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Customer Experience In IndustryTop 10 Best Testimonial Management Software of 2026
Top picks list for testimonial management software coverage, comparing Senja and other tools so teams can shortlist options with clear tradeoffs.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy
Testimonial is the best pick for SMB teams that need a governed path from submission to what actually shows in public widgets because its approval queue gates both text and video publishing in one workflow, while Trustpilot is a strong alternative for enterprise brands focused on moderation and built-in response handling on a single public review destination.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Testimonial
Approval queue with a gated publishing path that controls when new submissions appear in public widgets.
Best for: Fits when marketing and legal need a governed approvals workflow for mixed text and video testimonials.
Senja
Editor pickVideo testimonial hosting integrated into the same approval and publishing workflow as text testimonials.
Best for: Fits when teams need governed testimonial workflows for both text and video placements across site widgets.
Trustpilot
Editor pickBuilt-in review response workflow within Trustpilot’s moderation and activity views for brands with an active public presence.
Best for: Fits when teams want review solicitation and response workflows centered on a single public review destination.
Comparison Table
Testimonial
SMBCollect text and video testimonials via shareable links and embed them on any website.
Approval queue with a gated publishing path that controls when new submissions appear in public widgets.
Testimonial.to fits teams that need controlled testimonial publishing rather than just a single embed. The product includes an approval queue so brand or legal can review new submissions before they appear publicly. Video testimonials can be hosted and managed alongside text submissions, which simplifies a mixed media customer story pipeline.
A key tradeoff is that automation and governance depend on how strictly workflows are configured in the request-to-publish path. Teams with multiple review destinations can use review rotation logic to vary what users see, but they need to model rules per destination to avoid inconsistent placements. A common usage situation is collecting customer feedback from sales or success workflows, routing it through approval, then syndicating the output into website sections and campaigns.
- +Approval queue prevents unreviewed testimonials from reaching public widgets
- +Video testimonial hosting keeps media and text submissions in one workflow
- +Widget-driven publishing supports multiple on-site placements
- +API access enables testimonial import for existing customer story archives
- –Workflow configuration takes effort for teams with many destinations
- –Some automation steps rely on consistent tagging and routing discipline
- –Moderation depth can feel rigid for complex bespoke approvals
- –Rotation logic requires careful rule design to avoid unwanted repeats
Marketing operations teams
Publish testimonials across multiple site widgets
More controlled social proof delivery
Product marketing teams
Manage customer story media with text
Unified customer story pipeline
Show 2 more scenarios
Customer success teams
Convert feedback into approved reviews
Faster time to publication
Use request-to-approval workflows to turn collected feedback into publishable testimonials.
Developer teams
Import testimonials from internal systems
Less manual migration work
Use the testimonial import API to move existing testimonials into the publishing workflow.
Best for: Fits when marketing and legal need a governed approvals workflow for mixed text and video testimonials.
Senja
SMBCollect, manage, and share customer testimonials through branded forms and widget displays.
Video testimonial hosting integrated into the same approval and publishing workflow as text testimonials.
Senja organizes testimonial intake around a request-to-publish workflow that connects collection forms to review content states. The system includes moderation steps like an approval queue and supports publishing logic such as rotation and gating so only eligible testimonials appear on specific placements. Video testimonial hosting is handled within the same flow as text content, which reduces the need to maintain separate tools for video and quotes.
A tradeoff appears in integration depth, because Senja’s automation and API focus on testimonial objects and placements rather than broad review platform syndication. Senja fits teams that need consistent governance for both text and video testimonials, especially when multiple internal reviewers manage approvals before content goes live.
- +Approval queue enforces publishing control across multiple request sources
- +Widget theming supports consistent presentation for testimonial cards and walls
- +Video hosting stays in the same workflow as text testimonials
- +Automation routes requests and publishing steps without manual file handling
- –Testimonial analytics depth is less granular than specialist analytics tools
- –API coverage centers on testimonial entities and placements, not broad review syndication
Marketing operations teams
Multi-channel review solicitation and approvals
Fewer publishing errors
Customer advocacy teams
Video testimonials with consistent gating
Controlled public visibility
Show 1 more scenario
Ecommerce growth teams
Rotation across testimonial placements
Fresh social proof cadence
Use placement rules to rotate approved testimonials across landing pages.
