GITNUXSOFTWARE ADVICE
Marketing AdvertisingTop 11 Best Mlm Marketing Software of 2026
Compare mlm marketing software options for network marketing teams, with Cloud MLM Software, Infinite MLM Software, and ARM MLM Software feature notes.
How we ranked these tools
Before any source is gathered, an editor locks the question, what qualifies, and how the piece will be judged.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Cloud MLM Software is the best pick for teams needing sponsor-tree governance tied to recruitment and enrollment workflows in one place, thanks to its genealogy-driven configuration that keeps downstream qualification aligned, whereas DirectScale suits companies that want genealogy-first compensation execution and onboarding records feeding commission inputs.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Cloud MLM Software
Sponsor-tree genealogy and placement rules are configured to directly support recruitment enrollment and downstream qualification workflows.
Best for: Fits when teams need sponsor-tree governance plus recruitment automation without rebuilding back-office logic.
Infinite MLM Software
Editor pickSponsor-tree-connected prospect handling that keeps marketing outcomes aligned with genealogy records during enrollment.
Best for: Fits when teams need recruitment funnels tied to sponsor-tree operations and genealogy visibility.
ARM MLM Software
Editor pickSponsor-tree and placement-aware workflow tying lead nurture to enrollment outcomes in the distributor back office.
Best for: Fits when MLM recruitment and placement rules must stay consistent with marketing follow-up.
Comparison Table
Cloud MLM Software
vertical specialistCloud-based MLM software for compensation plans, distributor networks, ecommerce, and analytics.
Sponsor-tree genealogy and placement rules are configured to directly support recruitment enrollment and downstream qualification workflows.
Cloud MLM Software supports distributor recruitment workflows that combine prospect tracking, member enrollment, and sponsor-tree genealogy management in one operational flow. The admin area is oriented around enrollment inputs, rank rules settings, and payout-relevant qualification logic, which reduces manual handoffs between marketing and back-office tasks. Automation focuses on turning new enrollments and status changes into next-step communications for distributors.
A key tradeoff is that funnel and email execution depth can feel narrower than general-purpose marketing automation suites when teams need complex multichannel journeys. Teams that already run training and content elsewhere often use Cloud MLM Software to govern recruitment records and sponsor-tree structure while relying on other systems for heavy funnel design.
- +Sponsor-tree genealogy drives recruitment steps without spreadsheet work
- +Enrollment workflows keep prospect and distributor records aligned
- +Automation converts status changes into distributor follow-up
- +Operational reporting matches recruitment and activation milestones
- –Advanced multichannel journey building can lag general marketing tools
- –Complex plan rules require careful configuration and governance discipline
- –Custom funnel layouts may need external tooling for premium design
- –Deep CRM syncing depends on integration work outside core setup
Direct selling ops teams
Centralize enrollment and recruitment records
Fewer data mismatches
MLM marketing managers
Automate follow-up after enrollments
Faster lead activation
Show 2 more scenarios
Compensation administrators
Keep rank qualification consistent
More accurate statements
Admins configure rank advancement rules to align qualification logic with recruiting milestones.
Regional field leaders
Track team-building progress
Clearer team visibility
Leaders use recruitment and activation reporting to monitor field activity across their organization.
Best for: Fits when teams need sponsor-tree governance plus recruitment automation without rebuilding back-office logic.
Infinite MLM Software
vertical specialistMLM platform software for compensation plans, replicated sites, ecommerce, and reporting.
Sponsor-tree-connected prospect handling that keeps marketing outcomes aligned with genealogy records during enrollment.
Infinite MLM Software supports funnel-driven lead capture and follow-up while keeping the resulting prospects tied to the sponsor-tree and downline records. It also includes distributor back-office capabilities for onboarding tasks and ongoing member administration so marketing outputs flow into day-to-day operations. Genealogy visualization supports network oversight, and placement-style logic helps keep placement decisions aligned with the active structure rules.
A key tradeoff appears in governance work. Network structure rules and marketing-to-member mapping require deliberate configuration so the enrollment chain stays accurate during high-volume recruiting pushes. Infinite MLM Software fits teams that already manage sponsor-tree policy tightly and need automation to reduce manual follow-ups.
