Commissioned Research
Top 10 Best Social Proof Software of 2026

GITNUXSOFTWARE REVIEW

Marketing Advertising

Top 10 Best Social Proof Software of 2026

Editorial roundup comparing social proof software options, with tradeoffs and fit for marketing teams and review sites like Trustpilot and EmbedSocial.

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

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

02Source Research

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

Read our full methodology →

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

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

Social proof software helps marketing and ecommerce teams convert customer feedback, live activity, and social feeds into on-site widgets and notifications that influence buyer decisions. This comparison helps operators weigh integration depth, data-handling controls, and automation limits when selecting between review platforms, feed embeds, and live activity tools.

Testimonial.to is the best fit for marketing teams that need controlled testimonial display across pages because its event-triggered request campaigns route submissions to targeted widgets with page-level display rules, while Trustpilot suits brands wanting a recognizable ratings footprint since its public review reputation pairs with response and moderation workflows.

Editor’s top 3 picks

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

Editor pick
1

Testimonial.to

Event-triggered testimonial request campaigns with page-level display rules that route new submissions to targeted widgets.

Best for: Fits when marketing teams need controlled testimonial display across pages without custom development.

2

Trustpilot

Editor pick

Network-driven review reputation paired with business response and moderation controls for reviews shown publicly and in widgets.

Best for: Fits when brands want a recognizable review footprint plus on-site rating widgets managed through one workflow.

3

EmbedSocial

Editor pick

Event-triggered review request campaigns tied to collected content state, so new reviews can drive immediate widget refresh.

Best for: Fits when teams want managed review collection plus page-level widget targeting without custom development.

Comparison Table

1
Testimonial.toBest overall
SMB
9.0/10
Overall
2
enterprise
8.8/10
Overall
3
8.6/10
Overall
4
enterprise
8.4/10
Overall
5
8.2/10
Overall
6
enterprise
7.7/10
Overall
7
7.4/10
Overall
8
7.3/10
Overall
9
6.9/10
Overall
10
6.6/10
Overall
#1

Testimonial.to

SMB

Testimonial collection and display widget for embedding on websites.

9.0/10
Overall
Features9.0/10
Ease of Use9.0/10
Value9.0/10
Standout feature

Event-triggered testimonial request campaigns with page-level display rules that route new submissions to targeted widgets.

Testimonial.to focuses on collecting and publishing customer testimonials with emphasis on on-site display workflows. It supports review request campaigns, multiple testimonial formats, and display rules that route content to specific pages or audiences.

The product also includes moderation and basic governance so teams can control what gets shown. API and automation hooks exist for integrating testimonial data into existing marketing and ecommerce systems.

Pros
  • +Review request workflows reduce manual outreach work
  • +Page-level display rules control where testimonials appear
  • +Moderation tools help prevent low-quality submissions
  • +API support supports exporting testimonial content for integrations
Cons
  • –Complex targeting can require trial-and-error to match intent
  • –Moderation controls are not granular enough for large teams
  • –Analytics focus more on widget outcomes than content performance
  • –Bulk publishing and migrations are limited for high-volume review libraries
Use scenarios
  • Website and growth marketers

    Widget testimonials targeted to key pages

    Contextual social proof across pages

  • Sales enablement teams

    Reuse approved customer evidence in sales assets

    Faster access to proof

Show 2 more scenarios
  • Marketing operations teams

    Centralize a library of approved testimonials

    Consistent customer messaging

    Operations teams maintain a moderated repository so teams can find and reuse approved stories.

  • Content distribution teams

    Share finalized stories across channels

    Multi-channel story distribution

    Teams export or embed testimonials for branded pages, social outputs, and downloadable assets.

Best for: Fits when marketing teams need controlled testimonial display across pages without custom development.

#2

Trustpilot

enterprise

Consumer review platform that enables businesses to collect and display customer feedback.

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

Network-driven review reputation paired with business response and moderation controls for reviews shown publicly and in widgets.

Trustpilot pairs a public customer review marketplace with publishing controls for businesses that manage on-site visibility of ratings and customer content.

