Commissioned Research
Top 10 Best Competency Software of 2026

GITNUXSOFTWARE REVIEW

HR & Leadership

Top 10 Best Competency Software of 2026

Compare competency software tools for talent teams, with notes on fit and tradeoffs, including Lattice and Workday Talent Management.

19 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

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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

Competency software tools map skills to roles, drive assessments, and turn results into development planning through configurable data models and workflow automation. This comparison helps analysts and operators weigh integration depth, API and provisioning fit, and governance controls like RBAC and audit logs across platforms such as Leapsome.

Cornerstone OnDemand is the best fit for enterprise HR teams that need governed, evidence-linked competency assessments because its calibration-ready workflow keeps assessor scoring consistent, while Lattice is a strong alternative for SMB teams that want manager calibration and evidence-linked ratings built around performance cycles.

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

Cornerstone OnDemand

Evidence-linked competency assessment workflow with calibration-ready artifacts for consistent assessor scoring.

Best for: Fits when enterprise HR teams need governed competency frameworks, evidence-based assessments, and API-driven integration.

2

Workday Talent Management

Editor pick

Role-linked competency mapping that keeps competency expectations synchronized to job and organizational context.

Best for: Fits when mid to large HR orgs need role-linked competency assessments with strong integration control.

3

Lattice

Editor pick

Manager calibration and evidence-linked ratings connect competency expectations to consistent review outcomes.

Best for: Fits when HR teams want competency-aligned reviews with calibration and integration-driven reporting.

Comparison Table

1
enterprise
9.3/10
Overall
2
8.8/10
Overall
3
8.7/10
Overall
4
8.3/10
Overall
5
enterprise
8.1/10
Overall
6
vertical specialist
7.7/10
Overall
7
enterprise
7.5/10
Overall
8
vertical specialist
7.2/10
Overall
9
enterprise
6.9/10
Overall
10
6.7/10
Overall
#1

Cornerstone OnDemand

enterprise

Enterprise talent management suite with competency frameworks, skills assessment, and development planning.

9.3/10
Overall
Features9.3/10
Ease of Use9.2/10
Value9.4/10
Standout feature

Evidence-linked competency assessment workflow with calibration-ready artifacts for consistent assessor scoring.

Cornerstone OnDemand pairs HR talent management with competency management workflows for creating, assessing, and tracking job-aligned skills. It supports competency framework building and mapping to roles, plus assessment cycles that capture ratings, evidence, and calibration artifacts.

Integration depth is driven through HR and talent ecosystem connectors, workflow APIs, and data exchange patterns used by enterprise systems. Governance centers on role-based permissions, audit logging, and admin controls needed to manage templates, assessors, and data visibility across organizations.

Pros
  • +Role-based competency mapping to job structures reduces assessor guesswork
  • +Assessment workflow supports evidence collection tied to competency expectations
  • +RBAC plus audit trails support controlled administration at enterprise scale
  • +Extensibility via APIs supports integrating assessment and reporting into HR systems
Cons
  • –Complex configuration can slow initial setup for multi-team competency models
  • –Competency import and re-mapping require careful governance to prevent taxonomy drift
Use scenarios
  • Workforce planning teams

    Spot team skill gaps vs expectations

    Clear gaps by team

  • Learning and development teams

    Maintain ongoing competency learning evidence

    Continuing learning visibility

Show 2 more scenarios
  • Compliance training teams

    Manage mandatory training attestations

    Traceable compliance proof

    Mandatory training, policy acknowledgements, and due dates are tracked with audit-oriented completion evidence.

  • HR onboarding teams

    Coordinate role-based onboarding curricula

    Consistent onboarding paths

    Required learning activities are organized by role and progress is tracked for each new hire.

Best for: Fits when enterprise HR teams need governed competency frameworks, evidence-based assessments, and API-driven integration.

#2

Workday Talent Management

enterprise

Unified HCM platform with competency-based performance, career development, and skills tracking.

8.8/10
Overall
Features8.8/10
Ease of Use8.7/10
Value8.9/10
Standout feature

Role-linked competency mapping that keeps competency expectations synchronized to job and organizational context.

