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Top 10 Best Digital Directory Software of 2026

GITNUXSOFTWARE REVIEW

Business Finance

Top 10 Best Digital Directory Software of 2026

Editorial roundup comparing digital directory software for building listings and managing members, featuring tools like WildApricot and Sharetribe.

21 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

Digital directory software matters because it defines how listings, memberships, and location or category search map to a data model that supports moderation, claims, and payments. This comparison helps analysts and operators weigh hosted platforms versus WordPress-based builds by focusing on configuration depth, integration and API access, and operational controls like roles, onboarding workflows, and audit trails.

Sharetribe is the best pick for teams running member directories that need controlled publishing and admin moderation, thanks to its marketplace listing workflow that keeps directory data consistent while webhooks help automate lifecycle actions. Brilliant Directories is a strong alternative for SMBs that prioritize approval-based profile updates before changes go live.

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

Sharetribe

Built-in marketplace listing workflow that supports controlled publishing states plus admin moderation tooling.

Best for: Fits when member directories need controlled publishing, category browsing, and API-driven integration.

2

Brilliant Directories

Editor pick

Moderation and approval workflow for profile changes to keep published directory data consistent.

Best for: Fits when a member directory needs controlled updates, taxonomy-based browsing, and an integration API.

3

WildApricot

Editor pick

Membership record-driven directory pages with profile visibility tied to member status and admin workflows.

Best for: Fits when membership directories require governance, approvals, and automation across member lifecycle records.

Comparison Table

1
SharetribeBest overall
API-first
9.3/10
Overall
2
8.8/10
Overall
3
vertical specialist
8.6/10
Overall
4
enterprise
8.5/10
Overall
5
8.0/10
Overall
6
7.9/10
Overall
7
7.4/10
Overall
8
7.2/10
Overall
9
6.9/10
Overall
10
API-first
6.6/10
Overall
#1

Sharetribe

API-first

Marketplace platform for profiles, listings, search, transactions, and location-based supply.

9.3/10
Overall
Features9.0/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Built-in marketplace listing workflow that supports controlled publishing states plus admin moderation tooling.

Sharetribe delivers directory listing workflows that include profile creation, listing publishing states, and configurable fields per record. Directory search supports filtering and ordering to move users from browsing to directory search results without custom code for every change. The platform includes REST APIs for directory objects and webhooks for event-driven automation.

A key tradeoff is that deeper custom directory layouts and data behaviors typically require app development rather than only configuration. Sharetribe fits organizations that need a member directory with controlled publishing, category browsing, and integration for onboarding and CRM sync.

Pros
  • +Event-driven automation via webhooks for directory lifecycle actions
  • +Directory search and filtering configured per listing and category
  • +Role-based admin controls for moderation and publishing governance
  • +REST APIs for listing and account integration work
Cons
  • –Custom data behaviors often require application development
  • –Some governance workflows need deliberate configuration to match policy
  • –Advanced UI changes take engineering time beyond standard templates
Use scenarios
  • Community operations teams

    Run a partner member directory

    Reduced manual review workload

  • Product teams

    Integrate directory listings with CRM

    Lower sync latency

Show 2 more scenarios
  • HR and recruiting teams

    Publish employee and team profiles

    More consistent profile data

    Configurable fields and role permissions support consistent records with controlled access.

  • Agencies and system integrators

    Build custom directory experiences

    Reusable directory architecture

    Extensibility lets teams implement unique rules for listing submission, updates, and routing.

Best for: Fits when member directories need controlled publishing, category browsing, and API-driven integration.

#2

Brilliant Directories

SMB

Hosted directory software with memberships, listings, payments, content, and community features.

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

Moderation and approval workflow for profile changes to keep published directory data consistent.

Brilliant Directories is a digital directory software geared toward organizations that need controlled directory publishing with structured profile records. It supports custom fields, directory listings, and category taxonomy so teams can model different member types and browsing paths.