Review request campaigns and moderation workflows help teams steer what gets published and how disputes are handled.

The solution also supports widget-style display of ratings so review sentiment can be surfaced on key pages without building a custom testimonial engine.

For social proof programs, Trustpilot’s differentiator is governance around reviews that originate both from its network and from business-managed responses.

Pros
  • +Public ratings ecosystem adds credibility beyond owned customer testimonials
  • +Review moderation and response workflows cover the full publish and manage cycle
  • +Widget-based ratings display reduces build effort for on-site placement
  • +Campaign tooling supports recurring outreach tied to review generation
Cons
  • –Widget targeting and display rules are limited compared with custom testimonial systems
  • –Moderation workflows require consistent internal process ownership
  • –Deep ecommerce and CRM integrations depend on external connectors or custom work
  • –Photo and video review coverage is tied to what reviewers submit on Trustpilot
Use scenarios
  • Marketing and ecommerce teams

    Embed rating widgets on product pages

    Higher trust on key pages

  • Brand analytics leaders

    Track rating shifts and review activity

    Clear reputation trend visibility

Show 2 more scenarios
  • Trust and safety teams

    Moderate flagged review content

    Safer review publishing decisions

    Route sensitive or flagged feedback through moderation workflows with policy-based handling steps.

  • Hospitality multi-location operators

    Manage public reviews across restaurants

    Coordinated reputation management

    Collect, monitor, and respond to guest ratings for multiple locations from a centralized workflow.

Best for: Fits when brands want a recognizable review footprint plus on-site rating widgets managed through one workflow.

#3

EmbedSocial

SMB

Platform for embedding social media feeds and customer reviews on websites.

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

Event-triggered review request campaigns tied to collected content state, so new reviews can drive immediate widget refresh.

EmbedSocial focuses on multi-source collection and publishing of customer-generated content with moderation and review display controls. Core workflows cover review request campaigns, in-store and on-site widget generation, and on-page placement via display rules tied to pages and audiences.

The admin side supports importing and moderating reviews, then routing published content into widget variants for ratings, text, photos, and social snippets. Integration depth is driven by ecommerce and website embedding patterns, with an automation-oriented configuration model for campaign and display behavior.

Pros
  • +Display rules let widgets change by page context without separate deployments
  • +Moderation workflows cover review approvals and content handling before publishing
  • +Review request campaigns connect collection to publishing inside the same workspace
  • +Widget variants support multiple content formats for consistent merchandising
Cons
  • –Advanced targeting requires careful configuration across site placement
  • –Custom integrations depend on the supported ecommerce and embedding patterns
  • –Analytics depth is more suited to publishing outcomes than granular attribution
  • –Widget customization can be constrained by the available template options
Use scenarios
  • Ecommerce and marketing teams

    Show moderated reviews on product pages

    Customer proof near purchase

  • Brand and community teams

    Approve social posts for social walls

    Clean community presence

Show 2 more scenarios
  • Web and marketing ops teams

    Reuse social proof widgets across pages

    Less embed maintenance

    Create widget variants once, then place them across existing pages using display controls.

  • Customer experience teams

    Automate review requests after milestones

    More consistent review collection

    Launch review request campaigns that route incoming reviews into moderated publishing workflows.

Best for: Fits when teams want managed review collection plus page-level widget targeting without custom development.

#4

TrustArc

enterprise

Privacy compliance and trust management platform including trust badges.

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

Consent and governance policy logic that can gate downstream marketing and data sharing behaviors.

TrustArc delivers consent and trust tooling that ties identity, consent signals, and data sharing controls into on-site enforcement. Its core capability centers on privacy governance workflows that support marketing and commerce use cases through configurable policy logic and cookie and tag governance.

