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Top 10 Best Conference Event Management Software of 2026

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Entertainment Events

Top 10 Best Conference Event Management Software of 2026

Compare conference event management software options for planning and attendee management, with key tradeoffs for events and teams using Whova.

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

An editor sets the topic, the inclusion criteria, and the evaluation framework before research starts.

02Source Research

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.

Read our full methodology →

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

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Conference event management software ties registration flows, attendee apps, and on-site logistics into a shared data model backed by integrations and automation. This comparison helps analysts and operators weigh tradeoffs in configuration depth, API extensibility, and enterprise controls like RBAC and audit logs when planning in-person, virtual, or hybrid programs.

Whova is the best choice for conference teams that want one smooth attendee journey because its QR-based check-in is tied to the agenda, letting staff validate against scheduled content quickly, whereas RSVPify fits smaller events better since its waitlist automation converts capacity changes into registration outcomes with less manual list work.

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

Whova

QR code check-in tied to the event agenda, so staffing can validate attendees against scheduled content quickly.

Best for: Fits when conference teams want an integrated attendee journey from registration through check-in and session engagement.

2

Splash

Editor pick

QR-focused onsite check-in that links scans to session attendance tracking and schedules.

Best for: Fits when a conference team needs connected registration, scheduling, and onsite session check-in in one workflow.

3

Stova

Editor pick

Built-in linking of registrations to session attendance for onsite check-in and post-event participation tracking.

Best for: Fits when conference organizers need end-to-end registration, scheduling, and onsite check-in in one system.

Comparison Table

1
WhovaBest overall
enterprise
9.2/10
Overall
2
enterprise
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
enterprise
8.5/10
Overall
5
8.1/10
Overall
6
7.8/10
Overall
7
enterprise
7.6/10
Overall
8
7.3/10
Overall
9
enterprise
6.8/10
Overall
10
6.6/10
Overall
#1

Whova

enterprise

Event app for attendee engagement, networking, and agendas.

9.2/10
Overall
Features9.2/10
Ease of Use9.1/10
Value9.3/10
Standout feature

QR code check-in tied to the event agenda, so staffing can validate attendees against scheduled content quickly.

Whova is built around event-wide workflows that connect registration data to onsite execution, including check-in and agenda access. The product supports agenda builder, speaker and session scheduling, and attendee engagement through its mobile experience. Admin tooling focuses on organizing event content at scale, then driving attendance tracking and follow-up via in-event interactions.

Pros
  • +Agenda and session visibility for attendees tied to event execution workflows
  • +Onsite check-in workflow supports QR-based attendee verification
  • +Speaker and session management covers core call-for-content program needs
  • +Mobile attendee experience centralizes schedules, updates, and messaging
Cons
  • –Advanced automation requires more configuration than basic planner workflows
  • –Room assignment support is limited compared with dedicated venue management tools
  • –Extending event objects beyond built-in modules can feel constrained
  • –Deep CRM and marketing automation mapping needs careful data alignment

Best for: Fits when conference teams want an integrated attendee journey from registration through check-in and session engagement.

#2

Splash

enterprise

Event marketing platform for registrations and brand experiences.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

QR-focused onsite check-in that links scans to session attendance tracking and schedules.

Splash targets conference event management with a workflow built around attendee registration and end-to-end session participation. It covers speaker management and session scheduling with tooling that connects submissions to a running agenda.

Staff operations include onsite check-in features using QR-style workflows and attendance tracking tied to sessions. Splash also supports sponsor and exhibitor workflows for fulfillment steps that extend beyond the day of the event.

Pros
  • +Ties abstracts, speaker profiles, and scheduling into a single run of record
  • +Onsite check-in workflows use QR-based scanning for faster session entry
  • +Attendance tracking is linked to session-level decisions instead of generic totals
  • +Exhibitor and sponsor handling supports fulfillment steps beyond listing
Cons
  • –Advanced track and room assignment rules require careful event configuration
  • –Complex workshop capacity controls need tighter upfront setup than simple tracks
  • –API and automation surface are less documented than event automation specialists
  • –RBAC and governance controls for large teams are not as granular as in enterprise suites

Best for: Fits when a conference team needs connected registration, scheduling, and onsite session check-in in one workflow.