Workday Talent Management manages competency content, assessments, and talent outcomes inside the Workday HCM ecosystem. It supports role-driven competency mapping, structured evaluations, and evidence-style assessment workflows tied to talent records.

Workday also provides extensibility through Workday Integration and API access patterns that enable provisioning and automated updates to competency and assessment data. Administration focuses on configuration, delegated permissions, and change governance across competency definitions and evaluation activities.

Pros
  • +Role-based competency mapping stays aligned as job data changes.
  • +Assessment workflows connect evaluator ratings to competency records.
  • +Workday Integration and APIs support automated competency data updates.
  • +Delegated permissions and audit visibility support evaluator governance.
Cons
  • –Competency configuration requires careful setup to avoid rubric drift.
  • –Complex cross-role mappings can be harder to explain to admins.
Use scenarios
  • Talent managers

    Map competencies to roles for assessments

    Aligned evaluation inputs

  • HR administrators

    Configure competency definitions and permissions

    Controlled framework updates

Show 1 more scenario
  • Integration teams

    Sync competency and assessment data

    Less manual data handling

    Workday integration and API access enable automated provisioning and updates to competency and assessment data.

Best for: Fits when mid to large HR orgs need role-linked competency assessments with strong integration control.

#3

Lattice

SMB

People management platform with competency tracking, performance reviews, and growth plans.

8.7/10
Overall
Features8.7/10
Ease of Use8.8/10
Value8.6/10
Standout feature

Manager calibration and evidence-linked ratings connect competency expectations to consistent review outcomes.

Lattice supports competency frameworks, role competency mapping, and structured assessments that feed into performance reviews rather than living as isolated documents. Calibration workflows support assessor alignment for ratings across managers, and evidence attachments connect ratings to specific examples. Integration coverage and API access enable syncing talent profiles and assessment outcomes with external systems that track hiring, learning, or HR reporting.

A key tradeoff is that competency depth depends on how consistently managers use the assessment templates and collect evidence, which creates process variability. Lattice fits situations where HR needs competency-aligned performance reviews and manager calibration at scale, while still keeping integration and automation options for downstream analytics.

Pros
  • +Competency mapping drives structured assessments inside performance cycles
  • +Calibration workflows improve rating consistency across managers
  • +Assessments can attach evidence to reduce rating subjectivity
  • +Integrations plus API support automated HR and talent data flows
Cons
  • –Competency quality depends on manager evidence discipline and template adherence
  • –Deep custom workflows require more configuration than simple survey tools
  • –Framework changes can be disruptive if role mappings are widely reused
  • –Reporting on complex competency rollups can require careful setup
Use scenarios
  • HR talent management teams

    Run competency-aligned performance reviews

    Comparable ratings across org

  • People managers

    Calibrate assessor ratings

    Fewer rating variances

Show 2 more scenarios
  • HR systems and analytics

    Automate competency data exports

    Faster competency analytics

    Use the API and integrations to connect assessments to reporting pipelines.

  • Learning and development teams

    Drive development planning from assessments

    Targeted growth plans

    Turn assessment results into inputs for development actions and learning recommendations.

Best for: Fits when HR teams want competency-aligned reviews with calibration and integration-driven reporting.

#4

Leapsome

SMB

Performance and development platform with competency frameworks, 360 reviews, and learning paths.

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

Evidence portfolio attachments inside competency assessments reduce context switching for reviewers.

Leapsome supports end-to-end competency workflows, starting with building competency frameworks and assigning them to roles, then running assessments that collect ratings and supporting evidence. The system emphasizes assessor calibration controls so rating patterns can be reviewed before finalizing outputs. Evidence capture links artifacts to competency items, which helps when competency gap analysis feeds development planning and progression decisions.

