Commissioned Research
Top 10 Best Experience Management Software of 2026

GITNUXSOFTWARE REVIEW

Customer Experience In Industry

Top 10 Best Experience Management Software of 2026

Compare experience management software options with a market-research roundup for teams evaluating tools like QuestionPro, Medallia, and Sprinklr.

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 rankings. Editorial policy

Experience management software matters because it turns survey responses, feedback, and journey signals into structured data tied to customers, employees, and products. This comparison helps analysts and operators pick platforms with the right data model, integrations, and automation depth for feedback collection, routing, and improvement reporting, including options like Qualtrics for research-led programs.

QuestionPro is the best fit for SMB teams that want survey-led experience capture with automated distribution because its REST API and webhook triggers let you ingest events and tie feedback to external workflows, while Medallia works best for governed enterprise programs thanks to role-based authoring with an audit log that tracks changes across feedback and workflow setup.

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

QuestionPro

REST API plus webhook integration supports event-driven survey triggers and external workflow ingestion.

Best for: Fits when teams need survey-led experience capture with API automation and controlled access, not full journey orchestration.

2

Medallia

Editor pick

Role-based program authoring plus audit log records changes across surveys, feedback views, and workflow configuration.

Best for: Fits when experience programs need governed feedback workflows with deep integration to reporting and operations.

3

Sprinklr

Editor pick

End-to-end conversation plus CX workflow coordination that ties handling outcomes to reporting metrics across teams.

Best for: Fits when enterprises need cross-channel feedback operations tied to experience analytics workflows.

Comparison Table

1
QuestionProBest overall
SMB
9.3/10
Overall
2
enterprise
8.8/10
Overall
3
enterprise
8.6/10
Overall
4
enterprise
8.4/10
Overall
5
enterprise
8.2/10
Overall
6
enterprise
7.9/10
Overall
7
7.6/10
Overall
8
7.2/10
Overall
9
6.8/10
Overall
10
6.5/10
Overall
#1

QuestionPro

SMB

Survey and experience management suite covering CX, EX, and academic research use cases.

9.3/10
Overall
Features9.3/10
Ease of Use9.1/10
Value9.5/10
Standout feature

REST API plus webhook integration supports event-driven survey triggers and external workflow ingestion.

QuestionPro provides experience capture tools for surveys, feedback collection, and panel-ready data workflows tied to reporting and export. Core capabilities include configurable survey logic, branded survey assets, and analytics views for NPS program style metrics and response trends.

Integration options center on REST API data submission, webhook delivery for event-driven flows, and export formats for downstream analysis. Administrative control is built around user roles and workspace permissions for managing survey access and governance across teams.

Pros
  • +Survey builder supports branching logic for structured feedback capture
  • +REST API and webhooks support automated distribution and ingestion workflows
  • +Reporting includes trend views for NPS program metrics and segmentation
  • +Role-based access controls help limit survey and report visibility
Cons
  • –Journey orchestration and decisioning workflow depth stays limited versus top CX suites
  • –Complex taxonomy and governance for large feedback volumes requires deliberate configuration
Use scenarios
  • HR and employee experience teams

    Run recurring employee pulse surveys

    Repeatable experience tracking

  • Customer experience operations teams

    Measure post-interaction satisfaction

    Comparable satisfaction signals

Show 2 more scenarios
  • Research analysts and data teams

    Export survey data for analysis

    Faster analysis handoff

    QuestionPro exports survey results in common formats to reduce manual re-entry before deeper statistical analysis.

  • Telephone research teams

    Execute branched phone survey scripts

    More consistent capture

    QuestionPro enables programmed scripts with branching, screening questions, call outcomes, and quota tracking for interviewer-led capture.

Best for: Fits when teams need survey-led experience capture with API automation and controlled access, not full journey orchestration.

#2

Medallia

enterprise

AI-driven experience management for customer and employee feedback across digital and physical channels.

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

Role-based program authoring plus audit log records changes across surveys, feedback views, and workflow configuration.