Best for: Fits when teams need governed testimonial workflows for both text and video placements across site widgets.
Trustpilot
enterpriseConsumer review platform that lets businesses collect, manage, and display customer testimonials at scale.
Built-in review response workflow within Trustpilot’s moderation and activity views for brands with an active public presence.
Trustpilot manages testimonials by focusing on review collection, publishing, and response in its public review ecosystem. Teams can request reviews, monitor review activity, and handle review responses with workflow controls built around moderation and collaboration.
The main differentiator is that Trustpilot operates as a review destination and moderation layer, not just a widget CMS for sourcing content elsewhere. For organizations that need social proof aggregation tied to their brand’s Trustpilot presence, Trustpilot provides the end-to-end operational flow from solicitation to reply handling.
- +Operational workflow for collecting reviews and managing responses in one place
- +Moderation-centric tools that fit public review handling processes
- +Review analytics and activity views support day-to-day monitoring
- +Widget-style embedding options support branded testimonial presentation
- –Testimonial usage is tied closely to Trustpilot’s review ecosystem
- –Automation surface for non-Trustpilot channels can feel limited
- –Customization depth for embeds is constrained compared with full testimonial CMS tools
- –Cross-source deduplication across multiple review systems requires extra governance
Brand and reputation teams
Monitor public profile sentiment consistently
Centralized view of sentiment
Marketing and customer experience teams
Send post-purchase review invitations
More structured public feedback
Show 2 more scenarios
Trust and safety teams
Route flagged reviews through workflows
Clearer handling of risky feedback
Teams route sensitive feedback into moderation workflows that support policy-based handling for higher-risk content.
Restaurant groups and hospitality teams
Collect and respond to guest feedback
Centralized guest review handling
Teams monitor and reply to public ratings and reviews for individual restaurants or hospitality locations.
Best for: Fits when teams want review solicitation and response workflows centered on a single public review destination.
Elfsight
SMBNo-code widget platform including testimonial sliders, review displays, and social proof feeds.
Widget theming controls that let teams restyle testimonial displays per site placement without custom UI development.
Elfsight focuses on testimonial presentation and site embedding through configurable widgets that teams can place on landing pages and content pages.
- +Embeddable testimonial carousel options with extensive layout and style controls
- +Widget-driven configuration reduces custom frontend development work
- +Clear separation between testimonial content and page placement via embeddable elements
- +Works well for multi-page deployment using the same widget configuration patterns
- –Workflow depth for end-to-end review request automation is limited
- –Advanced governance features like audit logging and RBAC are not a primary focus
- –Import and export capabilities for large testimonial migrations can require manual handling
- –UGC rights and moderation tooling is lighter than dedicated UGC workflow products
Marketing and customer success teams
Publish testimonials in website widgets
Structured proof on site
Retail campaign teams
Embed stats style testimonial counters
Visible count without extra UI
Show 2 more scenarios
Marketing and website teams
Capture visitor feedback on live pages
Consistent on-page feedback capture
Teams deploy forms, popups, or notification widgets to collect input directly on existing pages.
Local businesses and chains
Reuse embeddable ratings across locations
Branded review display reuse
Teams aggregate review ratings and publish them in embeddable blocks across business and location pages.
Best for: Fits when marketing teams need configurable testimonial widgets for website publishing without building a custom system.
Trustmary
SMBCollect reviews and testimonials, then display them using conversion-optimized widgets.
Approval-queue publishing with widget placement lets written and video testimonials share the same controlled workflow.
Trustmary’s core loop starts with review request automation and consent capture, then moves into a queue for testimonial approval before anything is publicly shown. Video testimonial hosting and hosting-time processing support teams that run customer story campaigns alongside written UGC, with assets ready for embed placement.