Pros
  • +Consent-aware policy enforcement around data use signals
  • +Configuration paths for tag and partner governance workflows
  • +Integration support for downstream marketing and measurement systems
  • +Audit-oriented logging for governance and operational traceability
Cons
  • –Social proof delivery features are not the primary focus
  • –Widget-level targeting and display rules require careful configuration
  • –Complex consent scenarios demand governance discipline across teams
  • –Extensibility can involve deeper integration work than typical widgets
Use scenarios
  • Vendor risk and procurement teams

    Review data-sharing partners against privacy requirements

    More consistent third-party reviews

  • Privacy operations and DPO teams

    Manage consent-aware privacy rights requests

    Trackable request handling

Show 2 more scenarios
  • Privacy, risk, compliance teams

    Run repeatable privacy assessments

    Repeatable governance processes

    Teams centralize processing evaluations for policies, projects, and risks with consistent records.

  • Privacy operations and compliance teams

    Maintain processing activity inventories

    Documented processing activities

    Structured records capture purposes, categories, recipients, retention, and accountability details for governance.

Best for: Fits when consent and data-sharing governance must control analytics and marketing delivery logic.

#5

Nudgify

SMB

Social proof and FOMO notification tool for websites and ecommerce stores.

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

Event-triggered conversion notifications that show proof based on user actions, with configurable on-page display rules.

Nudgify’s core value is controlling what users see and when, using on-site notification style social proof and targeted display rules. The tool supports testimonial and review-style content flows and gives configuration knobs for widget behavior across pages. It is a strong fit for sites that already collect customer feedback but need tighter routing from capture to display.

Pros
  • +Event-triggered on-page social proof reduces manual posting work
  • +Widget targeting supports page-level control of message placement
  • +Moderation rules help keep displayed content aligned
  • +Automation and configuration support multiple campaign types
Cons
  • –Advanced governance needs careful configuration to avoid misfires
  • –Deep review library publishing is less central than notifications
  • –Complex targeting can increase setup effort
  • –Widget behavior customization can feel limited versus custom builds
Use scenarios
  • Ecommerce growth teams

    Show recent purchase proof on product pages

    Higher engagement on key pages

  • Customer marketing teams

    Run time-boxed trust campaigns

    More consistent campaign rollout

Show 2 more scenarios
  • Web ops teams

    Coordinate content approval before display

    Lower risk of incorrect proof

    Apply moderation and configuration rules to control what appears on site.

  • Product teams

    Validate onboarding success signals

    More confidence during adoption

    Trigger on-site social proof after onboarding milestones to reinforce outcomes.

Best for: Fits when teams need event-driven notifications and targeted trust widgets, not a heavy review portal.

#6

Skeepers

enterprise

User-generated content and review platform for brands to collect social proof.

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

Moderation-to-publication workflow for customer content with configurable display eligibility tied to review pipeline stages.

Skeepers centers on end-to-end testimonial management, from triggering review requests to moderating submitted content before display. On-site delivery includes configurable widget formats such as text and photo testimonials and customer activity style notifications, with targeting rules to control where content appears. Governance controls include workflow steps for moderation and publishing states, which reduces risk of showing unreviewed submissions. Automation covers campaign triggering tied to customer events and publication rules that stay consistent across properties.

Pros
  • +Campaign-driven review collection tied to customer events
  • +Configurable moderation workflow from submission to publishing
  • +Widget targeting rules for page-level and audience-level display
  • +Integration-focused automation for ecommerce and marketing systems
Cons
  • –Editorial governance is required to keep content pipelines clean
  • –Widget configuration can be time-consuming for multi-site rollouts
  • –Complex display rules need careful QA across device breakpoints
  • –Higher setup effort than tools focused only on embeds
Use scenarios
  • Ecommerce marketing teams

    Automated review requests after purchases

    Fewer unreviewed posts on-site

  • Trust and safety operations

    Moderate submissions before publishing

    Reduced compliance and brand risk

Show 2 more scenarios
  • Multi-brand retail teams

    Separate display rules by brand

    Consistent trust messaging

    Uses targeting configuration to keep widget output consistent per site and brand context.

  • CRM and lifecycle teams

    Event-triggered content collection

    Higher on-time review capture

    Coordinates collection workflows with lifecycle systems to align review timing with customer journeys.

Best for: Fits when ecommerce and marketing teams need governed review collection, moderation, and targeted on-site widgets across properties.