Medallia is an experience management suite that coordinates feedback collection, analytics, and operational follow-up across customer and employee programs. Its strengths center on configurable survey and feedback workflows plus integrations that move results into reporting and action processes.

Medallia also supports analysis views for satisfaction signals and routing of issues to the right owners based on program rules. Governance features such as role-based access and audit logging help manage who can author programs and who can view sensitive response data.

Pros
  • +Admin controls include RBAC and audit log visibility for program changes
  • +REST API and webhooks support automated ingestion and workflow triggers
  • +Configurable survey programs reduce custom build for common question sets
  • +Issue routing can map feedback to teams using configurable rules
Cons
  • –High configuration depth increases time for initial program setup
  • –Some advanced analytics workflows depend on integration and data export
Use scenarios
  • Healthcare patient experience teams

    Route multilingual patient feedback

    Segmented reporting

  • Hospitality guest operations teams

    Analyze guest feedback and trigger actions

    Consistent issue resolution

Show 2 more scenarios
  • Complaint management operations teams

    Standardize complaint handling records

    End-to-end complaint tracking

    Medallia captures complaints in structured forms and manages categorization, escalation, evidence, correspondence, and outcomes.

  • Customer support service operations

    Run closed-loop recovery workflows

    Traceable recovery actions

    Medallia routes negative feedback to accountable teams and tracks remediation and resolution status tied to each feedback item.

Best for: Fits when experience programs need governed feedback workflows with deep integration to reporting and operations.

#3

Sprinklr

enterprise

Unified customer experience management platform spanning social, marketing, and care channels.

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

End-to-end conversation plus CX workflow coordination that ties handling outcomes to reporting metrics across teams.

Sprinklr is commonly used when customer experience programs need both qualitative feedback intake and operational routing of responses across channels. It connects customer comments, case work, and reporting so experience analytics reflect what teams actually handle. It also provides an API for integrating external event streams and exporting reporting data for downstream dashboards.

A tradeoff appears when teams want lightweight survey-only reporting without operational conversation handling. Sprinklr fits better when orchestration and governance controls matter for shared workflows and multi-team programs, such as linking feedback programs to channel ownership and escalation paths.

Pros
  • +Unified workflow for customer conversations and experience reporting
  • +API support for connecting external event streams and data exports
  • +Workflow configuration supports repeatable CX programs
  • +Structured capture of feedback with reporting for experience KPI tracking
Cons
  • –Setup complexity rises for multi-team governance and routing
  • –Survey-style reporting can feel secondary to conversation handling
  • –Customization often requires integration work for telemetry sources
  • –Reporting design can take time for first publish-ready dashboards
Use scenarios
  • Global CX operations teams

    Route feedback to channel owners

    Faster resolution alignment

  • Marketing and CX analytics teams

    Track campaign experience KPIs

    Clear program performance

Show 2 more scenarios
  • Customer support leadership

    Audit handling patterns across channels

    Improved operational visibility

    Operations reporting summarizes what customers said and how teams responded in structured workflows.

  • Data engineering teams

    Ingest telemetry and export reporting

    Consistent data flows

    Integrations move event data into Sprinklr and export results for downstream analytics pipelines.

Best for: Fits when enterprises need cross-channel feedback operations tied to experience analytics workflows.

#4

InMoment

enterprise

Customer experience improvement platform combining feedback, review management, and active listening.

8.4/10
Overall
Features8.4/10
Ease of Use8.3/10
Value8.5/10
Standout feature

Configurable experience program workflows that route collected feedback into governed analytics and reporting views.

InMoment supports structured experience programs such as NPS, CES, and customer feedback collection, with configurable workflows that route responses into analysis and action. Experience analytics connects feedback to reporting views that teams can use for program-level KPI monitoring and issue tracking. Data handling is designed around program definitions and controlled inputs, which helps larger orgs standardize how surveys and feedback are managed.