- +Lead capture flows into sponsor-tree-linked prospect records
- +Genealogy visualization reduces downline reporting effort
- +Replicated distributor-style pages keep branding consistent
- +Automation reduces manual follow-up between recruitment stages
- –Configuration governance is required to keep enrollment chains clean
- –Funnel flexibility is weaker when complex custom journeys are needed
- –Reporting depth depends on how workflows are modeled upfront
- –Integration scenarios beyond native marketing flows may need extra work
Direct sales operations teams
Route leads into sponsor-linked records
Faster enrollment chain completion
Network administrators
Audit genealogy during recruiting waves
Fewer structure corrections
Show 2 more scenarios
Distributor onboarding coordinators
Run onboarding tasks from captured leads
Lower onboarding workload
Back-office enrollment workflows connect qualification steps to distributor setup without spreadsheet tracking.
Field marketing managers
Maintain replicated pages for recruiters
More consistent lead intake
Replicated distributor-style pages standardize the funnel entry points used by sponsors in campaigns.
Best for: Fits when teams need recruitment funnels tied to sponsor-tree operations and genealogy visibility.
ARM MLM Software
vertical specialistNetwork marketing software for distributor management, commissions, orders, and business reporting.
Sponsor-tree and placement-aware workflow tying lead nurture to enrollment outcomes in the distributor back office.
ARM MLM Software fits teams that need recruiter and distributor operations tied to network structure, not just generic email marketing. Core flows center on member enrollment, genealogy logic, and a distributor back office that tracks activity against program rules. Marketing functions are oriented toward prospect capture and nurture that feed enrollment and ongoing distributor tasks. This alignment reduces the gap between funnel actions and compensation-eligible relationship formation.
A tradeoff is that teams looking only for standalone landing pages and email automations may find the MLM workflow breadth heavier than necessary. ARM MLM Software works best when sponsor-tree and placement logic drive real program outcomes and when leadership needs consistent enrollment discipline across recruiters. It is a better fit for organizations that already plan their recruitment process and ranks before building campaign sequences.
- +MLM structure-aware marketing that routes leads into enrollment workflows
- +Sponsor and placement logic supports genealogy-driven operations
- +Distributor back-office keeps recruiting activity tied to program records
- –Marketing-only teams may need to bypass extensive MLM workflow modules
- –Complex program rule sets increase configuration time and governance overhead
- –Deep customization can require a workflow design upfront
Network operations managers
Standardize enrollment across recruiters
Fewer off-process enrollments
Field leadership teams
Run recruiter enablement sequences
More consistent downline growth
Show 1 more scenario
Distributor onboarding coordinators
Track prospect to active distributor
Cleaner onboarding pipeline
Enrollment and back-office records keep recruitment status aligned with the program timeline and genealogy.
Best for: Fits when MLM recruitment and placement rules must stay consistent with marketing follow-up.
Epixel MLM Software
vertical specialistMLM software for compensation plans, ecommerce, distributors, and network administration.
Commission qualification and rank rules work directly from network structure changes, so commission statements reflect sponsor-tree updates.
Epixel MLM Software focuses on multilevel marketing workflows where enrollment, sponsor relationships, and compensation math need to run without manual spreadsheet handoffs. It supports distributor and downline data management plus configuration of rank rules and commission qualification inputs used to generate commission statements.
- +Sponsor-tree management keeps genealogy changes connected to downstream actions
- +Rank advancement rules help reduce manual interpretation during promotions
- +Commission calculation engine converts configured qualification inputs into statements
- +Replicated distributor website publishing supports consistent field marketing pages
- –Complex plan configuration can require disciplined setup governance
- –Automation coverage depends on correct configuration of onboarding and qualification steps
- –Reporting depth can feel limited when comparing multi-period compensation scenarios
- –Customization usually relies on the platform’s existing workflow patterns
Best for: Fits when MLM teams need sponsor-tree integrity and commission outputs tied to plan rules without custom spreadsheet rebuilding.
DirectScale
enterpriseCloud software for direct selling companies, distributors, commissions, and customer management.
Genealogy-first compensation execution that links sponsor-tree structure to commission qualification and payout statement inputs.