#7

IQWaves

SMB

Social proof widget displaying recent sales and visitor activity notifications.

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

Event-driven on-site notifications that combine customer signals with widget targeting for specific page and audience contexts.

IQWaves focuses on social proof delivery by turning customer activity into on-site notifications and trust widgets. The system supports targeted display rules so notifications and embeds can be scoped to specific pages and audiences.

Pros
  • +Page-level targeting for notifications and widgets
  • +Campaign workflow for turning customer signals into on-site displays
  • +Central control of widget instances and display behavior
  • +Integration-focused onboarding for bringing review data into the UI
Cons
  • –Limited visibility into moderation workflows compared with review-first suites
  • –Complex display rules can be harder to troubleshoot at scale
  • –Widget configuration needs more governance to prevent inconsistent launches
  • –API and automation surface details are less explicit than integration-first rivals
Use scenarios
  • Ecommerce marketing teams

    Show live reviews and purchase activity

    Higher review visibility

  • SaaS product marketing teams

    Target trust widgets by landing page

    Improved conversion rates

Show 2 more scenarios
  • Customer success operations teams

    Route post-usage signals into review requests

    More timely reviews

    Pulls customer activity into campaign-style capture workflows to request reviews at the right moments.

  • Multi-site web operations teams

    Manage widget instances across properties

    Fewer manual updates

    Controls widget instances and publishing behavior across multiple sites from a central administration workflow.

Best for: Fits when a marketing team needs targeted on-site social proof notifications tied to review and activity capture workflows.

#8

NotificationX

SMB

WordPress plugin for displaying social proof and FOMO notifications.

7.3/10
Overall
Features7.3/10
Ease of Use7.3/10
Value7.3/10
Standout feature

Rules-based message targeting that combines event timing with page-level display controls in a single configuration flow.

NotificationX focuses on on-site activity notifications and conversion notifications with rules for when messages display and how they rotate. The core workflow centers on capturing event signals, mapping them to notification templates, and showing them across pages through configurable display rules.

Pros
  • +API-driven event ingestion for automated notification campaigns
  • +Clear configuration of display rules by page and audience segments
  • +Template library supports consistent notification formats across campaigns
  • +Works well for high-frequency activity feeds with predictable rendering
Cons
  • –Event mapping requires careful setup to avoid mismatched timestamps
  • –Advanced governance needs extra discipline for multi-admin teams
  • –Widget customization has limits versus fully bespoke front-end implementations
  • –Moderation workflows for user-generated content are not the focus
Use scenarios
  • E-commerce growth teams

    Show cart and checkout conversion prompts

    Higher conversion rates

  • Customer success managers

    Trigger onboarding tips from user actions

    Faster user activation

Show 2 more scenarios
  • Product analytics engineers

    Automate event-to-notification via API

    Reduced engineering overhead

    Uses API and webhook-style automation to stream events into the notification engine reliably.

  • Marketing operations teams

    Manage multiple campaigns with placements

    Better campaign reporting

    Controls consistent notification sets with display rules so teams can test messaging by segment.

Best for: Fits when teams want event-triggered on-site notification campaigns wired to external systems.

#9

UseProof

SMB

Live visitor activity and conversion tracking displayed as on-site notifications.

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

Review request automation that feeds moderated testimonials into page-targeted widgets via API-driven workflows.

UseProof centers on conversion-focused customer proof modules with review request campaigns and on-site notifications.

Pros
  • +Event-triggered review request campaigns tied to customer lifecycle moments
  • +Targeting controls for where proof appears across site pages
  • +API supports automation for campaign triggers and content ingestion
  • +Moderation workflow supports review handling before display
Cons
  • –Widget display configuration can require iteration to match design constraints
  • –Advanced governance and audit-style reporting requires operational process
  • –Some proof formats depend on captured media quality and submission completeness
  • –Complex targeting needs careful rules testing to avoid misfires
Use scenarios
  • Legal operations teams

    Collect feedback after remote notarizations

    More consistent notarization records

  • Transaction operations teams

    Route reviews for multi-signer sessions

    Fewer manual handoffs

Show 2 more scenarios
  • Customer end-users

    Share proof after identity-verified notarization

    Completed act without visits

    Request and display post-session testimonials from individuals completing live identity-verified notarization online.