Pros
  • +Program configuration supports consistent NPS and CES reporting structures
  • +Experience analytics connects feedback capture to KPI tracking workflows
  • +REST API supports integrating survey results and operational feedback
  • +Permissions and configuration controls support multi-team governance
Cons
  • –Multi-program setup requires governance discipline to avoid taxonomy drift
  • –Advanced automation often depends on how teams model routing rules
  • –Analytics views can feel dense without a standardized KPI template
  • –Some operational workflows need tighter internal process alignment
Use scenarios
  • Customer experience program owners

    Run NPS and CES feedback cycles

    Faster issue identification by stage

  • Customer insights teams

    Centralize voice of customer analysis

    More consistent cross-channel reporting

Show 2 more scenarios
  • Contact center operations

    Capture and categorize operational feedback

    Higher resolution quality tracking

    Workflow configuration assigns feedback to taxonomy categories for targeted action reporting.

  • Employee experience leaders

    Manage employee sentiment programs

    Comparable metrics across teams

    Governed configuration keeps employee survey programs consistent across divisions.

Best for: Fits when large orgs need governed, API-connected experience programs across teams.

#5

Qualtrics

enterprise

Experience management platform covering customer, employee, product, and brand experience research.

8.2/10
Overall
Features8.2/10
Ease of Use8.3/10
Value8.1/10
Standout feature

Closed-loop measurement workflows that tie survey programs to enterprise reporting and operational actioning.

Qualtrics supports large-scale feedback programs with configurable survey logic, branch paths, and reusable instruments for repeat measurement cycles. Experience analytics connects survey responses to reporting views, and dashboards can be configured for stakeholder reporting without exporting everything. API access and webhook delivery support automation of survey triggers, response ingestion, and downstream processing for teams that want custom pipelines. Governance controls such as role-based access and auditability help prevent measurement drift across multiple teams.

Pros
  • +Enterprise survey logic supports complex routing and repeatable instruments
  • +Experience analytics dashboards cover NPS and CES reporting workflows
  • +REST API and webhooks enable automated survey triggers and ingestion
  • +Governance controls support RBAC and visibility into admin actions
Cons
  • –Complex deployments require careful administration to maintain consistency
  • –Some advanced workflows depend on additional configuration effort
  • –Data export and downstream models can add ETL work for analytics teams
Use scenarios
  • Customer experience operations teams

    Run NPS and CES measurement cycles

    Clear trends by segment

  • Product analytics teams

    Trigger targeted surveys from events

    Actionable feedback at the moment

Show 1 more scenario
  • Enterprise research and governance

    Maintain measurement consistency across brands

    Reduced measurement drift

    Apply role-based access controls to limit changes and support repeatable instrumentation.

Best for: Fits when enterprises need standardized survey programs plus API automation across systems.

#6

Alida

enterprise

Customer experience and insight community platform for ongoing audience engagement.

7.9/10
Overall
Features7.9/10
Ease of Use7.9/10
Value7.9/10
Standout feature

Decisioning workflows that translate captured feedback into orchestrated, channel-specific actions.

Alida is an experience management software built around automated customer communications and interaction analytics for structured CX programs. It focuses on designing decisioning workflows that connect feedback signals to channel execution, with orchestration intended to reduce manual handling of survey and service insights.

Pros
  • +Decisioning workflow supports rule-based routing from feedback to action
  • +Program governance includes role-based access and change visibility
  • +REST API supports integration with external systems for signal and response flow
  • +Channel execution covers automated outreach driven by configured outcomes
Cons
  • –Journey orchestration setup takes more configuration than survey-only tools
  • –Advanced analytics depth depends on integration quality and event mapping discipline
Use scenarios
  • CX operations and journey teams

    Prioritize actions by touchpoint

    Journey-stage prioritized work

  • Panel operations and research teams

    Maintain participant readiness and approvals

    Controlled panel participation

Show 2 more scenarios
  • Customer experience insights teams

    Run repeatable customer listening programs

    Repeatable listening program

    Alida supports ongoing survey and feedback collection to monitor customer attitudes, preferences, and experience signals.

  • CX analysts and research teams

    Structure unstructured customer text

    Structured theme extraction

    Alida classifies and searches open-ended feedback to surface recurring themes and experience issues from text-based signals.