Pros
  • +Role-linked competency frameworks reduce manual alignment work
  • +Evidence capture ties artifacts directly to competency items
  • +Calibration controls support consistent assessor outcomes
  • +Workflow automation connects assessments to development planning
Cons
  • –Multi-stage assessor approvals need careful configuration to avoid redundancy
  • –Advanced workflow variants may require support for first deployment
  • –Reporting depth depends on how role mapping is structured
  • –Competency content changes can trigger reassessment workload
Use scenarios
  • HR talent management teams

    Run annual competency assessments

    Comparable competency results

  • People analytics teams

    Calibrate assessor ratings

    More consistent ratings

Show 2 more scenarios
  • L&D and development teams

    Turn gaps into learning pathways

    Focused development plans

    Competency gaps feed development planning with supporting evidence context.

  • Internal HR ops teams

    Integrate assessments with HRIS

    Lower admin effort

    Integrations and automation keep assessment inputs aligned with employee data.

Best for: Fits when HR teams need repeatable competency assessments tied to roles and evidence.

#5

Degreed

enterprise

Skills and competency platform for tracking, measuring, and developing workforce capabilities.

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

Evidence portfolio workflows that connect competency assessment outcomes to documented artifacts and later reuse.

Degreed targets organizations that manage skills taxonomies and role-ready expectations across functions, then want evidence-based reviews rather than plain course completion. Its framework configuration supports mapping competency expectations to roles and tracking progression signals through curated learning and stored evidence. Automation options include workflow triggers for assessments and structured collection of artifacts, which reduces manual coordination between managers and assessors. Data access also matters, because Degreed’s API and integration tooling are used to keep skills profiles aligned with upstream systems.

Pros
  • +Evidence portfolio structure links assessments to stored artifacts
  • +Configurable competency framework mapping for role expectations
  • +API and integrations keep skills profiles aligned with HR systems
  • +Workflow-driven assessment cycles reduce manual manager chasing
Cons
  • –Framework setup and evidence rules require careful governance discipline
  • –Some competency workflows demand more admin time than basic LMS tracking
  • –Report interpretation often depends on consistent metadata across sources
  • –Complex mappings can make first-rollout change management harder
Use scenarios
  • HR talent management teams

    Role readiness with evidence capture

    Faster, auditable proficiency decisions

  • L&D operations teams

    Learning pathways from competency gaps

    More relevant development plans

Show 2 more scenarios
  • Internal mobility teams

    Competency alignment for job matching

    Higher quality shortlist

    Use skills signals and evidence to support role-fit comparisons for mobility opportunities.

  • Enterprise HRIS integrators

    Skills profile synchronization workflows

    Less profile drift

    Ingest employee attributes and learning signals through API-based integration into competency profiles.

Best for: Fits when HR teams need evidence-based competency assessment with integration into HR and learning systems.

#6

AssessFirst

vertical specialist

Predictive assessment platform measuring competencies, motivation, and personality traits for hiring and development.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Assessor calibration workflows that standardize rating behavior across competency rubric levels before large assessments.

AssessFirst is a competency software used to design competency matrices and run assessments tied to roles. The core workflow centers on building proficiency rubrics with behavioral indicators, collecting assessor or self ratings, and storing evidence in an assessor-facing review view.

Pros
  • +Competency content modeling supports matrices, rubric levels, and behavioral indicators for consistency
  • +Assessment workflows keep assessors on structured prompts and standardized rating steps
  • +Framework import and job-to-person mapping support faster rollout across roles
  • +Calibration workflows and governance help reduce rating drift across assessors
Cons
  • –Complex rubric design takes configuration discipline before large-scale rollout
  • –Built-in reporting favors assessment outcomes over deep organization-wide analytics
Use scenarios
  • Talent acquisition teams

    Score competencies with rubrics

    Documented competency scores

  • Recruiting teams

    Assess candidates before interviews

    More consistent shortlisting

Show 2 more scenarios
  • Recruiting operations teams

    Run standardized assessments for many roles

    Standardized candidate flow

    Reusable test packages and controlled sessions support consistent candidate processing at scale.

  • Talent development teams

    Inform development planning with assessments

    Actionable development inputs

    Competency assessment patterns are used to structure development discussions and role-focused planning inputs.

Best for: Fits when HR teams need governed competency matrices and consistent assessor workflows across many roles.