#3

Stova

enterprise

End-to-end event management platform for enterprises.

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

Built-in linking of registrations to session attendance for onsite check-in and post-event participation tracking.

Stova is conference event management software built around handling content and onsite operations as one workflow. It manages attendee registration, speaker data, and session planning, then carries those outputs into onsite badge and check-in processes.

Stova also supports agenda and room assignment workflows that keep changes synchronized across stakeholders. A documented integration and automation surface helps connect registration events and attendance signals to external tools used by event teams.

Pros
  • +Session and agenda changes propagate through scheduling workflows
  • +Speaker and session data can be managed without rebuilding event structure
  • +Onsite check-in ties back to the same registrations used for planning
  • +Integration options support exporting and syncing event data externally
Cons
  • –Advanced configuration for room assignment rules needs careful governance
  • –Some event-specific workflows require custom setup instead of one-click templates
  • –Hybrid livestream and webinar orchestration is limited compared to dedicated streaming tools
  • –Granular reporting depends on how teams model sessions and attendance

Best for: Fits when conference organizers need end-to-end registration, scheduling, and onsite check-in in one system.

#4

Bizzabo

enterprise

Event experience platform for in-person and virtual conferences.

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

Bizzabo’s agenda and onsite check-in data link back to attendee records for session attendance reporting.

Bizzabo supports common conference requirements such as speaker profiles, session cataloging, agenda building, and attendee registration flows, with controls for event staff managing each stage. Onsite operations are handled through check-in experiences that map scanning activity back to attendee records. The system also supports logistics like room or track oriented session organization and can drive session attendance tracking from check-in and device activity.

Pros
  • +End-to-end conference workflows connect registration, sessions, and onsite check-in
  • +Speaker management and agenda configuration reduce manual spreadsheet handoffs
  • +API supports custom integrations between event records and external systems
  • +Configurable staff permissions help separate marketing, ops, and admin work
Cons
  • –Workflow setup needs disciplined configuration of session rules
  • –Advanced automation often requires design work in external automation tools
  • –Complex multi-track agendas can feel dense in the admin interface
  • –Room and schedule changes can require coordinated updates across event objects

Best for: Fits when recurring conference teams need integrated registration, agenda, and check-in with systems sync.

#5

RSVPify

SMB

Online RSVP and event registration software.

8.1/10
Overall
Features8.1/10
Ease of Use8.1/10
Value8.1/10
Standout feature

Waitlist automation that converts capacity changes into registration outcomes without manual list updates.

RSVPify manages conference attendee registration with event pages, configurable questions, and built-in guest lists. It also supports session-level workflows through speaker and schedule related data capture, plus capacity controls for workshops and breaks.

Pros
  • +Configurable registration fields for conference-specific data capture
  • +Waitlist handling tied to capacity for sold-out workshops
  • +Stateful email confirmations and reminders connected to RSVP changes
  • +Exports of attendee and RSVP datasets for downstream operations
Cons
  • –Abstract submission and call for papers workflows require external processes
  • –Session scheduling depth is limited compared with dedicated scheduling systems
  • –Room assignment and floor plan workflows are not a native focus
  • –Speaker rosters and session attendance tracking need careful data mapping

Best for: Fits when teams need configurable registration and RSVP automation for conferences with workshop capacity control.

#6

Eventzilla

SMB

Cloud-based event registration and ticketing platform.

7.8/10
Overall
Features7.8/10
Ease of Use7.7/10
Value7.9/10
Standout feature

QR code check-in for attendee validation directly tied to the event registration roster.

Eventzilla fits conference teams that need fast setup for multi-session schedules and reliable attendee registration handling. The system provides staff tools for attendee lists and QR code check-in at events. Data output and operational views support day-of execution through exports and segmented attendee management.