Best for: Fits when CX teams need automated follow-up tied to feedback programs and rule-based decisioning.

#7

Experience.com

SMB

Experience management platform focused on reputation, reviews, and customer journey optimization.

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

Governed experience workflows that tie feedback artifacts to publishing, KPI rollups, and downstream actions with audit visibility.

Experience.com is built around experience intelligence gathered from multiple channels, then mapped into governed workflows for teams that run CX programs. It supports survey-based feedback capture alongside event and text inputs, with configuration for how responses roll up into KPIs and decision triggers.

Pros
  • +Workflow governance for surveys and experience programs
  • +API-first integrations for pushing and retrieving experience signals
  • +Centralized configuration for KPI definitions tied to feedback
  • +Role-based controls and audit visibility for published artifacts
Cons
  • –Journey orchestration setup requires careful configuration discipline
  • –Reporting depth can lag dedicated analytics suites for complex modeling
  • –Some advanced automations depend on external systems
  • –Admin and permissions design take time for multi-team rollouts
Use scenarios
  • CX operations leaders

    Governed workflow for survey to KPI

    Faster improvements from insights

  • Customer insights analysts

    Event and text feedback rollout

    Consistent analytics across channels

Show 2 more scenarios
  • Quality and compliance teams

    Audit visibility on published artifacts

    Lower risk of mispublication

    Uses roles and audit visibility to control publication and track survey and journey progression.

  • Engineering integration teams

    API driven triggers to data systems

    Automated downstream reporting

    Connects experience intelligence to external systems using an API-first model with outbound analytics actions.

Best for: Fits when mid-market to enterprise teams need governed experience workflows plus API-driven integrations across surveys and telemetry.

#8

Verint Experience Management

enterprise

Verint Experience Management analyzes customer feedback and supports experience improvement programs.

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

Feedback-to-action workflow routing with configurable stages, owners, and reporting coverage.

Verint Experience Management targets customer feedback capture and closed-loop improvement across large enterprises that need governance, routing, and reporting tied to CX programs. It provides survey and feedback workflows, omnichannel contact-center feedback integrations, and configurable analytics views for recurring CX metrics.

Pros
  • +Strong closed-loop routing for feedback to owners and workflow stages
  • +Enterprise governance features include RBAC and audit trail retention
  • +Useful integration paths for contact-center and messaging feedback signals
  • +Configurable reporting for CX program KPIs across business units
Cons
  • –Setup and ongoing governance requires disciplined admin configuration
  • –Experience program configuration can feel heavy without prior CX-ops process
  • –Advanced workflow automation often depends on implementation services
  • –UI navigation for complex survey and routing setups takes time
Use scenarios
  • Contact center operations teams

    Route customer comments to case owners

    Faster ticket resolution loops

  • CX program managers

    Run enterprise NPS program cycles

    Consistent KPI reporting

Show 2 more scenarios
  • Customer experience analysts

    Unify feedback analytics across channels

    Clearer CX prioritization

    Analytics views aggregate structured responses and feedback signals for program-level decisioning workflows.

  • IT integration and governance teams

    Connect CX data to systems of record

    Tighter operational data flow

    Integration and event delivery support pushing signals into existing tooling and controlled exports.

Best for: Fits when enterprises need governed, closed-loop CX feedback workflows tied to operational owners.

#9

Zonka Feedback

SMB

Experience and feedback management platform with offline and online survey capabilities.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Routing and response rules inside Zonka Feedback forms that keep NPS and CES programs consistent across channels.

Zonka Feedback provides survey and feedback capture designed around experience KPI tracking, including NPS and CES measurement.

