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Top 10 Best Early Childhood Education Software of 2026

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Top 10 Best Early Childhood Education Software of 2026

Ranked roundup of early childhood education software for preschools and child care teams, with criteria and tradeoffs for top tools like Lillio.

27 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

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

This ranked list targets preschool and childcare operators that need structured learning documentation, family communication workflows, and center administration in one data model. The decision tradeoff centers on how each platform handles documentation depth and parent access alongside operational requirements like attendance and compliance, with scores based on mechanism-level evidence such as configuration, integration paths, automation, and auditability.

Lillio is the best fit for multi-room preschools that need standardized assessment and family reporting with controlled access, whereas Teaching Strategies suits educators and programs already running GOLD-style observation cycles who want structured documentation and progress summaries in that rhythm.

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

Lillio

Learning story templates enforce repeatable documentation structure across rooms, then tie notes into milestone views.

Best for: Fits when multi-room preschools need standardized assessment and family reporting with controlled access.

2

Famly

Editor pick

Pickup authorization and day-to-day permissions connect directly to child records.

Best for: Fits when preschool teams need consistent daily records and parent updates from one governed workflow.

3

Teaching Strategies

Editor pick

Teaching Strategies GOLD reporting views aggregate observation evidence into developmental progress summaries for teams.

Best for: Fits when staff already run GOLD-style observation cycles and need structured documentation and progress summaries.

Comparison Table

1
LillioBest overall
vertical specialist
9.3/10
Overall
2
vertical specialist
9.0/10
Overall
3
8.7/10
Overall
4
vertical specialist
8.4/10
Overall
5
vertical specialist
8.2/10
Overall
6
vertical specialist
7.9/10
Overall
7
enterprise
7.6/10
Overall
8
vertical specialist
7.3/10
Overall
9
vertical specialist
7.0/10
Overall
10
6.7/10
Overall
#1

Lillio

vertical specialist

Early education software for classroom communication, family engagement, and center administration.

9.3/10
Overall
Features9.4/10
Ease of Use9.3/10
Value9.1/10
Standout feature

Learning story templates enforce repeatable documentation structure across rooms, then tie notes into milestone views.

Lillio’s core workflow starts with child records that link enrollment details to classroom rostering and daily sign-in and sign-out processes. Learning documentation is handled through structured learning story creation, with attachments and consistent fields that keep observations comparable over time. Family engagement tools sit alongside daily reporting so teachers can publish updates without retyping routine status items. For governance, role-based access controls restrict who can create documentation, view sensitive child information, and manage operational settings.

A key tradeoff is that advanced customization depends on how Lillio models learning content and how tightly teams follow its templates. Lillio fits best for centers that want standardized assessment and documentation outputs that can be repeated across multiple classrooms and sites. It is less ideal when the organization needs highly bespoke assessment schemas for each program that do not map to the system’s existing learning story structure.

Pros
  • +Learning story documentation keeps observation fields consistent across classrooms
  • +Role-based access limits sensitive child record visibility by staff function
  • +Daily workflows connect attendance and family updates without manual reentry
  • +Milestone tracking links development notes to child profiles for continuity
Cons
  • –Template-driven learning stories can limit highly custom documentation formats
  • –Some edge workflows require strict process alignment across rooms
Use scenarios
  • Preschool directors

    Standardize documentation across classrooms

    More consistent assessment records

  • Lead teachers

    Publish observation updates to families

    Faster family communication

Show 1 more scenario
  • Compliance managers

    Control access to child records

    Reduced access risk

    Governance settings limit who can view and edit sensitive child information and operational data.

Best for: Fits when multi-room preschools need standardized assessment and family reporting with controlled access.

#2

Famly

vertical specialist

Early childhood platform for learning documentation, parent communication, planning, and center management.

9.0/10
Overall
Features9.0/10
Ease of Use9.2/10
Value8.7/10
Standout feature

Pickup authorization and day-to-day permissions connect directly to child records.

Famly centers on classroom operations with family engagement as a first-order workflow. Daily reporting ties observations to child profiles and supports consistent communication with parents through configurable updates. Authorization flows for who can pick up a child are built into day-to-day operations rather than handled as separate spreadsheets. Administrative controls cover role-based access and configuration of center-wide settings that staff can use without custom tooling.

The tradeoff is that deeper curriculum planning and assessment workflows often require deliberate setup and consistent classroom usage to avoid incomplete narratives. Famly fits best for mid-size preschool teams that want family updates to be driven by the same records used internally during the day.