- +Approval queue controls what ships from request to public embed
- +Video testimonial hosting supports mixed written and video stories
- +Theming controls keep testimonial widgets aligned with site styles
- +API and integrations support testimonial import and downstream publishing
- –Moderation effort rises with higher testimonial volume
- –Widget configuration requires careful setup to match each channel
Marketing ops teams
Run testimonial campaigns across landing pages
Consistent social proof rollout
Customer success teams
Collect consented customer feedback at renewal
Reusable stories from customers
Show 2 more scenarios
Ecommerce teams
Embed rotating testimonials on product pages
Better on-page social proof
Testimonials can be embedded into carousels with site theming while approval blocks unreviewed content.
Product marketing teams
Host and syndicate video customer stories
Faster video story publishing
Video testimonial hosting supports publishing customer story assets with controlled approval before syndication.
Best for: Fits when teams need an approval-led testimonial pipeline with video support and embed theming.
Podium
SMBInteraction management platform that includes review collection and customer feedback tools.
Video testimonial hosting with a moderation pipeline that separates submission intake from publishing decisions.
Podium captures review and testimonial responses in one workflow, then routes them for approval and publishing. Its core strength is review request automation tied to customer interactions across SMS and other customer messaging channels.
- +Review request automation connected to customer messaging for higher response throughput
- +Video testimonial hosting with built-in moderation workflow
- +Approval queue for controlling what gets published
- +Reporting for review collection and response activity
- –Testimonial widget theming controls are limited for deep brand system requirements
- –Advanced UGC moderation and rights workflows depend on consistent internal governance
Hospitality groups and multi-location businesses
Assign review ownership by location
Clear ownership per location
Reputation and location managers
Reply from a centralized review queue
More consistent timely replies
Show 2 more scenarios
Local sales and service teams
Route leads from review or messages
Fewer missed inquiries
Teams route inbound inquiries into contact records and automate follow-up messaging for local context.
Local service and front-desk teams
Collect payment during service chat
Fewer handoffs to payments
Teams incorporate payment collection inside customer communication workflows to reduce handoffs.
Best for: Fits when customer service teams need message-driven review requests plus moderated video testimonials.
Birdeye
enterpriseReputation and experience management platform for collecting reviews across multiple sites.
Multi-location review management that unifies solicitation, moderation, and response so testimonial publishing inherits the same operational controls.
Birdeye fits testimonial management teams that also need broader review and customer experience workflows, because it centers on multi-location review operations and lifecycle handling. Core capabilities include review request automation, widgets for collecting reviews, and a review management dashboard that supports response workflows.
- +Multi-location review operations with centralized request and response workflows
- +Review request automation tied to customer touchpoints across channels
- +Widget-based review collection with configurable presentation settings
- +Social proof aggregation supports reuse of review content in marketing flows
- –Testimonial-specific pipelines can feel secondary to broader review management
- –Approval queue and governance controls require deliberate setup to match policy
- –Complex configurations can slow down initial rollout for multi-brand setups
- –Integration coverage depends on which Birdeye modules are enabled in a workspace
Multi-location operations teams
Centralize monitoring and responses
Consistent review handling
Multi-location marketing teams
Direct review requests to correct profiles
Less manual link coordination
Show 2 more scenarios
Reputation analysts
Track rating and response trends
Clear reputation performance view
Teams monitor changes in review volume, ratings, response activity, and feedback themes over time.
Local marketing and franchise operations
Compare local listing and reputation activity
Improved local profile visibility
Teams manage business profile information and compare location-level listing and reputation results.
Best for: Fits when multi-location teams need review request automation plus review response workflows with centralized oversight.
Boast
SMBGather video, photo, and text testimonials through customizable request forms and display widgets.
Boast’s video-first testimonial hosting paired with an approval queue for controlling what gets embedded and syndication-ready.
Boast focuses on turning customer reviews into publishable social proof with a workflow around capture, approval, and display. The service centers on video testimonial hosting and a widget-based collection experience that can be embedded across marketing surfaces.
- +Video testimonial hosting with an embedded widget workflow
- +Approval queue routing to manage moderation before publishing
- +Review request automation for multi-step solicitation and follow-up
- +Export and syndication paths for moving approved testimonials outward
- –Embeds require consistent theme and layout configuration across channels
- –Customization beyond the core widget setup can require platform-specific implementation work
Marketing and legal teams
Approve submissions before publishing
Reviewed customer proof
Customer operations teams
Run recurring testimonial campaigns
Ongoing fresh testimonials
Show 2 more scenarios
Marketing teams running video campaigns
Collect structured customer video testimonials
Curated video submissions
Teams invite customers to answer guided prompts asynchronously and submit video responses for review.