#7

ProFinda

enterprise

Talent marketplace software for skills profiles, competency matching, and project staffing.

7.5/10
Overall
Features7.5/10
Ease of Use7.5/10
Value7.5/10
Standout feature

Competency assessment workflows that keep evidence and ratings linked to job competency profiles throughout review.

ProFinda positions itself as competency software that focuses on job-aligned competency profiles, assessor workflows, and evidence handling. It supports structured rating collection for 360-degree assessment style inputs and competency gap analysis tied to role readiness.

Pros
  • +Role-based competency mapping ties ratings to job competency profiles
  • +Evidence intake reduces context switching during assessment review
  • +Framework configuration supports consistent assessor calibration
  • +Workflow templates support recurring assessment cycles
Cons
  • –Limited indication of deep framework import templates for existing schemas
  • –Automation coverage is mostly workflow-driven and less API-driven
  • –Complex competency libraries can slow navigation without clear grouping
  • –RBAC depth and audit log granularity are not clearly surfaced
Use scenarios
  • HR talent teams

    Create role readiness competency gaps

    Role readiness insights

  • Assessors and managers

    Collect 360-style competency ratings with evidence

    Structured review records

Show 1 more scenario
  • HR administrators

    Enforce controlled competency frameworks

    More repeatable outputs

    Framework controls and assessor participation settings support consistent reviews across repeated assessment cycles.

Best for: Fits when HR teams need repeatable competency assessments tied to role readiness and controlled evidence capture.

#8

AG5

vertical specialist

Competency management software for skills matrices, role profiles, and proficiency tracking.

7.2/10
Overall
Features7.2/10
Ease of Use7.1/10
Value7.3/10
Standout feature

Assessor workflow configuration that links competency items to evidence capture during rating cycles.

AG5 delivers competency software that helps HR map skills to roles and manage evaluation workflows with assessor inputs. It focuses on role and competency profile management, evidence gathering, and consistency support during assessment cycles.

Pros
  • +Workflow-first assessment screens for repeatable assessor rating cycles
  • +Competency library management for reuse across job competency profiles
  • +Evidence capture support tied to assessor inputs for review traceability
  • +Administration configuration for competency structures and evaluation steps
Cons
  • –Competency setup requires careful governance to avoid inconsistent mappings
  • –Limited visibility into cross-cycle analytics for competency gap analysis
Use scenarios
  • HR and talent teams

    Define competency expectations per job

    Consistent competency requirements

  • Assessment administrators

    Calibrate ratings across assessors

    More consistent competency ratings

Show 2 more scenarios
  • HR teams and managers

    Run repeatable competency evaluations

    Repeatable assessment records

    Employee and manager evaluations use shared proficiency scales, rubrics, and evidence notes for structured sessions.

  • Workforce planning teams

    Assess readiness against role expectations

    Structured readiness basis

    Role-based competency results are reviewed to validate how employee capabilities align to role expectations.

Best for: Fits when HR teams need consistent competency profiles and assessor workflows without heavy custom tooling.

#9

Eightfold AI

enterprise

AI-powered talent intelligence platform with competency mapping and skills-based talent matching.

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

Skills-to-opportunity recommendations that translate role requirements into internal mobility and talent readiness signals.

Eightfold AI differentiates itself with a skills-to-opportunity approach that connects internal talent data to role requirements and mobility planning. It supports competency-related outcomes through skills taxonomy alignment, candidate-to-job matching, and organization-wide talent insights.

Pros
  • +Skills-to-role matching links competency intent to mobility recommendations
  • +APIs and automation reduce manual updates to competency evidence and profiles
  • +Strong configuration for talent mapping and internal opportunity sourcing
  • +Evidence-based talent profiling improves assessor alignment for recommendations
Cons
  • –Competency administration requires careful governance of skills signals
  • –Deep competency certification and accreditation workflows need additional process design
Use scenarios
  • HR and talent management teams

    Align inferred skills to competency frameworks

    Consistent capability signals

  • Workforce planning teams

    Assess organization-wide readiness and gaps

    View of capability coverage

Show 2 more scenarios
  • Talent analytics teams

    Evaluate hiring outcomes using matching signals

    More traceable decisions

    Recruiting outcomes and ranking signals are reviewed to inform workflow adjustments and governance changes.