  • Product and engineering teams

    Embed review capture in workflows

    Less workflow transfer work

    Connect notarization execution to existing transaction systems so captured feedback appears in the right places.

Best for: Fits when ecommerce or SaaS teams need automated proof capture plus page-level targeting without manual publishing.

#10

WiserNotify

SMB

Social proof notification tool displaying live activity and reviews.

6.6/10
Overall
Features6.6/10
Ease of Use6.7/10
Value6.5/10
Standout feature

Event-to-widget notification campaigns that render on-site social proof from configured triggers and targeting rules.

WiserNotify centers on activity notifications and social proof widgets that render on web pages based on trigger conditions and targeting rules. Campaign setup pairs content selection with display controls so the same widget logic can run across multiple segments without rewriting page scripts. The automation surface supports event-triggered workflows where recent purchases, on-site interactions, or review submissions can feed the on-page experience.

Pros
  • +Event-triggered notification workflows for recent purchase and activity messaging
  • +Widget targeting rules enable segment-level display control on page
  • +Moderation and campaign configuration support ongoing social proof operations
  • +Multiple on-site display formats for testimonials and trust notifications
Cons
  • –Overlapping trigger conditions can increase notification noise without governance
  • –More complex targeting requires careful mapping of events to campaigns
  • –Moderation workflows add overhead when high-volume reviews must be curated
  • –Advanced automation needs clearer operational boundaries across campaigns
Use scenarios
  • ecommerce revenue operations teams

    Recent purchase and activity trust notifications

    More consistent conversion prompts

  • product marketing teams

    Segmented testimonial and review display rules

    Higher relevance for social proof

Show 2 more scenarios
  • community managers

    Moderate and publish user messages

    Lower risk in publishing

    Uses review moderation workflows to control which social proof items appear on-site.

  • growth engineers

    Automation for recurring social proof campaigns

    Less manual campaign maintenance

    Configures repeatable campaign logic that updates on-page widgets based on defined event triggers.

Best for: Fits when ecommerce teams need controlled, event-driven social proof widgets with repeatable governance.

Conclusion

After evaluating 10 social proof software, Testimonial.to 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
Testimonial.to

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 Social Proof Software

Which tools handle event-triggered on-site social proof without manual publishing?
WiserNotify generates on-site conversion notifications from configured triggers and targeting rules, so event timing drives what renders. NotificationX and Nudgify also run event-triggered notification campaigns where message rotation and display rules depend on captured event signals rather than manual updates.
How do review request campaigns differ from on-site activity notifications across the top tools?
UseProof and Testimonial.to route moderated testimonial submissions into page-targeted widgets via API-driven workflows. Skeepers, EmbedSocial, and IQWaves emphasize review request campaign governance and moderation stages, while WiserNotify and NotificationX focus on on-site activity and conversion notifications mapped to templates and display rules.
What breaks if social proof widgets are deployed without clear page-level targeting rules?
Nudgify and IQWaves rely on on-page placement configuration to scope widgets to page context and audiences, so missing targeting rules causes irrelevant notifications to appear. NotificationX can show messages on unintended pages when display rules do not match event-to-page mapping, creating inconsistent on-site proof.
When do widget display rules need to change between campaigns, and how is that managed?
NotificationX supports campaign-style management so multiple notification sets keep consistent placement and styling while rules change by campaign. WiserNotify and Nudgify both use repeatable display rules tied to configured triggers, which reduces the risk of editing widget logic directly for every new campaign.
Which platforms provide an API surface suitable for pushing testimonial or review content into widgets?
NotificationX exposes API and webhook-style automation surfaces for feeding event signals into its notification engine. UseProof, EmbedSocial, and Testimonial.to provide API-driven workflows for triggering campaigns and routing testimonial or review content into page-targeted display rules.
How do consent and security controls affect social proof delivery for cookie-gated marketing environments?
TrustArc gates downstream marketing and data sharing behaviors through consent and governance policy logic that can constrain measurement and delivery decisions. Trustpilot and UseProof focus more on review publishing and moderation workflows, so consent gating is not the core mechanism compared with TrustArc.
How should teams plan data migration when moving from a legacy testimonial store to a widget-driven system?
UseProof and Testimonial.to expect testimonial data to be routed into moderated publishing workflows, so migrations must map legacy records to the system’s submission and moderation states. Skeepers and EmbedSocial also route content through publishing eligibility tied to review pipeline stages, so migration should preserve those state transitions to avoid orphaned content.
What admin controls matter most for moderation, governance, and publishing consistency across multiple sites?
Skeepers emphasizes moderation-to-publication workflow with configurable display eligibility so governance stays consistent across properties. WiserNotify and IQWaves provide admin workflows for configuration and publishing behavior across campaigns and widget instances, which prevents teams from bypassing moderation rules when content is updated.
Which tool fits when moderation workflows must account for both network-origin reviews and business responses?
Trustpilot pairs network-driven customer reviews with business response and moderation controls, so what gets published and how disputes are handled follow a single governance path. Other tools like EmbedSocial and UseProof focus on collected submissions and API routing, but they do not center network-origin reputation governance in the same way.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Social Proof Software