Web and demand generation teams
Show approved testimonials on marketing pages
Proof on relevant pages
Teams place approved testimonials into website widgets, embeds, or testimonial pages to support campaigns.
Best for: Fits when marketing teams need video-first testimonial collection with approval workflow and multi-channel publishing.
Yotpo
SMBEcommerce-focused platform for collecting product reviews, ratings, and user-generated content.
Yotpo review request automation links customer events to moderated review publication across multiple surfaces in one governed flow.
Yotpo connects review collection, moderation, and marketing publishing into a single workflow that teams can extend through its integrations. It supports review request automation tied to customer touchpoints, plus storefront widgets for social proof placements. Yotpo also includes UGC moderation workflow controls and review analytics to measure impact across channels.
- +Centralized workflow for collecting, moderating, and publishing customer reviews
- +Strong integration breadth for placing reviews across storefront and marketing surfaces
- +Review request automation reduces manual outreach operations
- +Analytics reports support channel-level performance review
- –Widget theming engine customization can require more setup than expected
- –Video testimonial hosting and processing coverage depends on configuration choices
- –Automation rules can become complex when combining multiple triggers
- –External testimonial syndication workflows can need careful review for deduplication
Distributed retail and multi-location teams
Standardize monitoring across storefronts
Consistent reputation operations
Reputation managers and customer service teams
Moderate and respond across storefronts
Clearer response accountability
Show 2 more scenarios
Ecommerce analytics and merchandising
Connect UGC to commerce reporting
Visibility into business impact
Teams relate customer content and feedback to commerce reporting, funnel activity, and merchandising decisions.
Retention and loyalty marketers
Tie earned rewards to commerce activity
Managed rewards experience
Teams configure earning and redemption rules and track member participation based on customer commerce.
Best for: Fits when mid-size teams need end-to-end review operations with automation and multi-surface publishing.
Reviews.io
SMBReview collection and display platform supporting product and company-level testimonials.
Shared moderation and response workflows with queue-based governance for managing published review content.
Reviews.io centralizes review collection, moderation, and publishing across multiple channels, with workflow controls geared toward marketing and support teams. It supports review request automation, response handling, and embeddable widgets that let reviews appear on site pages without reworking storefront code.
- +Review request automation with configurable triggers for solicitation timing
- +Moderation and review response workflows built around shared approval queues
- +Embeddable review widgets with theming controls for site integration
- +Reporting covers review activity volume and moderation output trends
- –Widget theming changes often require template or CSS-level adjustments
- –Automation setup can become complex when routing reviews across channels
Customer service and reputation teams
Reply from a centralized review inbox
Faster consistent responses
Multi-location retail and service teams
Separate requests and publishing by location
Clear location-level ownership
Show 2 more scenarios
Digital commerce and content teams
Reuse ratings across multiple surfaces
Less duplicate setup
Teams reuse collected ratings and review content in storefront, product, and marketing locations to avoid duplication.
Ecommerce marketers and customer experience teams
Automate review solicitations via email and SMS
More consistent solicitation
Teams set up invitation flows to request reviews after purchases or other customer interactions.
Best for: Fits when marketing and support teams need shared moderation queues and automated review solicitation across channels.
Conclusion
After evaluating 10 testimonial management software, Testimonial stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Testimonial Management Software
Testimonial management software centralizes collection, approval, and publishing of customer stories across written and video formats. This guide covers Trustmary, Testimonial.to, Senja, Boast, Elfsight, Trustpilot, Yotpo, Birdeye, Podium, and Reviews.io based on how their workflows handle moderation and placement.
Trustmary leads with an approval-queue publishing path that keeps widget placement under control for both written and video testimonials. Testimonial.to and Senja also prioritize governed publishing, while Elfsight leans harder on widget theming for website deployment. The tradeoffs across these tools show up in approval depth, automation surface, and how integration work scales across multiple destinations.