Admin tooling focuses on moderating profile updates and managing directory configuration from one console. Directory embeds and a directory API help organizations integrate listings into internal sites and external workflows.

Pros
  • +Structured profile records with custom fields for role-specific data
  • +Directory API supports embedding and integration into other systems
  • +Admin moderation controls reduce risk from self-service edits
  • +Category taxonomy enables predictable browsing and filtered discovery
Cons
  • –Advanced directory configuration can require careful governance
  • –Smaller directory teams may find the admin surface heavier than simpler listings
Use scenarios
  • Vertical publishers and niche directories

    Publish filtered comparison directory for categories

    Focused discovery with comparable listings

  • Directory admins and data migration teams

    Import CSV profiles into directory taxonomy

    Less manual entry during onboarding

Show 2 more scenarios
  • Agencies serving multiple clients

    Deploy branded directory sites per client

    Repeatable client directory deployments

    Brilliant Directories uses controls for domain, layout, and monetization so each client gets a distinct directory experience.

  • Local publishers and city operators

    Publish local business directory with claims

    Up-to-date local business listings

    Brilliant Directories organizes profiles by location and category and supports search, filters, and editorial review processes.

Best for: Fits when a member directory needs controlled updates, taxonomy-based browsing, and an integration API.

#3

WildApricot

vertical specialist

Membership management platform with member directories, websites, events, and payments.

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

Membership record-driven directory pages with profile visibility tied to member status and admin workflows.

WildApricot is a practical choice for organizations that need a member directory tied to membership records rather than a static listings site. Directory pages can be configured with searchable custom fields and visibility controls that prevent unrestricted exposure of private profiles. Admin workflows support approval and moderation patterns, which helps when profile edits must be reviewed before publishing. Automation flows cover membership status transitions and administrative actions that keep directory entries consistent over time.

A key tradeoff is that deeper workflow customization and field-level governance can require careful setup across forms, permissions, and automation rules. WildApricot fits best when a member directory is one part of a larger relationship system that includes renewals, event attendance tracking, and controlled profile changes.

Pros
  • +Member directory built on membership records, not standalone listings
  • +Granular profile visibility controls for private and role-based audiences
  • +Approval and moderation workflows for profile and directory changes
  • +Directory search works across custom fields and configured categories
Cons
  • –Workflow and permissions setup takes time to get right
  • –Highly customized data structures may need multi-step configuration
  • –Extensibility relies on API patterns rather than in-app rule builders
  • –Advanced query needs can be limited by the built-in search model
Use scenarios
  • Nonprofit membership teams

    Member directory with approval workflow

    Fewer unauthorized profile changes

  • Community managers

    Searchable member directory by attributes

    Faster member discovery

Show 2 more scenarios
  • Membership operations

    Automated status updates in directory

    Up-to-date directory access

    Renewal and status actions update directory visibility as membership changes over time.

  • IT and systems teams

    API-based synchronization of directory data

    Consistent records across systems

    Integrations can push and pull member data through the directory API for controlled provisioning.

Best for: Fits when membership directories require governance, approvals, and automation across member lifecycle records.

#4

eDirectory

enterprise

Directory platform for listing management, subscriptions, reviews, events, and local search.

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

Directory embed lets organizations reuse the same profile content across multiple site placements with consistent rendering.

eDirectory publishes member and partner profiles through a directory listing with categories, searchable fields, and configurable templates. The product supports bulk updates via CSV import and profile delivery via directory embed.

Pros
  • +Directory embed supports embedding listings inside external web pages
  • +Bulk CSV import reduces manual profile creation for large member sets
  • +API enables automated directory data reads and update workflows
  • +Category-based organization supports multi-type directory collections
Cons
  • –Custom profile workflows require careful configuration to avoid inconsistent states
  • –Advanced filtering depends on how fields are defined during setup
  • –Moderation and approval coverage can feel limited for complex multi-step reviews
  • –Extensibility relies on the available API endpoints rather than UI-first builders
Use scenarios
  • Internal communications teams

    Maintain searchable employee and contact records

    Consistent employee contact information

  • Associations and membership organizations

    Run a governed member directory with visibility

    A governed directory with correct access

Show 2 more scenarios
  • Directory marketplace operators

    Monetize featured listing placements

    Paid placement options for visibility

    eDirectory supports monetization models that treat listing visibility and placements as managed inventory.

