderated usability testing workflows for web and app products, with study management built around task sessions and stakeholder sharing. Teams can run structured usability sessions, collect recordings and session artifacts, and route findings into a repeatable review process.

Pros
  • +Moderated remote sessions keep context during task execution and feedback capture
  • +Session artifacts reduce manual work when teams translate observations into findings
  • +API access supports study lifecycle automation and integration with internal systems
  • +RBAC-style access boundaries reduce risk when multiple stakeholders participate
Cons
  • –Test script setup takes time before data capture can start
  • –Finding export formats can require extra mapping for tooling outside the platform
  • –Video and artifact review can become heavy during high-throughput programs
  • –Configuration changes late in the workflow can cause rework for study consistency
Use scenarios
  • Remote usability research teams

    Run moderated sessions with consistent structure

    Controlled session execution

  • UX team leads

    Standardize outputs across multiple studies

    Repeatable study results

Show 1 more scenario
  • Product research ops

    Automate study lifecycle operations

    Faster research operations

    Use APIs to support study lifecycle automation and route outputs into downstream reporting workflows.

Best for: Fits when UX teams run recurring moderated usability studies and need controlled session configuration plus API-driven reporting.

#9

Loop11

SMB

Unmoderated remote usability testing tool for live websites and prototypes with task success metrics.

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

Centralized study asset management ties moderated sessions to analysis-ready outputs for faster synthesis cycles.

Loop11 targets usability and UX research workflows that need repeatable user testing, moderation support, and analysis output in one place. The product’s core job is to run tests, capture observations, and manage study assets so teams can reuse sessions and keep findings consistent.

Pros
  • +Study organization keeps sessions, notes, and artifacts grouped per research effort
  • +Moderation and session workflows support consistent observation collection
  • +Export-ready analysis outputs reduce manual reformatting for design reviews
  • +Reusable templates help keep study setup consistent across teams
Cons
  • –Customization depth for test scripts can feel limited for complex protocols
  • –Heavier governance controls can require careful upfront setup discipline
Use scenarios
  • UX research teams

    Benchmark task performance across releases

    Comparable task results

  • Conversion and product teams

    Diagnose signup or purchase task friction

    Completion improvements evidence

Show 2 more scenarios
  • Website usability researchers

    Identify navigation and form friction

    Where users struggle

    Run remote studies on live websites to locate problems in navigation, forms, and key tasks.

  • Small research teams

    Collect unmoderated task feedback

    Repeatable usability evidence

    Gather task-based feedback without requiring a facilitator for every usability session.

Best for: Fits when UX teams run repeated moderated usability sessions and need structured study handoff artifacts.

#10

UXtweak

SMB

Free UX research platform offering usability testing, card sorting, tree testing, and website testing.

6.5/10
Overall
Features6.5/10
Ease of Use6.5/10
Value6.5/10
Standout feature

Screen-level study targeting that links tasks and questions to the exact pages users reached during recorded sessions.

UXtweak focuses on unmoderated user feedback collection tied to session recordings and usability-style tasks. Teams can configure study questions, target users with screens, and review results in a single analysis workflow.

Pros
  • +Unmoderated study setup supports quick task-and-question workflows
  • +Session recordings and feedback are reviewed in one place
  • +Study targeting by page and screen reduces irrelevant responses
  • +Results can be exported for cross-team sharing
Cons
  • –Automation depth is limited compared to tools with programmable study pipelines
  • –Advanced governance requires careful tagging and consistent study naming
  • –Recruitment and participant targeting controls can feel basic for complex panels
  • –Some analysis views constrain deeper custom reporting needs
Use scenarios
  • UX researchers

    Validate website task completion

    Evidence of usability issues

  • Product managers and UX teams

    Triage issues by task and journey

    Faster prioritization

Show 2 more scenarios
  • Growth teams and UX

    Find where users drop in funnels

    Step-level friction insight

    Group tracked events into conversion paths and identify where users abandon important flows.

  • Service design and UX analysts

    Document workflows with diagrams

    Workflow documentation for review

    Map user steps, handoffs, and decision points with observations into traceable task flow documentation.

Best for: Fits when UX teams need fast, recurring remote usability sessions with task prompts and session context.

Conclusion

After evaluating 10 usability of software, Crazy Egg 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
Crazy Egg