  • Recruiters

    Rank applicants for review

    More consistent shortlists

    Structured job requirements and candidate skill signals are used to rank applicants consistently for human review.

Best for: Fits when HR teams want automated competency alignment driving job matching and internal mobility decisions.

#10

Fuel50

SMB

Career pathing platform with competency mapping, skills assessment, and workforce intelligence.

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

Evidence-linked competency assessment workflows that tie assessor ratings to documented supporting inputs for each proficiency decision.

Fuel50 is a competency software used by HR teams to map jobs to competencies, run structured assessments, and store evidence behind proficiency decisions. The core workflow centers on competency frameworks, role competency profiles, and assessor forms that capture both ratings and supporting notes.

Pros
  • +Framework-to-role mapping links competencies to job competency profiles for consistent assessments
  • +Assessor workflows capture structured ratings with evidence fields for review traceability
  • +Assessment reporting supports competency gap analysis and readiness views from collected data
  • +Access controls separate HR administration from assessor and reviewer permissions
Cons
  • –Complex framework changes require careful governance to avoid role mapping drift
  • –Deep integration with HRIS and identity systems depends on available connector coverage
Use scenarios
  • HR, managers, and assessors

    Run competency assessment cycles

    Documented role readiness

  • Workforce planners

    Review competency coverage and currency

    Visibility into capability gaps

Show 2 more scenarios
  • Learning and development teams

    Plan development steps from skill gaps

    Development linked to gaps

    Assessment results and role expectations are translated into development actions and learning pathways.

  • People managers and employees

    Run career conversations using competency data

    Career discussions with actions

    Employees and managers use shared competency assessments for discussions on expectations, aspirations, and next steps.

Best for: Fits when HR teams need evidence-backed competency assessments tied to role profiles and internal reporting for readiness gaps.

Conclusion

After evaluating 10 competency software, Cornerstone OnDemand 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
Cornerstone OnDemand

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 Competency Software

How do competency frameworks connect to role readiness in Workday Talent Management versus Fuel50?
Workday Talent Management maps competencies to roles and keeps evaluation activities tied to Workday talent records, so role context drives what gets assessed. Fuel50 maps jobs to competency frameworks and stores assessor evidence behind proficiency decisions, then surfaces readiness gap reporting from assessment data.
Which tools provide evidence portfolio attachments inside competency assessment workflows?
Leapsome attaches evidence portfolio inputs directly inside competency assessments to reduce context switching during review. Fuel50 ties assessor ratings to supporting evidence captured for each proficiency decision, and ProFinda keeps evidence and ratings linked to job competency profiles throughout review.
How does SSO and access control work when HR teams need governance across multiple assessor groups?
Lattice includes RBAC controls that limit who can configure competency and review cycles versus who can rate. Cornerstone OnDemand adds role-based permissions plus audit logging, so governance covers template and data visibility across organizations.
What APIs or automation patterns matter when integrating competency data into HRIS and talent systems?
Workday Talent Management uses Workday Integration and API access patterns to provision and update competency and assessment data in the Workday ecosystem. Lattice and Cornerstone OnDemand support API and integration connectors that connect competency data to HRIS and downstream talent tooling for reporting and workflow synchronization.
How do teams migrate existing competency matrices into these systems with minimal schema rework?
AssessFirst supports importing competency frameworks and mapping job competency profiles to talent profiles so roles keep their proficiency structure during setup. Workday Talent Management treats competency content as governed configuration inside Workday and uses integration-based provisioning patterns to align mapped competencies to roles without re-creating evaluation logic in multiple places.
When assessor calibration is required, how do Leapsome, Eightfold AI, and AssessFirst differ in what they calibrate?
Leapsome provides calibration options to keep assessment ratings consistent across assessors working from the same competency library and assessment flows. AssessFirst runs assessor calibration workflows that standardize rating behavior across proficiency rubric levels before large assessment cycles. Eightfold AI focuses automation around skills signals and recommendations, so its calibration emphasis is less about assessor scoring consistency and more about keeping skills-to-opportunity alignment current.
What breaks if a competency process needs both 360-degree inputs and tightly controlled evidence capture?
ProFinda supports 360-style assessor inputs while keeping evidence capture controlled by workflow design, so ratings remain attached to the right job competency profile. Cornerstone OnDemand supports evidence-linked assessment workflows with calibration-ready artifacts, but teams must follow its governance model for assessors, templates, and data visibility or evidence can become inconsistent across organizations.
Which tool is better for automated skills-to-opportunity alignment rather than manual competency matrix maintenance?
Eightfold AI is built around a skills-to-opportunity approach that drives internal mobility planning through automation and recommendations. By contrast, Fuel50 and AssessFirst center competency framework configuration and assessor workflow setup to run evidence-backed assessments tied to role profiles.
When should HR teams choose a platform that emphasizes assessor workflow configuration over deeper integration depth?
AG5 emphasizes assessor workflow configuration that links competency items to evidence capture during rating cycles, which reduces the need for custom tooling when competency processes repeat. Cornerstone OnDemand prioritizes governed competency frameworks plus API-driven integration for enterprise ecosystems, which fits when assessment outcomes must flow into multiple talent systems with strict admin controls.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Competency Software