Pros
  • +QR code check-in supports fast onsite scanning workflows
  • +Conference registration flows reduce manual list reconciliation
  • +Attendee exports support downstream reporting in common formats
  • +Event setup concentrates configuration in one organizer workflow
Cons
  • –Automation depth is limited compared with API-first conference suites
  • –Room assignment workflows require more manual handling
  • –Advanced governance and staff permissions are not finely segmented
  • –Complex hybrid setups depend on external tooling for livestream

Best for: Fits when conference teams need clear registration and onsite check-in without heavy customization.

#7

Brella

enterprise

Event networking and engagement platform.

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

Attendee matchmaking driven by preference capture that feeds directly into scheduled networking interactions.

Brella is built for conference teams that need attendee-centric matchmaking and event content management in one workflow. The core experience centers on creating event profiles, capturing attendee preferences, and driving scheduled interactions through its networking features.

Pros
  • +Networking matchmaking built around attendee profiles and preferences
  • +Agenda and session planning flows support conference-scale schedules
  • +Event content updates are reflected in attendee-facing experiences
  • +Exports and post-event analytics support follow-up operations
Cons
  • –Complex conference requirements can require extra manual coordination
  • –Limited visibility into deeper attendee journey steps during execution
  • –Integrations depend on configuration and add-on availability
  • –Advanced badge and check-in workflows are not the primary focus

Best for: Fits when conference teams prioritize attendee matchmaking and a structured agenda over deep onsite check-in control.

#8

Grenadine

SMB

Conference management software for logistics and scheduling.

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

Proposal-to-agenda linkage that carries speaker and session details through scheduling and publishing.

Grenadine is a conference event management tool aimed at teams running submissions, scheduling, and on-site operations from one workflow. It supports end-to-end program building with speaker and session management that connects proposals to a publishable agenda.

Pros
  • +One workflow links submissions, sessions, and a final agenda
  • +Speaker records reduce duplication across proposal and program stages
  • +Onsite badge and check-in workflows fit conference front desks
  • +Attendance reporting supports post-event review of session outcomes
Cons
  • –Room assignment automation is limited for complex venue layouts
  • –Advanced customization requires configuration discipline across event phases
  • –API and automation coverage is narrower than for CRM-centric programs
  • –Cross-event data re-use workflows are not as streamlined as built-in templates

Best for: Fits when conference teams need a single planning-to-check-in workflow with minimal handoffs.

#9

Hopin

enterprise

Online event platform for virtual conferences and community building.

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

Built-in stream room experience ties attendee access directly to the scheduled program and live runtime.

Hopin covers the end-to-end path from attendee registration to viewing the scheduled program with session pages tied to event programming. Event operators can manage session creation and speaker assignments, then run live experiences with stream-oriented rooms and tracks. Admin roles support internal governance for event teams who need to separate planning work from day-of-event operations. For verification of participation, Hopin provides attendance signals tied to the event runtime experience rather than purely manual logs.

Pros
  • +Agenda-centric workflow keeps registration and session access linked
  • +Staff controls for event operations support role-separated collaboration
  • +Speaker and session management tracks program structure end to end
  • +Calendar and CRM integrations reduce manual data re-entry
Cons
  • –Abstract submission workflows require external tooling for advanced stages
  • –Onsite registration and badge production need tighter process design

Best for: Fits when hybrid conferences need program-first operations with live session reporting.

#10

Eventsquid

SMB

Event management platform for registration and mobile apps.

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

Agenda scheduling that enforces session and room capacity limits, then feeds directly into onsite QR code check-in attendance capture.

Eventsquid manages conference workflows from event setup through attendee registration and onsite check-in. It supports agenda and session scheduling with room capacity controls and track-style organization for multi-track programs.