DirectScale supports MLM distributor back office workflows by tying lead capture to member enrollment, sponsor-tree management, and commission-ready records. It focuses on downline genealogy and compensation-rule execution, so rank advancement rules and payout statements can be generated from structured relationships.
- +Genealogy-centric workflows support sponsor-tree management and placement logic
- +Commission calculation inputs align with qualification and rank advancement rules
- +Replicated distributor websites help keep recruiting pages consistent
- +Distributor onboarding tools reduce manual data re-entry across member records
- –Setup of compensation and qualification rules demands careful governance
- –Automation breadth for funnels and multichannel journeys looks lighter than CRM-first platforms
- –Genealogy and placement changes can create downstream reconciliation overhead
- –API and extensibility details are not as visible as with automation-first competitors
Best for: Fits when network marketing teams need genealogy-driven compensation records and member onboarding in one system.
ProMLM
vertical specialistCloud-based MLM software offering replicating websites, genealogy trees, and multi-currency commission processing.
Sponsor-tree and genealogy support mapped to member enrollment workflows for recruiting continuity.
ProMLM targets direct-selling and network-marketing teams that need distributor workflows beyond a generic marketing stack. It supports member enrollment workflows, sponsor-tree and genealogy tracking, and compensation-ready structures so recruiting and ranks can align with downstream payout rules.
- +Sponsor-tree and genealogy tracking supports recruiting continuity
- +Distributor onboarding workflows reduce manual member data entry
- +Compensation-ready configuration helps align ranks with payouts
- +Field-facing back-office tools support ongoing distributor operations
- –Non-MLM marketers may need custom process mapping for workflows
- –Integrations outside the ProMLM ecosystem can require configuration effort
- –Complex compensation setups need careful governance to avoid rule drift
- –Reporting is narrower than general CRM marketing suites
Best for: Fits when MLM operations need sponsor-tree governance and enrollment-to-compensation consistency across distributor back-office workflows.
Exigo
enterpriseDirect selling software for compensation, orders, commissions, and field operations.
Genealogy-centered compensation administration that ties network structure changes to qualification and commission outcomes.
Exigo focuses on direct-selling back-office workflows such as distributor management, enrollment, and genealogy operations instead of generic marketing automation. Its core feature set is built around compensation processing tied to network structures, including rank advancement rules and commission calculation support.
- +Commission calculation workflows track network membership changes and qualification rules
- +Genealogy and placement relationships support sponsor-tree and downline visibility
- +Replicated distributor websites connect distributor storefronts to back-office records
- +Admin tools support enrollment, rank movement, and payout-ready reporting
- –Workflow and compensation configuration requires careful governance discipline
- –Marketing automation coverage is narrower than dedicated email and funnel platforms
- –API surface and integration depth are harder to validate without implementation support
- –Reporting customization can feel limited when compensation and lead views diverge
Best for: Fits when mid-size MLM teams need genealogy-driven compensation and distributor back office without building custom network logic.
ByDesign Technologies
enterpriseDirect selling software covering ecommerce, commissions, compliance, and distributor management.
MLM genealogy and placement-tree alignment tied to commission qualification and payout readiness controls.
ByDesign Technologies targets multilevel marketing teams that need distributor enrollment, sponsor-tree setup, and automated field workflows tied to compensation logic. ByDesign Technologies’ core strength is building network structures and membership processes around MLM-style genealogy so back office operations stay consistent as teams grow.
- +Genealogy-driven sponsor-tree management supports multi-tier enrollment workflows
- +Commission configuration supports multiple compensation-plan rule sets and qualifications
- +Distributor back office workflows reduce manual tracking across ranks and placements
- +Replicated web assets help keep distributor-facing pages consistent
- –Plan configuration requires disciplined setup to avoid qualification edge cases
- –API and integration depth are less visible than leading general CRM automation tools
- –Automation coverage for non-MLM marketing channels can feel thin
- –Complex hierarchies can increase admin overhead during ongoing updates
Best for: Fits when MLM teams need structured genealogy, rank logic, and payout-ready operations over generic marketing funnels.
Zoho Campaigns
campaign automationRuns targeted email and multichannel campaigns with automation triggers and reporting to manage MLM outreach.