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 Usability of Software

How do Contentsquare and Crazy Egg differ for first-click usability evidence?
Crazy Egg focuses on fast on-page instrumentation and heatmap overlays tied to page sections, which helps teams judge first-click usability in iterative changes. Contentsquare connects anomalous clicks and navigation patterns to specific page journeys and then verifies with targeted replays, which is better for tracing where the journey breaks rather than only where clicks land.
Which tool is better when usability work must be repeated with the same study structure?
PlaybookUX turns study plans into reusable activity templates that standardize participant inputs, observation capture, and deliverable generation. Loop11 standardizes moderated sessions and analysis handoffs by managing study assets so teams keep findings consistent across repeated runs.
How do Trymata and Loop11 support APIs or automation for usability operations?
Trymata exposes an API surface for study lifecycle operations so usability teams can route consistent study outputs into downstream reporting. LogRocket focuses automation around event-based triage in production recordings, while Loop11 centers on structured study operations and synthesis-ready exports rather than event timelines.
When is evidence traceability with research notes the priority instead of session behavior?
Dovetail fits when the usability artifact must connect themes back to source notes and participants for review cycles. Contentsquare and LogRocket instead emphasize behavioral evidence from recordings and journey-scoped friction clusters, which supports UX triage but not the same note-level traceability workflow.
How do UXtweak and Dscout handle tasks and session context in remote unmoderated or semi-structured studies?
UXtweak ties screens, task prompts, and questions to the exact pages users reached during recorded sessions. Dscout uses session guides that combine task scripting with participant submissions, then aligns clips and transcripts to those tasks during review.
What breaks when teams treat usability testing results as a pure visual check instead of a navigation decision workflow?
Crazy Egg can show click and attention patterns on a page section, but it does not substitute for information architecture decisions across funnels and branches. Optimal Workshop provides tree testing, card sorting, and click or first-click testing formatted for comparison across tasks, which is designed for navigation decision usability rather than single-page heuristics.
How do admin controls and permissions differ between Contentsquare and Optimal Workshop?
Contentsquare uses governance around controlled access to projects and admin workflows to manage tracking setup across environments. Optimal Workshop administers project management plus permissioned access to assets and studies, which focuses on controlling study and participant resources rather than cross-environment tracking configuration.
How should teams correlate usability issues to frontend state when session replay includes more than user clicks?
LogRocket correlates session replay with event timelines and detailed context such as console and network information, which helps teams map UI failures to API responses. Contentsquare links behavioral anomalies to page journeys and then confirms with targeted replays, which supports journey-level friction attribution but not the same event-state correlation depth.
What tradeoff appears when usability testing shifts toward moderated sessions with controlled configuration?
Trymata and Loop11 can enforce consistent moderated session configuration and produce shareable artifacts for review cycles, which supports controlled usability sessions across studies. That consistency can slow iteration compared with UXtweak or Dscout workflows that emphasize screen-targeted tasks and participant-driven evidence for faster, lightweight collection.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Usability of Software

Usability of software is separated less by feature checklists and more by how quickly people can complete real workflows without confusion—especially around error recovery and interface clarity. Watch for clear, consistent navigation and predictable actions under pressure, not just clean screens.

Workflow clarity and step ordering

Why it matters

Workflow clarity and step ordering reduce time spent figuring out what to do next, which directly affects day-to-day usability of software. When steps feel arbitrary, users hesitate and rework.

How to check

On a demo, pick a common task your team owns (create, update, submit, approve) and follow the screen order without guidance. Ask the demo person to describe what happens if you pause midway, then verify what the app saves and what you must repeat.

Navigation consistency across screens

Why it matters

Navigation consistency keeps muscle memory stable, which lowers friction and makes usability of software feel predictable. Inconsistent menus or controls force users to relearn patterns every time.

How to check

During the demo, go from a list view to a record detail, then back to the list, then open a related panel. Confirm whether the same buttons (save, cancel, delete, export) behave the same way and appear in the same places.

Error prevention and recovery

Why it matters

Error handling matters because even well-trained users make mistakes; good recovery preserves trust in usability of software. Poor handling turns small slips into long detours.

How to check

Intentionally enter an invalid value in a required field, then try saving. Check whether the message tells you what to change, whether the app preserves what you already typed, and how many extra clicks it takes to fix and continue.

Search that matches real wording

Why it matters

Search findability determines whether users can recover context fast, which is central to usability of software. If search is brittle, people fall back to manual browsing and rework.

How to check

Use the product’s search with your own terms (a name, an identifier format, a status phrase). Verify whether filters refine results in expected ways and whether search suggestions or recent items match what users typically look for.

Responsiveness and progress feedback

Why it matters

Responsiveness and progress feedback prevent users from misreading delays as failures, improving usability of software during busy workflows. Without it, users click repeatedly or abandon tasks.

How to check

Trigger an action that takes noticeable time (bulk update, report generation, file upload). Confirm the UI shows progress or queued state, remains interactive where appropriate, and provides a clear success/fail outcome with next steps.

Role-based screens and actions

Why it matters

Role-based screens and actions reduce confusion by showing only what users can do, which improves usability of software across teams. When actions appear but fail, usability suffers.

How to check

In the demo, switch between two roles (for example, viewer vs editor) and repeat a key workflow. Verify that restricted actions are hidden or disabled with an explanation, and that navigation adapts without dead ends.

Red flags

  • Error messages that do not tell you how to fix the problem
  • Buttons that change behavior between list and detail screens
  • Search that returns irrelevant results for common identifiers

Fit by situation

  • If your team runs frequent edits on existing records, prioritize workflow clarity and step ordering.
  • If multiple roles share the same workspace, prioritize role-based screens and actions.
  • If delays and mistakes happen often during peak work, prioritize error prevention and recovery.
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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