Pros
  • +Conference agenda builder supports multi-session programs with room capacity checks
  • +Speaker management reduces rework by linking speaker profiles to scheduled sessions
  • +QR code onsite check-in supports fast attendee throughput
  • +Attendee registration flows connect into onsite attendance tracking
Cons
  • –Advanced workflows like complex waitlists need extra setup effort
  • –Room assignment depth can feel limited for dense, multi-room swaps
  • –Hybrid delivery integrations are narrower than specialist virtual event tools
  • –Deep CRM synchronization requires careful external mapping and testing

Best for: Fits when conference teams need integrated agenda, speaker, and check-in workflows without building custom tooling.

Conclusion

After evaluating 10 conference event management software, Whova 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
Whova

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 Conference Event Management Software

Conference event management software is evaluated here through the workflows teams run across registration, session scheduling, and onsite execution. The guide covers Bizzabo, Hopin, Eventzilla, Stova, Eventsquid, Grenadine, Whova, Splash, RSVPify, and Brella.

Bizzabo is highlighted for agenda and onsite check-in data linking back to attendee records for session attendance reporting. Hopin is highlighted for a program-first stream room experience that ties attendee access directly to the scheduled runtime. Each tool review focuses on how the agenda, check-in, and session operations connect during live conference throughput.

Conference Event Management Software for end-to-end registration, agenda scheduling, and onsite execution

Conference event management software coordinates attendee registration and conference program operations so session scheduling and onsite check-in stay tied to the same attendee and session records. This category also spans speaker management and agenda configuration so teams can publish program changes without rebuilding spreadsheets. Bizzabo connects conference workflows across registration, sessions, and onsite check-in to support session attendance reporting from linked records.

Some platforms anchor around hybrid program delivery to keep live session access mapped to the agenda. Hopin runs staff controls for event operations and keeps attendee access connected to scheduled program and live runtime through its built-in stream room experience. Others focus on check-in throughput by validating attendees against a roster using QR code scanning, such as Eventzilla with QR code check-in tied to the event registration roster.

Integration depth, attendance data linkage, and execution controls

Conference teams need a single execution data trail that connects attendee records to scheduled session records, then carries that linkage into onsite check-in scans. Tools that link agenda updates and check-in events back to the same attendee and session records produce cleaner session attendance reporting without manual reconciliation.

Integration depth also matters because conference workflows rarely live in one system. Bizzabo, Hopin, and Stova focus on connecting registration, agenda, and onsite execution data into one run of record, while Eventzilla, Whova, and Splash center QR check-in speed with less advanced automation surface.

  • Linked agenda and onsite attendance records

    Bizzabo links agenda and onsite check-in data back to attendee records for session attendance reporting, and Stova carries registration into session attendance capture for onsite check-in and post-event participation tracking.

  • Program-first access mapping for hybrid delivery

    Hopin keeps attendee access tied to the scheduled program through its built-in stream room experience, so runtime access follows agenda structure for live session reporting.

  • QR check-in tied to roster or scheduled content

    Eventzilla uses QR code check-in tied to the event registration roster to validate attendees quickly, while Whova ties QR-based onsite check-in to the event agenda for staffing to validate attendees against scheduled content.

  • Agenda scheduling with capacity enforcement

    Eventsquid enforces session and room capacity limits inside its agenda scheduling workflow, then feeds that schedule into onsite QR code check-in attendance capture for constrained workshops.

  • Proposal-to-agenda continuity across execution

    Grenadine carries speaker and session details from proposal submission through scheduling and publishing into a single planning-to-check-in workflow to reduce handoffs between stages.

  • Waitlist automation tied to capacity outcomes

    RSVPify converts capacity changes into registration outcomes through waitlist automation, which reduces manual list updates when workshop seats open or close.

Match your execution model to workflow linkage, automation depth, and governance

The right conference event management software choice depends on how planning objects should flow into onsite operations. The most reliable setups connect registration, session scheduling, and check-in to the same attendee and session records, then propagate changes through scheduling workflows.

The second fork is automation and extensibility expectations. Bizzabo and Hopin fit teams that can work with workflow configuration in the core system, while Eventzilla, Whova, and Splash fit teams that prioritize scan-fast execution with fewer built-in advanced workflow stages.