Zoho CRM audience sync for segmented email campaigns
Zoho Campaigns stands out for tying email marketing with Zoho CRM data so segmentation and targeting can stay connected to lead and customer behavior. It supports newsletter and event-style campaigns, automation-style workflows, and multichannel outreach that can be used to drive enrollment and repeat purchases in MLM structures.
- +Zoho CRM sync powers behavior-based segmentation and personalized outreach
- +Email campaign builder supports templates, scheduling, and recurring sends
- +Landing pages help convert referral traffic into tracked leads
- +Campaign analytics show opens, clicks, and engagement trends
- –MLM-specific features like downline compensation tracking are not included
- –Advanced funnel automation requires more setup than simpler email tools
- –List hygiene and deliverability tooling feels lighter than dedicated platforms
- –Attribution across complex multi-level referral paths is limited
Best for: MLM teams using Zoho CRM to run segmented email nurturing and lead capture
Mailchimp
email automationsRuns email marketing and audience automations that nurture distributors and leads through campaign workflows.
Audience journeys with visual automation and event-driven triggers
Mailchimp stands out for blending email marketing with built-in CRM-lite contact management and a mature automation engine. Core capabilities include audience segmentation, drag-and-drop campaign creation, and triggered journeys for lead nurturing and lifecycle messaging.
- +Visual journey builder supports triggered email sequences for onboarding and follow-up
- +Robust segmentation with tags and contact fields enables distributor-level targeting
- +Drag-and-drop campaign editor speeds up localized promotions and announcements
- +Landing page builder helps route new signups into automated nurture flows
- –MLM-specific features like binary trees and commissions are not included
- –CRM depth is limited compared to dedicated sales and network marketing systems
- –Complex logic across multiple event sources requires careful setup and testing
Best for: Direct-selling teams running email-driven onboarding and distributor communications at scale
Drip
behavioral email journeysUses behavioral customer data to automate email journeys for lead nurturing and activation in MLM funnels.
Behavior-based automation with triggers and tags for dynamic customer journeys
Drip stands out with marketing automation built around event-triggered customer journeys and flexible segmentation. Core capabilities include lead capture forms, email and SMS automation, tag-based targeting, and trigger-driven workflows. For MLM-style growth, it supports affiliate or referral-style tracking workflows through integrations and custom automation rather than providing a purpose-built binary, matrix, or forced-enrollment MLM engine.
- +Event-triggered journeys make onboarding sequences easy to automate
- +Tags and custom fields support granular segmentation for distributor messaging
- +Strong workflow logic supports multi-step nurturing without manual follow-ups
- –No native MLM structures like binary or matrix compensation
- –Referral and commission workflows require external tooling and custom setup
- –Advanced automations can become complex to manage at scale
Best for: Direct-selling teams needing automated email journeys for recruits and referrals
Conclusion
After evaluating 11 mlm marketing software, Cloud MLM Software 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 Mlm Marketing Software
MLM marketing software connects acquisition and onboarding workflows to distributor back-office records so recruitment outcomes stay consistent with sponsor-tree rules. This guide covers ARM MLM Software, ByDesign Technologies, Cloud MLM Software, DirectScale, Drip, Epixel MLM Software, Exigo, Infinite MLM Software, Mailchimp, ProMLM, and Zoho Campaigns.
The tools in this set diverge in how they model sponsor-tree genealogy and how they route leads into enrollment steps that can drive commission qualification and payout-ready states. Some platforms focus on audience journeys and triggered email execution such as Drip and Mailchimp, while others keep sponsor-tree integrity at the core such as Epixel MLM Software and Exigo.
MLM Marketing Software that ties distributor journeys to sponsor-tree enrollment and qualification
MLM marketing software is the workflow layer that captures prospects, moves them through recruitment and enrollment steps, and keeps genealogy records aligned with downstream qualification and compensation processes. It typically manages member onboarding workflows, distributor messaging sequences, and marketing-to-enrollment handoffs that would otherwise be tracked in separate tools.
Tools such as Epixel MLM Software and Exigo connect commission qualification and rank logic to sponsor-tree changes so commission statements stay tied to genealogy updates. Platforms like Drip and Mailchimp focus more on behavior-based triggers, tags, and segmented email journeys, which can require additional setup when marketing workflows must follow strict MLM structure rules.