  • Business associations and local search

    Publish location-based local business directory

    A browsable local business catalog

    eDirectory delivers categorized business profiles with search over location and searchable attributes.

Best for: Fits when member directories need embed delivery, bulk CSV ingestion, and automation through API-backed record updates.

#5

ListingPro

SMB

WordPress directory theme with listings, claims, reviews, payments, search, and lead generation.

8.0/10
Overall
Features8.0/10
Ease of Use8.0/10
Value8.0/10
Standout feature

Category-driven directory browsing paired with repeatable profile templates and admin-managed record states.

ListingPro fits teams that need a managed member or customer directory inside an existing WordPress site without building custom listing templates from scratch. The admin experience supports creating directory records, assigning categories for organization, and presenting profiles in a repeatable format across pages. Search and browsing are designed around record discovery, including keyword search and category-driven navigation.

Pros
  • +Profile pages are template-driven for consistent member presentation
  • +Category organization supports structured browsing and directory navigation
  • +Custom fields let records carry domain-specific attributes
  • +Import and export flows cover common directory data portability needs
Cons
  • –Directory API style integrations are limited compared with API-first directory products
  • –Bulk governance workflows require careful admin process design
  • –Advanced automation often depends on WordPress hooks and add-ons
  • –Moderation and approval states are less granular than some workflow-heavy directory tools
Use scenarios
  • Community administrators

    Run a members directory in WordPress

    Members find each other faster

  • Operations teams

    Maintain partner listings with exports

    Directory data stays consistent

Show 1 more scenario
  • Customer support leads

    Staff directory with searchable profiles

    Routing improves with self-serve lookup

    Support teams provide searchable profile records for internal or partner visibility on site pages.

Best for: Fits when a WordPress team needs a searchable member directory with admin-led publishing control.

#6

HivePress

SMB

WordPress marketplace and directory plugin with listings, vendor profiles, search, and monetization.

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

Listing extensions via HivePress add-ons and WordPress hooks that change listing fields, templates, and behavior together.

HivePress delivers a WordPress-first directory build system with listing, search, and front-end templates that fit member and partner directories. Its core distinction is extensibility through add-ons and hooks that let administrators attach custom fields, workflows, and listing behaviors without replacing the directory engine.

Pros
  • +Template system controls how directory cards, pages, and search results render
  • +Add-on ecosystem extends listings with payment, moderation, and account workflows
  • +WordPress hooks and shortcodes support custom behavior without forking core files
  • +Admin controls include category management plus listing moderation and status control
Cons
  • –Directory API and automation surface largely follows WordPress plugin patterns
  • –Governance features like RBAC and audit log depth depend on add-ons and custom work
  • –Complex automations can require custom code and careful hook ordering
  • –Large directories may need tuning for search performance and caching
Use scenarios
  • Associations and partner program managers

    Publish member or partner profiles with moderation

    Consistent public or private records

  • Local directory operators

    Create filtered business profiles for an area

    Browsability by area and category

Show 2 more scenarios
  • Agencies moving directory platforms

    Migrate existing listings into WordPress directory

    Faster onboarding of legacy listings

    HivePress supports mapping and importing listing data into a structured WordPress directory.

  • Publishers managing third-party listings

    Enable claim requests for business profiles

    Controlled ownership verification

    HivePress supports claimable profiles so listing owners can request ownership and get approved for visibility.

Best for: Fits when WordPress-based directories need strong template control and add-on driven feature growth.

#7

Connections Business Directory

vertical specialist

WordPress directory plugin for business, member, organization, and contact records.

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

Moderation-style visibility control for profile publishing, which reduces accidental exposure of incomplete records.