Pros
  • +NPS and CES programs with configurable question flows
  • +Form builder supports routing logic to reduce irrelevant responses
  • +REST API supports pulling and pushing feedback data
  • +Export and reporting support quicker analyst handoffs
Cons
  • –Advanced orchestration needs more configuration than survey capture
  • –Granular governance controls for complex teams are limited
Use scenarios
  • Customer experience managers

    Measure CES and NPS at touchpoints

    Consistent cross-channel feedback

  • HR and employee experience teams

    Capture segmented employee pulse insights

    Structured sentiment by team

Show 2 more scenarios
  • Customer experience and support teams

    Recover NPS detractors with ownership

    More consistent recovery actions

    Zonka Feedback routes NPS detractors to named owners and tracks follow-up tasks and status for unresolved cases.

  • Support operations teams

    Trigger post-support satisfaction routing

    Faster poor-experience handling

    Zonka Feedback sends CSAT or NPS surveys after support interactions and directs unfavorable responses to service owners.

Best for: Fits when mid-size teams need structured NPS or CES capture with API-driven reporting and exports.

#10

Pendo

SMB

Product experience platform combining analytics, in-app guidance, and user feedback.

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

Behavioral segmentation built from in-app telemetry, then used to target guided feedback flows.

Pendo focuses on product and experience analytics using in-app collection to understand feature usage and user behavior. It adds structured feedback capture through guided surveys and integrates results with its analytics so teams can tie sentiment to behavior.

Pros
  • +Strong in-app behavioral telemetry tied to product usage analytics
  • +Guided feedback and survey flows that map to user segments
  • +Extensible REST API for events, metadata, and integration use cases
  • +Role-based access supports multi-team administration
Cons
  • –Event modeling needs planning to keep segment definitions consistent
  • –Feedback taxonomy and coding depth can lag survey-first CX suites
Use scenarios
  • Analytics administrators and product teams

    Control analytics permissions and ownership

    More consistent reporting

  • Customer success onboarding teams

    Guide users through product actions

    Higher activation completion

Show 2 more scenarios
  • Product marketing and product teams

    Deliver targeted feature announcements

    Better feature adoption

    Pendo enables targeted publishing of guidance and announcements for new or underused product capabilities based on product context.

  • Product managers and research teams

    Connect in-product feedback to usage

    Contextual qualitative insight

    Pendo collects in-product surveys and feedback and relates responses to user behavior and feature adoption.

Best for: Fits when product teams need behavior plus feedback visibility inside the app experience.

Conclusion

After evaluating 10 experience management software, QuestionPro 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
QuestionPro

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 Experience Management Software

How do InMoment and Qualtrics differ in closed-loop handling of experience feedback?
Qualtrics ties survey programs to closed-loop workflows that connect measurement to operational actioning through enterprise reporting and dashboards. InMoment focuses on routing experience research and operational feedback into governed analytics views across customer, employee, and brand programs using configurable experience program workflows.
Which tools support REST API ingestion plus webhook-driven event flows for experience data?
Qualtrics offers a REST API for automation and also uses webhooks for event-driven data movement. QuestionPro supports REST API data submission and webhook delivery for event-driven survey triggers, while Experience.com is API-first for integrating feedback artifacts into downstream systems.
When does Sprinklr fit better than Medallia for omnichannel conversation work?
Sprinklr is built around cross-channel customer conversations and workflow coordination that links handling outcomes to experience KPI reporting. Medallia is stronger when governance-heavy feedback workflows need role-based program authoring, audit logging, and routing into analysis and follow-up for customer and employee signals.
What breaks if governance and RBAC are under-scoped in an experience program like Medallia or Experience.com?
In Medallia, weak scoping of role-based access and audit log expectations leads to unclear ownership for who can author surveys, view sensitive response data, and change workflow configuration. In Experience.com, under-scoped publishing and governance controls can cause teams to publish inconsistent artifacts and roll up KPIs incorrectly across experience journeys.
How does audit logging support data governance in Medallia compared with Experience.com?
Medallia uses audit log records to track changes across surveys, feedback views, and workflow configuration so administrators can trace configuration drift. Experience.com pairs audit visibility with an administrative layer that controls roles, artifact publishing progress, and KPI rollups tied to governed workflows.
How should data migration be approached when moving NPS and CES programs between tools?
Qualtrics and QuestionPro both support data export patterns that help map responses into downstream analysis, but the target data model still needs alignment for NPS and CES score computation. Experience.com and InMoment also require mapping of how feedback artifacts roll into KPIs and reporting views, because their workflow configuration affects how collected signals land in analytics.
Which platforms connect experience feedback to service case workflows for operational execution?
Verint is designed to connect experience feedback into customer service operations through integration with case workflows and contact-center systems. Sprinklr also coordinates enterprise operations across teams, but Verint’s primary surface area targets service-case handling tied to governed access.
Where does Pendo fall short if the requirement is journey orchestration across multiple journey stages?
Pendo is focused on product and experience analytics with in-app telemetry plus guided survey feedback, which supports behavioral segmentation and targeted feedback flows. Tools like InMoment and Experience.com are built around experience workflows and journey-stage rollups, so Pendo can feel limited when orchestration requires decisioning workflows across multiple stages and governed artifact publishing.
How do Alida and Zonka Feedback differ in how decision rules drive follow-up actions?
Alida translates captured feedback into decisioning workflows that route responses into orchestrated, channel-specific actions based on configured rules. Zonka Feedback uses routing and response rules inside feedback forms to keep NPS and CES programs consistent, with emphasis on structured capture and standardized reporting.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Experience Management Software