Options differ mainly in how reliably social proof content stays relevant over time and how much control you have over what appears, where, and when. The biggest divider is whether Review content freshness and Update frequency match your site pace.

Review content freshness

Why it matters

Review content freshness matters because stale signals lose impact and can conflict with current inventory, claims, or messaging. It also affects whether visitors feel the proof reflects today’s experience.

How to check

In a demo, ask to see how recently captured proof is handled and whether old items can be excluded. Export a sample view and confirm the timestamps that drive what shows.

Update frequency controls track changes

Why it matters

Update frequency controls track changes so proof doesn’t lag behind promotions, product availability, or policy updates. When the cadence is clear, teams can predict what visitors will see.

How to check

Request a workflow where you change a tag like “verified” or adjust which locations are eligible, then ask how quickly the on-site output updates. Time a live demo refresh and note the stated interval.

Placement rules for proof context

Why it matters

Placement rules for proof context matter because the same testimonial can help or confuse depending on page intent. The right targeting reduces mismatches between the proof and the page topic.

How to check

Ask for the placement editor UI and build a rule such as “show proof only on product pages with category X.” Then preview multiple sample page types to see whether the proof aligns with the context.

Source and attribution transparency

Why it matters

Source and attribution transparency matters when you need to explain where proof came from and avoid misleading presentation. It also supports consistent moderation decisions across teams.

How to check

Look for fields that show the proof origin (channel/workflow) and any eligibility states in the admin view. On a sample proof item, confirm what gets displayed and what stays internal.

Moderation workflow and audit log

Why it matters

Moderation workflow and audit log reduce the risk of publishing the wrong or outdated proof. They also help governance when multiple editors touch the same content.

How to check

Ask to review a proof item’s status history: who changed it, from what state to what state, and when. In the admin demo, attempt a publish/unpublish action and verify the audit trail.

Template and display configuration depth

Why it matters

Template and display configuration depth affects how well proof fits your design system and compliance needs. It also determines whether teams can present proof consistently across page types.

How to check

Request multiple layouts (e.g., compact and expanded) and confirm which fields you can show or hide. Then change one layout setting and check whether it updates across the relevant page previews.

Red flags

  • Freshness controls are unclear or only described in marketing language
  • Placement rules rely on manual copying instead of rule-based eligibility
  • Moderation history is missing or doesn’t show who changed what and when

Fit by situation

  • If we run frequent product and policy updates, prioritize Review content freshness to avoid stale proof.
  • If our pages vary by audience and intent, prioritize Placement rules for proof context so proof matches the page.
  • If multiple editors publish proof, prioritize Moderation workflow and audit log for traceable governance.
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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