Connections Business Directory is a hosted member and contact directory system focused on profile listings, category navigation, and controlled access. It supports managing profile records with custom fields and directory search, then publishing those profiles through directory views.

Pros
  • +Custom fields per profile so directory listings can match real membership data
  • +Directory search and category browsing support fast filtering without custom coding
  • +Moderation-style publishing control keeps profile visibility aligned with policy
  • +Bulk import and export workflows reduce manual re-entry of contact data
Cons
  • –API depth is limited compared with directory platforms that offer full provisioning endpoints
  • –Role-based access controls are basic and rely on careful governance for large teams
  • –UI customization options for directory layout are narrower than custom-built directory stacks
  • –Advanced workflow automation needs configuration discipline rather than built-in orchestration
Use scenarios
  • Schools and nonprofits

    Publish staff, department, and organization records

    Consistent staff and contact information

  • Directory sponsors and partners

    Offer featured placement options inside listings

    Extra visibility for prioritized listings

Show 2 more scenarios
  • Local business associations

    Organize businesses by area and location

    A browsable local business catalog

    Connections Business Directory organizes business profiles by category, area, and location for local discovery browsing.

  • Membership organizations and community admins

    Moderate member profiles before publication

    More controlled member profile visibility

    Connections Business Directory collects member profiles and applies moderation workflows before searchable directory publishing.

Best for: Fits when an organization needs a managed directory with category navigation and controlled profile publishing.

#8

Business Directory Plugin

SMB

A WordPress plugin for searchable business listings, custom fields, payments, and listing moderation.

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

Category taxonomy integration with directory templates provides consistent, structured listings without custom code.

Business Directory Plugin generates directory listing and profile pages from WordPress-managed entries, with taxonomy-based categorization for multi-level browse experiences. It supports profile fields, directory search, and directory embed into other pages or posts.

Pros
  • +Taxonomy-driven categories organize listings and enable structured browsing
  • +Custom profile fields support consistent contact card data across records
  • +Submission moderation reduces the risk of publishing inaccurate profiles
  • +Directory embed lets listing pages appear inside existing WordPress layouts
Cons
  • –Directory API surface is limited compared with dedicated directory backends
  • –Bulk workflows rely on import formats that can require field mapping cleanup
  • –Cross-site governance is constrained since permissions are WordPress-role based
  • –Advanced search tuning depends on built-in search behavior and templates
Use scenarios
  • Publishers monetizing directory submissions

    Sell fee-based listing participation

    A paid participation model

  • Membership organizations and community groups

    Publish consistent searchable member profiles

    Members represented in one directory

Show 2 more scenarios
  • WordPress site owners

    Add directory pages to an existing site

    Directory functionality without rebuilding

    Business Directory Plugin extends an established WordPress site with listing pages, directory navigation, and search.

  • Local community site operators

    Launch local business directory by category and location

    Visitors find relevant local businesses

    Business Directory Plugin creates searchable business pages grouped by local categories and locations.

Best for: Fits when WordPress teams need a managed member or public directory with moderated profiles and category browsing.

#9

Directorist

SMB

WordPress directory plugin with listing forms, monetization, search, maps, and booking extensions.

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

Profile approval and moderation built into the directory submission flow with controlled front-end editing.

Directorist is a WordPress directory solution used to publish member, partner, and customer listings with configurable profile fields. It supports directory search pages with taxonomy-based browsing and profile pages built from repeatable templates.

Pros
  • +Approval and moderation controls for directory profile submissions
  • +Configurable directory fields to standardize contact card content
  • +Front-end profile editing options for directory owners
  • +Embed-ready directory pages inside WordPress layouts
Cons
  • –Directory API and automation surfaces are limited compared with app-first directory stacks
  • –Bulk import and export formats rely heavily on add-on coverage
  • –Advanced privacy controls are narrower than enterprise directory requirements
  • –Complex governance workflows can require extra configuration discipline
Use scenarios
  • Associations and schools

    Build a categorized staff and member directory

    Standardized profiles across groups

  • WordPress directory agencies

    Publish multiple directories from one WordPress workflow

    Multiple directory experiences managed together

Show 2 more scenarios
  • Service marketplaces

    Categorize service providers with searchable attributes

    A browsable provider directory

    Directorist builds service provider directories with domain-specific attributes and searchable listing fields.