We see the biggest differences come from how each product handles competency evidence and how it lets you run assessments at scale. Pay close attention to evidence submission workflow and automation and API surface, because these determine whether competency updates stay consistent across managers, HR, and learning.

Assessment workflow for evidence collection

Why it matters

A clear evidence submission workflow for competency evidence matters because teams need the same behavior across roles and cycles. If the flow is vague, competency data becomes hard to audit and compare.

How to check

Ask for a demo scenario: start an evaluation cycle, collect evidence, and then finalize it for review. Look for prompts, required fields, and who can submit or approve evidence at each step.

Guidance for consistent evidence quality

Why it matters

Guidance for consistent evidence quality matters because competency evidence only stays comparable when evaluators know what “good evidence” looks like. Without it, two managers may rate the same behavior differently.

How to check

In the demo, review any built-in rubrics, examples, or templates tied to competency areas. Ask whether you can attach evaluator instructions to each assessment form and whether they appear during submission.

Automation and API for competency updates

Why it matters

Automation and API affect how quickly competency updates propagate to evaluations, reports, and learning links. When automation and API surface is thin, admins end up doing manual rework each cycle.

How to check

Request details on how competencies and ratings move between modules or systems. Ask the vendor to show an API call or automation that updates competency evidence status or triggers an assessment workflow.

Admin governance and RBAC for cycles

Why it matters

Admin governance and RBAC for cycles matters because competency software touches sensitive people data and affects decision-making. Strong controls reduce accidental edits to active assessments and evidence.

How to check

Ask to view roles like HR admin, manager, and assessor during a sandbox. Verify you can restrict who can create competencies, edit templates, submit evidence, and approve results, and confirm changes are controlled during an open cycle.

Reporting visibility across competency outcomes

Why it matters

Reporting visibility across competency outcomes matters because you need to see adoption and gaps without exporting everything. Good visibility also helps you spot incomplete evidence before results get locked.

How to check

Ask for a report that shows response rates, missing evidence fields, and aggregated competency outcomes. Check whether filters work by team, time window, and assessment status, and whether reports update after new evidence is submitted.

Red flags

  • Evidence collection requires manual spreadsheets to finish a cycle
  • Evaluator guidance is missing or can’t be attached to templates
  • Roles can edit or finalize assessments without clear RBAC boundaries

Fit by situation

  • If you run regular evaluation cycles with evidence collection steps, prioritize assessment workflow for evidence collection.
  • If you see inconsistent ratings across managers, prioritize guidance for consistent evidence quality.
  • If you must sync competency evidence and outcomes into other systems, prioritize automation and API for competency updates.
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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