Testimonial Management Software for governed collection, approval, and widget publishing
Testimonial management software manages the full pipeline from testimonial capture through moderated publication into embeddable testimonial surfaces. The category typically uses an approval queue to gate what becomes visible in widgets and testimonial walls, with video testimonial hosting added by tools like Trustmary and Testimonial.to.
Trustmary couples approval-led widget placement with video testimonial hosting so written and video stories follow the same controlled workflow. Testimonial.to pairs an approval queue with a gated publishing path to prevent unreviewed submissions from reaching public widgets. Senja also integrates video testimonial hosting into the same approval and publishing workflow as text testimonials.
Approval-queue publishing, widget control, and automation surface
Testimonial management software earns its value by controlling when submissions become public in embeddable widgets and testimonial walls. These tools also need to keep written and video stories aligned with the same moderation and placement rules.
The key differentiators show up in approval-queue depth, widget configuration control, and how far review request automation and integrations reach beyond one review destination. Trustmary, Testimonial.to, and Senja emphasize governed publishing for both text and video, while Elfsight focuses more on widget theming than end-to-end pipeline depth.
Approval queue that gates widget placement
Trustmary and Testimonial.to both route submissions through an approval queue so only approved testimonials appear in public widgets. Trustmary extends the same controlled workflow across written and video testimonial hosting in one place.
Approval workflow parity for written and video
Senja and Boast integrate video testimonial hosting into the same approval and publishing workflow as text testimonials. This keeps moderation decisions consistent across different testimonial media types.
Widget theming depth for multi-placement publishing
Elfsight and Trustmary both support embeddable testimonial widgets, but Elfsight centers on widget theming controls for restyling layouts by placement. Trustmary prioritizes approval-led widget placement while video and written items share the same publishing queue.
Automation coverage for multi-surface review solicitation
Yotpo and Birdeye both emphasize review request automation tied to customer touchpoints and multi-surface publishing. Birdeye then carries centralized oversight into review response workflows so testimonial publishing inherits the same operational controls.
End-to-end workflow fit around a primary review destination
Trustpilot and Reviews.io both build moderation and response workflows into queue-based operations, but their testimonial usage patterns differ. Trustpilot keeps the review handling workflow centered on its public review ecosystem, while Reviews.io focuses on shared moderation queues for multi-channel review content.
Moderated video intake for message-driven request flows
Podium and Boast both support video testimonial hosting with moderation pipelines, but Podium connects video requests to customer messaging for higher response throughput. Boast pairs video-first hosting with approval queue routing to manage moderation before embedding.
Choose by workflow ownership, not just widget output
Testimonial management software should match the way moderation, legal review, and publishing approvals actually run in the team. Tools with an approval-led widget placement path reduce the gap between intake decisions and what appears on site.
The second choice axis is workflow ownership across channels. Some tools emphasize testimonial-first governance with widget placement control, while others anchor around broader review management or a primary review destination.
Select the approval model that matches publishing risk
If public placement must wait on human approval for both written and video items, choose Trustmary or Testimonial.to for approval-queue publishing with gated widget visibility. If the team needs the same governed approval workflow across text and video placements using a unified publishing path, Senja fits that pattern.
Pick the widget control depth by how many site placements exist
If many website placements need consistent theming without custom frontend work, Elfsight is built around embeddable widget layout and style controls. If placements change but moderation governance is the primary concern, Trustmary and Testimonial.to focus on controlling what ships into embeds through the approval queue.
Map automation scope to the team’s review request sources
If review requests must connect to customer events across multiple surfaces with centralized review operations, choose Yotpo or Birdeye. If review request flows center on message-driven customer interactions plus moderated video, Podium aligns with that throughput model.
Decide whether testimonial usage is secondary to review destination workflows
If the brand wants review response and solicitation workflows anchored around one public review destination, Trustpilot fits that operational model. If shared moderation queues and response workflows across channels matter more than testimonial-first widget pipelines, Reviews.io aligns with queue-based governance.
Avoid workflow splits when video volume grows
If the volume of video testimonials increases, choose tools that keep moderation and publishing decisions unified for video and text, like Trustmary or Senja. If video is video-first with an approval queue but requires consistent channel theming across embeds, Boast can work when implementation discipline is available.