  • Local publishers and community organizations

    Run a local business directory with governed updates

    Searchable local business listings

    Directorist publishes business profiles with categories, location data, and owner-managed profile maintenance.

Best for: Fits when a WordPress-based organization needs moderated member listings with structured profiles and directory embeds.

#10

Softr

API-first

A no-code application builder with directory templates, database connections, search, filters, and user access controls.

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

Directory list and detail rendering built directly from connected Airtable records with component-level UI control.

Softr turns Airtable and other data sources into directory-style web apps with a focus on embed-ready directory pages. Directory entries are built from customizable components like cards, lists, and detail views, with filtering controlled from the same underlying dataset.

Pros
  • +Quick directory publishing from Airtable-backed datasets without custom code
  • +Reusable card and detail views keep directory UI consistent across pages
  • +Works well for private directories with controlled access and member sign-in
  • +Automation-friendly edits when directory and source records stay in sync
Cons
  • –Directory search and filtering depends on dataset structure in the connected source
  • –Complex approval and moderation workflows are limited compared with community platforms
  • –Custom directory layouts can require significant manual configuration
  • –API and automation coverage is strongest for data sync use cases, not full directory governance
Use scenarios
  • Partnership and program teams

    Publish a filterable partner and resource portal

    Easier maintenance than static pages

  • Associations and nonprofit communities

    Publish searchable member profiles with restrictions

    A directory with controlled access

Show 2 more scenarios
  • SMB field operations teams

    Deliver a mobile-ready business listing interface

    Mobile browsing for directory data

    Softr provides mobile-accessible directory-style screens for browsing, submitting, and updating information.

  • Client services teams

    Create branded client login-gated information space

    A self-service customer interface

    Softr supports login-gated portals where clients view information and submit forms tied to existing data.

Best for: Fits when member or internal directories need fast page building on Airtable-backed data.

Conclusion

After evaluating 10 digital directory software, Sharetribe 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
Sharetribe

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 Digital Directory Software

How do WildApricot and Brilliant Directories differ in directory governance and approval workflows?
WildApricot ties directory visibility to member lifecycle actions like renewals and membership status changes, and it uses an admin panel for approvals tied to record updates. Brilliant Directories focuses on moderating profile changes through a dedicated approval workflow so published directory data stays consistent as updates arrive.
Which platforms make it easiest to build a WordPress-style directory embed without custom development?
ListingPro and Directorist generate directory listing and profile pages from WordPress-managed entries and then support directory embed patterns. HivePress also supports embedded directory pages but relies on WordPress add-ons and hooks to change fields and templates rather than a single hardcoded embed pipeline.
How do Sharetribe and HivePress handle extensibility when directory requirements change after launch?
Sharetribe exposes APIs, webhooks, and extensibility for adding custom business rules around listing and member accounts. HivePress extends behavior through WordPress hooks and add-ons, so new fields and listing workflows are typically implemented as plugin modules rather than changes to a separate directory backend.
What breaks if a directory team depends on CSV import but also needs schema-level validation and controlled field mapping?
eDirectory supports bulk updates through CSV import, but if the directory data model requires strict validation or field mapping rules, governance can become inconsistent when column names or formats drift. WildApricot supports controlled onboarding via import paths, but record governance still depends on the defined custom fields and approval or status logic that sits on top of imported data.
How does SSO provisioning typically work across Softr and other tools in this category?
Softr handles user access through Softr permissions and supports optional SSO for sign-in control, which is tied to directory app pages built from connected datasets. Other tools like Brilliant Directories and WildApricot center authentication and permissions on their own admin controls, with external identity integration offered via their integration surfaces rather than page-level component permissions.
When directory updates must be visible only after review, how do Brilliant Directories and Connections Business Directory differ?
Brilliant Directories provides moderation and an approval workflow for profile changes so only approved updates reach published listing pages. Connections Business Directory uses moderation-style visibility control so incomplete or unapproved profile records do not appear in directory views.
Which tools offer API access that fits automation workflows, and what workflow shape do they support best?
Sharetribe provides API and webhook-driven automation for marketplace-style directories where listings and member accounts trigger downstream processes. WildApricot and eDirectory also provide an API surface for record access and automation, but WildApricot is more centered on membership lifecycle actions and eDirectory is more centered on bulk record updates and embed-ready delivery.
What admin controls matter most for keeping directory field accuracy consistent over time?
WildApricot uses an admin panel built for ongoing governance, including approval controls that keep contact data aligned with organizational rules. Brilliant Directories moderates profile updates and manages directory configuration from one console, which reduces drift when multiple admins edit directory records.
How do directory embed patterns differ between eDirectory and Softr for keeping rendering consistent across pages?
eDirectory provides directory embed so the same profile content can be reused across multiple site placements with consistent rendering. Softr builds directory list and detail views from connected Airtable records using component-driven UI, so consistency comes from the underlying dataset and shared page components rather than a fixed embed template.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Digital Directory Software