Experience management software differs most in how it turns customer inputs into usable execution. The biggest separator is whether you get a real feedback loop via feedback capture, not just reports.

Closed-loop actions from feedback

Why it matters

Closed-loop actions from feedback matter when teams need to fix what customers flag, not only log it. Without it, experience work becomes reporting instead of change.

How to check

In a demo, submit a sample feedback item and show what happens next: routing, assignment, due dates, and resolution status. Ask how long it stays visible until the customer-facing outcome is recorded.

Integration depth and workflow automation

Why it matters

Integration depth and workflow automation determine whether experience data reliably reaches the systems teams use daily. When automation is limited, you recreate manual steps and lose freshness.

How to check

Ask for a walkthrough of at least one end-to-end flow from a listening source into action tracking. Check whether configuration supports rules, scheduled sync, and event-driven updates through the product’s documented interfaces.

Configurable data model for experiences

Why it matters

A configurable data model for experiences lets you represent journeys, products, and touchpoints in a way your teams already use. If the structure is too rigid, you’ll force awkward workarounds.

How to check

During the demo, try creating a simple schema for your own experience entities (for example, topic, channel, and lifecycle stage) and see how fields behave across collection and reporting. Confirm whether these definitions can be edited without breaking existing dashboards.

Admin controls and RBAC

Why it matters

Admin controls and RBAC keep sensitive customer experience data from spreading too widely. It also reduces operational risk when multiple teams or regions manage different workflows.

How to check

Request a role breakdown in a demo: at least one read-only role, one contributor, and one manager. Confirm what each role can do with configuration, exports, and closing feedback loop items.

Audit log for changes and outcomes

Why it matters

Audit log for changes and outcomes helps you trace who updated what and when, which matters for regulated internal processes and cross-team accountability. It also improves confidence when you revisit decisions.

How to check

In a sandbox or demo environment, change a feedback item’s status and then view the audit details: actor, timestamp, and fields changed. Ask whether audit history is retained and exportable.

Operational reporting tied to actions

Why it matters

Operational reporting tied to actions connects what you learn to what you must do next. If reports don’t map back to tickets or owners, the experience program stalls.

How to check

Ask to build a report that filters by topic, channel, and time, then links to the underlying action items. Check whether you can drill down from insights to specific open items and owners.

Red flags

  • Feedback capture shows entries but not the path to resolved outcomes
  • Admin controls and RBAC are minimal, or roles can’t limit configuration changes
  • Operational reporting can’t drill back to the action items teams use

Fit by situation

  • If multiple teams need to close loops on customer issues weekly, prioritize closed-loop actions from feedback.
  • If you must move data between experience sources and action systems with minimal manual work, prioritize integration depth and workflow automation.
  • If your organization requires strict role separation for handling feedback and edits, prioritize admin controls and RBAC.
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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