  • Choose your run-of-record model for attendance reporting

    If session attendance reporting must follow updates from agenda to check-in, Bizzabo and Stova directly link onsite check-in data back to attendee and session context. If onsite check-in speed is the priority and attendance linkage can stay roster-centric, Eventzilla and Whova tie QR scans to a roster or scheduled agenda.

  • Pick hybrid program mapping based on how access should be governed

    If attendee access must be driven by scheduled program and live runtime, Hopin’s stream room experience is built around agenda-centric operations. If the hybrid experience is mainly a delivery layer and execution control remains in onsite check-in, tools centered on QR scanning like Splash can reduce setup complexity.

  • Plan capacity enforcement and room logic around workshop density

    If capacity limits must be enforced during agenda creation, Eventsquid’s agenda builder supports session and room capacity checks before onsite scanning. If room assignment rules are complex across multiple venue layouts, Bizzabo and Stova still require disciplined configuration, while Stova’s advanced governance for room assignment rules can demand careful setup.

  • Select workflow continuity for multi-stage submissions

    If proposals and speaker details must carry through scheduling into the final agenda without rework, Grenadine provides proposal-to-agenda linkage that carries speaker and session details through scheduling and publishing. If the conference relies on RSVP-style capacity openings and closings, RSVPify’s waitlist handling tied to capacity changes can reduce manual updates.

  • Decide where advanced workflows should be configured versus built externally

    If advanced automation is expected inside the core platform, Bizzabo’s end-to-end workflow connectivity reduces handoffs but can require design work for advanced automation outside external tools. If abstract submission workflow depth must be handled in adjacent systems, Hopin’s abstract submission workflows require external tooling for advanced stages, which shifts setup effort off-platform.

Who conference teams should match to each software model

Conference programs differ most in how teams manage change propagation from planning to onsite execution. Teams that run recurring conferences also differ in whether they can standardize session rules and staffing roles across events.

Hybrid delivery needs additional alignment between scheduled access and live runtime, while workshop-heavy programs need strong capacity and waitlist mechanics.

  • Recurring conference operations with standardized agenda and check-in

    Bizzabo fits teams that want integrated registration, agenda, and onsite check-in with end-to-end workflows that support session attendance reporting from linked records.

  • Hybrid conferences that treat the stream room as the program execution core

    Hopin fits teams that need agenda-centric operations where attendee access is tied directly to scheduled program and live runtime for live session reporting.

  • Teams prioritizing fast onsite validation with minimal configuration

    Eventzilla fits teams that want QR code check-in tied to the event registration roster for fast attendee validation without heavy customization, and Whova fits teams that want QR check-in tied to the event agenda for quick staffing verification.

  • Workshops and sessions that require strict capacity and room enforcement

    Eventsquid fits teams that need agenda scheduling with session and room capacity limits feeding directly into onsite QR check-in attendance capture.

  • Conferences that run proposal-to-program pipelines and want reduced handoffs

    Grenadine fits teams that want one workflow linking submissions, sessions, and a final agenda so speaker records reduce duplication across proposal and program stages.

Common pitfalls during conference event management selection and rollout

Many conference failures come from mismatched workflow ownership, not from missing screens. When teams choose a platform that links agenda and check-in too loosely for the attendance report they need, onsite scanning produces data that cannot answer session-level participation questions cleanly.

Other rollouts stumble when room assignment rules and advanced automation are treated like toggle settings instead of configured workflows with governance discipline.

  • Choosing a QR check-in tool without verifying how session-level attendance reports stay linked to scheduled content

    Eventzilla and Whova both support QR-based validation, but Bizzabo and Stova are built to link agenda and onsite check-in back to attendee and session records for session attendance reporting.

  • Assuming room assignment complexity can be handled with default rules during dense multi-room programs

    Bizzabo and Stova require disciplined configuration for session rules and room assignment governance, while Eventsquid focuses on capacity checks during agenda scheduling and can still feel limited for dense, multi-room swaps.