We separate options mainly by how the directory data model and configuration hold up as your listings grow, and by how much automation you can apply through API and admin controls. Digital directory software can look similar in a demo, but the day-to-day difference shows up in update workflows, enrichment options, and governance.

Update workflows for directory records

Why it matters

Update workflows for directory records determine whether changes stay consistent across public pages, internal views, and linked lists. If updates are brittle, you’ll spend time fixing mismatches instead of maintaining accuracy.

How to check

Ask how edits flow from an operator to the live directory: what triggers the refresh and how long it takes. In a test dataset, change one field on an item and verify which pages and search results reflect it, and when.

Directory API and automation coverage

Why it matters

Directory API and automation coverage is what turns a directory into a controlled system rather than a manual content board. The depth matters when you need predictable provisioning, validation, and repeatable updates.

How to check

Request an API walkthrough focused on create, update, and read operations for records. Try a sample integration request on one record (e.g., update an attribute) and confirm the API returns the same shape you see in the UI.

Field and listing configuration controls

Why it matters

Field and listing configuration controls decide how closely the directory matches your real-world structure and constraints. When configuration is limited or locked, you end up forcing content into poor formats.

How to check

During a demo, ask whether you can configure which attributes appear, which are required, and which are read-only. Then check a sample item to see how missing required values behave and whether the UI shows clear validation.

Search and filtering behavior quality

Why it matters

Search and filtering behavior quality affects day-to-day findability and reduces duplicate entries caused by people “not finding” what already exists. It also reveals whether discovery uses predictable rules or hidden heuristics.

How to check

Test discovery with intentional edge cases: similar names, missing fields, and multiple locations. Verify how results rank or filter when you use the directory search and any available facets, and whether results match what you expect from the stored data.

Admin governance and audit logging

Why it matters

Admin governance and audit logging are what keep directory changes traceable when multiple editors and systems are involved. Without it, you can’t quickly answer who changed what and why.

How to check

Ask who can edit, what roles exist, and how RBAC is enforced for viewing vs editing records. Then check whether the system shows an audit log for record changes (old value vs new value, timestamp, and actor).

Red flags

  • Updates appear in the UI inconsistently or with unclear timing
  • The directory API cannot cover the main record lifecycle actions
  • Audit history is missing or doesn’t show enough detail to reconcile changes

Fit by situation

  • If your team regularly edits listings and needs predictable refresh timing, prioritize update workflows for directory records.
  • If another system is expected to provision and update entries automatically, prioritize directory API and automation coverage.
  • If multiple editors and roles will manage content, prioritize admin governance and audit logging.
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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