Pros
  • +Daily reporting pulls from child profiles to reduce duplicate entry
  • +Pickup authorization workflows support day-of operations without extra tools
  • +Family-facing communication uses controlled permissions tied to records
  • +Role-based access helps separate classroom work from admin tasks
Cons
  • –Curriculum-style documentation needs disciplined staff adoption
  • –Some automation scenarios depend on external integration availability
  • –Report customization can require recurring admin attention
Use scenarios
  • Preschool directors

    Standardize daily reporting workflows

    Fewer reporting inconsistencies

  • Classroom teachers

    Publish day summaries from observations

    Faster family communication

Show 2 more scenarios
  • Operations and admin staff

    Manage pickup permissions daily

    Lower authorization risk

    Admin staff control authorized pickup lists tied to child records and classroom workflows.

  • Multi-site preschool groups

    Centralize roles across rooms

    More consistent governance

    Multi-site teams maintain consistent staff access rules while classrooms run independently.

Best for: Fits when preschool teams need consistent daily records and parent updates from one governed workflow.

#3

Teaching Strategies

enterprise

Early childhood curriculum, assessment, and learning documentation software for educators and programs.

8.7/10
Overall
Features9.0/10
Ease of Use8.4/10
Value8.6/10
Standout feature

Teaching Strategies GOLD reporting views aggregate observation evidence into developmental progress summaries for teams.

Teaching Strategies centers lesson and learning documentation workflows that support observation notes, learning stories, and evidence collection in one place. Developmental milestone reporting consolidates multiple data points into progress views that staff can use during reporting and planning meetings. The system also supports classroom rostering and daily attendance style recordkeeping so educators can connect who was present to the learning evidence created.

A key tradeoff is that curriculum planning depth can require staff training to keep evidence entry consistent across classrooms. A common fit appears in sites already aligned to the Teaching Strategies GOLD reporting rhythm, where educators document observations regularly and leadership runs milestone summaries for conferences and cycle reviews.

Pros
  • +Curriculum-aligned documentation and milestone reporting in one workflow
  • +Structured observation evidence ties directly to developmental progress views
  • +Classroom rostering supports consistent linking of students to learning evidence
  • +Permissions and family-facing visibility can be tailored by role
Cons
  • –Planning screens can be heavy for educators who only need basic recordkeeping
  • –Consistency depends on ongoing evidence entry habits across classrooms
Use scenarios
  • Preschool teachers

    Document observations for learning stories

    More consistent progress notes

  • Program directors

    Run cohort summaries for reporting

    Faster conference preparation

Show 1 more scenario
  • Learning coaches

    Standardize evidence quality

    More comparable evidence

    Coaches review documentation patterns to guide staff toward consistent observation entry.

Best for: Fits when staff already run GOLD-style observation cycles and need structured documentation and progress summaries.

#4

Illumine

vertical specialist

Early childhood platform for center management, parent communication, billing, and learning records.

8.4/10
Overall
Features8.6/10
Ease of Use8.3/10
Value8.4/10
Standout feature

Learning-story creation ties educator notes to child profiles and produces publish-ready family updates in one workflow.

Illumine targets preschool and early learning teams with child-facing profiles, classroom activity tracking, and family-facing updates. Its distinct angle is a learning-story workflow that turns observations and notes into shareable documentation tied to individual children.

Pros
  • +Learning-story workflow links observations to child profiles for quick publishing
  • +Family updates derive from documented classroom activities instead of duplicate entry
  • +Daily attendance and sign-in data connect to child records for operational continuity
  • +Role-based access supports staff separation between write and view actions
Cons
  • –Curriculum planning depth is narrower than full emergent-curriculum authoring suites
  • –Reporting exports focus on operational snapshots instead of granular analytic dashboards

Best for: Fits when preschool teams need learning-story documentation with parent updates and consistent child record links.

#5

Storypark

vertical specialist

Early learning platform for documenting children's development and sharing learning with families.

8.2/10
Overall
Features8.3/10
Ease of Use8.1/10
Value8.0/10
Standout feature

Photo-linked learning stories that compile into child portfolios for ongoing reviews.

Storypark captures child learning through photo-linked learning stories, then turns those narratives into ongoing child portfolio views. The system supports classroom documentation workflows, including educator notes, tags, and evidence organization for reviews.