  • Underestimating how much configuration is required to keep automated workflows consistent across event phases

    Bizzabo’s advanced automation can require design work with external automation tools, and Grenadine’s room assignment automation is limited for complex venue layouts so advanced customization needs configuration discipline across event phases.

  • Selecting a workflow-first platform and then layering external submission stages without planning handoffs

    Hopin’s abstract submission workflows require external tooling for advanced stages, and RSVPify shifts abstract submission and call for papers workflows to external processes, which increases handoff planning needs.

  • Picking matchmaking-first networking tooling when execution needs require deeper onsite control

    Brella focuses on attendee matchmaking and structured agenda planning, but it has limited visibility into deeper attendee journey steps during execution, which can misalign with teams that need tight onsite check-in control.

How We Selected and Ranked These Tools

We evaluated Bizzabo, Hopin, Eventzilla, Stova, Eventsquid, Grenadine, Whova, Splash, RSVPify, and Brella on conference workflow linkage across registration, agenda scheduling, and onsite execution. Features accounted for 40% of the score, and ease and value each accounted for 30%.

Bizzabo separated itself by linking agenda and onsite check-in data back to attendee records for session attendance reporting and by connecting registration, sessions, and onsite check-in into end-to-end conference workflows. Each score also reflected how well onsite scan inputs map to the same attendee and session context that drives the scheduled program.

Frequently Asked Questions About Conference Event Management Software

How do Bizzabo and Stova connect registration records to session attendance for reporting?
Bizzabo ties agenda activity and onsite check-in events back to attendee records for session attendance reporting. Stova also links registrations to session attendance so onsite scans can feed participation outcomes and post-event tracking.
Which platform handles hybrid live agenda delivery more tightly with attendee access during runtime?
Hopin connects the live stream experience to the scheduled agenda so attendee access aligns with what is on stage at each session moment. Bizzabo focuses more on registration, agenda, and check-in workflows tied to attendee status than on stream-room runtime coupling.
What breaks if abstract submission and proposal-to-agenda linkage are missing in the workflow?
Grenadine’s strength is keeping proposal artifacts aligned through scheduling and publishing so speaker and session details stay consistent. When that linkage is not enforced, teams commonly re-map speakers and sessions manually, which creates mismatches across drafts and the published agenda.
How do Eventsquid and Whova handle onsite check-in scanning at scale?
Eventsquid provides QR code style check-in tied to the event roster so staff can validate attendees quickly. Whova also uses QR code check-in tied to the event agenda so staffing can confirm attendees against scheduled content.
What integration approach matters most when synchronizing event data to CRM and marketing automation?
Bizzabo pairs CRM and marketing automation integrations with API access for custom sync between event data and external systems. Hopin offers integrations for calendars, CRMs, and marketing automation to keep event data moving across planning and follow-up without requiring custom middleware.
When event operations need staff role controls and controlled access, how do these systems typically support admin governance?
Bizzabo supports admin configuration tied to event content and automation that follows attendee status and session activity, which reduces access sprawl across workflows. Whova emphasizes admin tooling for organizing content at scale and driving attendance tracking and in-event interactions for controlled execution.
How does Eventzilla handle onsite check-in roster validation compared with systems that emphasize end-to-end attendance capture links?
Eventzilla centers QR code check-in so scans validate attendees against the event registration roster. Bizzabo and Stova place more emphasis on linking agenda and onsite check-in signals back to attendee records for session attendance reporting workflows.
Which tool is better suited for workshop capacity and waitlist conversion during registration?
RSVPify fits conference teams that require waitlist automation that converts capacity changes into registration outcomes. Eventsquid can enforce room and session capacity limits during agenda scheduling, but RSVPify’s waitlist conversion workflow is the explicit handling mechanism.
Where does room assignment fall short when session room constraints must stay consistent after edits?
Eventsquid enforces capacity limits tied to session and room scheduling so onsite data aligns with the chosen arrangement. Stova includes room assignment workflows that synchronize changes across stakeholders, and without that synchronization teams can end up with stale room expectations for staff.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

Vendor-funded 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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