Sponsor-tree aligned journeys and enrollment workflows
MLM marketing software has to connect acquisition events to sponsor-tree enrollment and downstream qualification so marketing actions do not create orphan records or broken genealogy. The deciding factor is whether the system models sponsor-tree and placement logic inside the distributor back office workflows, or whether it only manages email and tags without native network structure.
Sponsor-tree governance that drives enrollment steps
ARM MLM Software and Cloud MLM Software both anchor recruitment steps to sponsor-tree and placement rules inside the distributor workflow. Epixel MLM Software and Exigo tie genealogy changes directly to commission qualification and statement inputs so marketing handoffs stay consistent.
Commission qualification and payout-ready outcomes from network changes
ByDesign Technologies and DirectScale configure sponsor-tree alignment that connects compensation qualification to eligibility inputs. Epixel MLM Software and Exigo both push qualification and rank advancement logic through sponsor-tree updates so commission records reflect genealogy changes.
Prospect-to-member continuity across enrollment and genealogy
Infinite MLM Software and ProMLM map sponsor-tree-connected prospect handling into enrollment workflows for recruiting continuity. DirectScale and Epixel MLM Software both link genealogy structure to qualification inputs so enrollment steps land in a payout-ready state.
Behavior-based journey automation for recruiter and distributor communications
Drip and Mailchimp provide behavior-triggered journeys using tags and custom fields for distributor messaging and onboarding sequences. Zoho Campaigns adds audience sync from Zoho CRM for segmented email nurturing tied to field activity signals.
Integration depth between marketing automation and MLM back-office records
Zoho Campaigns and Mailchimp focus on audience journeys and segmentation rather than built-in MLM compensation administration like binary or matrix plan logic. Exigo and ARM MLM Software concentrate on sponsor-tree and commission workflows, which can reduce the need for external funnel tooling.
Configuration controls for plan rules and governance discipline
ByDesign Technologies and Cloud MLM Software require disciplined plan and qualification configuration because sponsor-tree rules directly affect eligibility outcomes. Epixel MLM Software and Exigo also depend on correctly configured onboarding and qualification steps to keep commission statements aligned.
Choose by how genealogy and automation must meet in the same workflow
Shortlisting works best when the decision starts with where sponsor-tree integrity is enforced, because several tools treat genealogy as a back-office object that marketing automation must respect. Another fork comes from the automation surface available for recruiter messaging, because Drip and Mailchimp prioritize triggered journeys while Epixel MLM Software and Exigo prioritize commission-accurate outputs tied to network changes.
Lock sponsor-tree into the enrollment workflow when eligibility must stay automatic
Select ARM MLM Software or Cloud MLM Software when sponsor-tree and placement rules must stay consistent from lead nurture through enrollment and downstream qualification. Pick Epixel MLM Software or Exigo when sponsor-tree updates must immediately affect commission qualification and commission statements.
Route recruitment journeys into sponsor-tree objects without rebuilding back-office logic
Choose Infinite MLM Software or ProMLM when funnel steps must land in sponsor-tree-linked prospect records that reduce manual member data entry. Choose DirectScale or ByDesign Technologies when genealogy-to-qualification and payout statement inputs must run inside the same compensation execution path.
Prioritize behavior-triggered communications when genealogy rules are enforced elsewhere
Use Drip or Mailchimp when triggered email journeys with tags and custom fields are the primary automation requirement for recruits and referrals. Use Zoho Campaigns when segmented email execution needs to sync from Zoho CRM and when MLM compensation tracking is handled by another system.
Validate whether compensation and qualification configuration matches operational governance
If the team can maintain disciplined plan rule configuration, select ByDesign Technologies, Epixel MLM Software, or Exigo because sponsor-tree alignment drives qualification outcomes. If governance capacity is limited and marketing automation is the priority, select Drip or Mailchimp and plan for external workflow mapping into sponsor-tree records.
Confirm the handoff model from marketing events to enrollment records
Choose ARM MLM Software or Cloud MLM Software when enrollment workflows must keep prospect and distributor records aligned with sponsor-tree governance. Choose Infinite MLM Software or ProMLM when the handoff must preserve recruiting continuity from lead capture into sponsor-tree-linked prospect records.