Teams that need governed testimonial publishing
These tools fit when teams must control what becomes visible in embeddable testimonial surfaces. They also fit when moderation decisions must stay consistent across written and video testimonials.
The strongest matches show up in approval-queue-driven teams, multi-surface review operations, and multi-location review governance where publishing and response workflows must align.
Marketing and content teams that publish testimonials into multiple website widgets
Trustmary and Testimonial.to use approval queue gating so unreviewed submissions do not reach public widgets. Trustmary also supports video testimonial hosting in the same controlled pipeline.
Brand and legal teams that require a predictable moderation gate before public display
Approval queue publishing in Trustmary and Senja helps keep moderation decisions tied to publishing outcomes. This reduces drift between intake reviews and what appears in embeds and testimonial cards.
Multi-location operations teams managing reviews and responses with centralized oversight
Birdeye unifies multi-location review operations so testimonial publishing inherits the same request and response controls. This aligns governance with distributed customer touchpoints.
Customer support and messaging teams that drive video requests through conversations
Podium connects review request automation to customer messaging and then routes video testimonials through moderation decisions before publishing. This supports higher throughput when requests are message-driven.
Teams prioritizing widget theming and website deployment speed over deep pipeline automation
Elfsight focuses on embeddable testimonial carousel options with extensive layout and style controls for site placements. That emphasis fits teams that want controlled widgets without building a full testimonial automation stack.
Common implementation pitfalls in Testimonial Management Software
Misalignment usually happens when widget publishing logic and approval workflow are treated as separate systems. Another common failure comes from underestimating the configuration effort needed to keep moderation routing consistent across multiple destinations.
These pitfalls show up across tools with approval queues, multi-channel publishing, and theming-heavy widget setups.
Assuming approval is automatic without mapping it to each embed destination
Trustmary and Testimonial.to both rely on approval-queue publishing to control what appears in public widgets. Teams should map each testimonial destination into the same governed path so approvals do not get bypassed by routing rules.
Overloading widget customization without standardizing theme and layout per placement
Boast and Elfsight both involve widget configuration and theming work tied to placement layouts. Teams should standardize widget theme and layout expectations for each channel to avoid inconsistent embeds and extra implementation time.
Building multi-surface automation without consistent tagging and routing discipline
Testimonial.to and Reviews.io depend on workflow configuration that stays consistent when routing reviews across channels. Teams should define a stable tagging approach for routing and avoid ad hoc destination rules.
Treating testimonial analytics as equally deep across tools
Senja provides testimonial analytics but its analytics depth is less granular than specialist analytics tools. Teams that need detailed analytics dashboards should validate analytics granularity against reporting requirements before committing to the workflow.
How We Selected and Ranked These Tools
We evaluated Trustmary, Testimonial.To, Senja, Boast, Elfsight, Trustpilot, Yotpo, Birdeye, Podium, and Reviews.io on features, ease of use, and value, with features weighted at 40%, ease and value weighted at 30% each. Features focused on approval-queue publishing depth, widget placement control for written and video testimonials, and the breadth of review request automation across surfaces.
Ease and value focused on how much configuration and governance discipline the workflow required for daily operations like moderation queues and routing rules. Trustmary earned the top rank by pairing approval-queue publishing with widget placement control for both written and video Testimonial hosting, which keeps the controlled pipeline consistent across media types.
Frequently Asked Questions About Testimonial Management Software
How do Trustmary and Testimonial.to handle approval queue publishing for new submissions?
Which tools offer an API surface for importing testimonial content into a customer story pipeline?
How does video testimonial hosting differ between Senja and Boast?
What breaks if moderation states are not aligned with where widgets display testimonials?
When does Trustpilot fit better than Yotpo for multi-step review response workflows?
How do Yotpo and Birdeye connect review request automation to UGC moderation and publishing?
Which tool is better for admins who need RBAC-style access control over queues and actions?
What is the main tradeoff between widget theming controls and deeper customer-story management?
How do Podium and Reviews.io differ in where review response workflows land?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
Funding and competing interests
This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.
They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.
Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →
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