Teams that need marketing automation to stay consistent with sponsor-tree rules
Direct selling and MLM operations typically need more than email automation when marketing outcomes affect eligibility, commission calculation inputs, and distributor back-office visibility. These tools split into two practical camps, where some keep sponsor-tree and qualification logic native in the same workflow and others focus on audience journeys and segmentation.
MLM recruitment operations with sponsor-tree enrollment governance
ARM MLM Software and Cloud MLM Software support sponsor-tree governance and recruitment-enrollment workflow alignment so lead nurture does not break genealogy rules.
Compensation admins who need commission outputs tied to network structure changes
Epixel MLM Software and Exigo connect sponsor-tree changes to commission qualification and rank rules so commission statements reflect eligibility correctly.
Marketing teams running triggered onboarding communications at scale
Drip and Mailchimp provide event-triggered journeys using tags and custom fields when recruitment communications need fast iteration without MLM-specific compensation logic.
Organizations already using Zoho CRM for lead capture and segmentation
Zoho Campaigns adds Zoho CRM audience sync for segmented email nurturing when distributor messaging must follow CRM-managed lead structures.
Hybrid setups that want genealogy-first compensation execution with controlled qualification rules
DirectScale and ByDesign Technologies connect sponsor-tree structure to commission qualification and payout readiness inputs, which helps avoid manual reconciliation.
Common pitfalls that break sponsor-tree integrity or qualification accuracy
Marketing automation can look complete while enrollment records remain inconsistent with sponsor-tree governance, which later surfaces as qualification edge cases. Another frequent issue is assuming that a tagged email journey also includes MLM compensation administration, when platforms like Drip and Mailchimp do not include native genealogy and compensation execution.
Using behavior-only automation without mapping sponsor-tree enrollment handoffs
Drip and Mailchimp can handle triggered journeys with tags, but they do not provide native MLM structures like binary or matrix compensation.
Configuring plan rules without governance discipline for sponsor-tree-driven qualification
ByDesign Technologies, Cloud MLM Software, and Epixel MLM Software require careful configuration because sponsor-tree and qualification logic feed commission-ready outcomes.
Assuming Zoho Campaigns includes MLM compensation tracking
Zoho Campaigns focuses on Zoho CRM audience sync and segmented email execution, so MLM-specific payout and downline compensation tracking still needs an MLM-capable system.
Treating genealogy updates as a reporting task instead of a workflow input
Epixel MLM Software and Exigo treat genealogy changes as inputs into downstream commission qualification, so separate spreadsheets or disconnected workflows create statement mismatches.
Expecting funnel flexibility without sponsor-tree constraints to hold eligibility stable
Cloud MLM Software and Infinite MLM Software support sponsor-tree governance, but complex custom journeys can require additional configuration to keep enrollment chains clean.
How analysts verified sponsor-tree and marketing workflow fit
Analysts use software listings and the original publication pages to copy each figure that describes how MLM marketing software handles sponsor-tree alignment, lead-to-enrollment handoffs, and downstream qualification. Analysts then compare each copied claim against official documentation and the vendor changelog, and they include an independent review only when that review is the cited source for the specific figure.
Analysts keep a figure when it matches the documentation and changelog details, and they drop it when the documents describe different functionality. Analysts focus on integration depth, automation surface, and admin governance controls when those capabilities are visible in the category tooling described for distributor back-office and enrollment workflows.
Frequently Asked Questions About Mlm Marketing Software
Which tools handle sponsor-tree changes without breaking commission qualification and payouts?
How do teams connect lead capture to distributor onboarding so sponsors can follow up with correct records?
Which integration and API patterns support moving contacts and campaign events between MLM back office and external CRM?
When single sign-on and role-based access controls matter, which platforms map admin permissions to operations?
What breaks if a team imports enrollment data without validating sponsor-tree structure first?
How does automation work for recruitment follow-ups in tools that also manage replicated distributor pages?
Which platforms separate marketing automation from MLM compensation math, and what tradeoff does that create?
Where does genealogy visibility fall short when marketing campaigns expand faster than membership updates?
How should teams decide between choosing a direct-selling platform workflow versus a marketing-automation platform for MLM marketing?
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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