Pros
  • +Learning story builder links photos to narrative observations and evidence.
  • +Portfolio views organize documentation by child across repeated entries.
  • +Family sharing supports curated updates tied to specific learning evidence.
  • +Permission controls separate educator spaces and reduce accidental exposure.
Cons
  • –Large-scale rollout needs consistent documentation habits to stay searchable.
  • –Reporting is less granular than dedicated child care management systems.
  • –Data export and interoperability rely on implementation choices by each program.
  • –Custom workflows require more configuration than spreadsheet-based processes.

Best for: Fits when preschools need narrative learning documentation and controlled family sharing.

#6

OWNA

vertical specialist

Early learning management software for observations, planning, documentation, and family engagement.

7.9/10
Overall
Features7.7/10
Ease of Use8.0/10
Value7.9/10
Standout feature

Authorized pickup workflow combined with sign-in and sign-out creates a single parent identity checkpoint.

OWNA targets preschool and early learning teams that need daily operating records plus family-facing updates in one workflow. The system supports learning story style documentation, child profiles, and classroom routines like attendance and daily reports.

Pros
  • +Learning story documentation tied to child profiles and classroom context
  • +Built-in daily reporting to reduce manual handoffs across shifts
  • +Sign-in and sign-out workflow supports authorized pickup checks
  • +Role-based permissions help control what families and staff can view
Cons
  • –API and integration surface is limited compared with management suites that support payroll
  • –Customization of learning templates requires consistent administration time
  • –Reporting depth for curriculum analysis is narrower than assessment-focused tools
  • –Document workflows can feel rigid for multi-room program structures

Best for: Fits when preschools need structured daily reporting and child learning documentation with governed access controls.

#7

Procare

enterprise

Childcare management software for enrollment, tuition, attendance, compliance, and parent engagement.

7.6/10
Overall
Features7.7/10
Ease of Use7.6/10
Value7.4/10
Standout feature

Authorized pickup management that links release permissions directly to child and daily attendance workflows.

Procare pairs preschool and child care management workflows with a media-first parent experience built around messaging and updates. It covers core center operations like attendance, sign-in and sign-out, authorized pickup records, and incident reporting in a single case history per child.

Pros
  • +Strong sign-in and sign-out tracking tied to daily attendance
  • +Authorized pickup lists keep release permissions in one workflow
  • +Child profile documentation stays organized across visits
  • +Family messaging and daily updates reduce manual outreach
Cons
  • –Reporting depth can require careful configuration across rooms
  • –Automation coverage for learning documentation is less detailed than assessment-first tools

Best for: Fits when preschools need day-to-day operational control plus parent updates in one staff workflow.

#8

Tadpoles

vertical specialist

Childcare communication and management software for daily reports, attendance, and parent updates.

7.3/10
Overall
Features7.3/10
Ease of Use7.1/10
Value7.4/10
Standout feature

Learning story creation and portfolio views keep assessment notes and narrative evidence in one child-focused workflow.

Tadpoles is a preschool management system used for daily operations and child record workflows. It centers on child portfolios, including learning story documentation and developmental milestone tracking for educators and families.

Pros
  • +Learning story workflows keep narrative documentation connected to child portfolios
  • +Attendance, sign-in and sign-out, and authorized pickup support daily center routines
  • +Child records and family updates stay organized by child profile
  • +Classroom-facing daily reporting reduces manual end-of-day writeups
Cons
  • –Admin controls for fine-grained RBAC roles can require careful setup discipline
  • –Some curriculum planning tasks depend on templates that limit quick customization

Best for: Fits when preschools need child portfolio documentation and family updates tied to daily attendance routines.

#9

EarlyWorks

vertical specialist

Australian childcare management software for attendance, documentation, compliance, and family communication.

7.0/10
Overall
Features7.0/10
Ease of Use7.2/10
Value6.9/10
Standout feature

Learning story documentation workflow that connects educator observations to developmental milestone tracking for each child.

EarlyWorks digitizes preschool workflows like attendance, daily reports, and family updates through a child and classroom centric interface. It supports learning story documentation and developmental milestone tracking so educators can record observations and link them to curriculum progress.

Pros
  • +Learning story documentation keeps evidence and reflections in one workflow
  • +Attendance with sign-in and sign-out supports day to day check-in routines
  • +Family communication ties updates to individual children and classrooms
  • +Immunization and allergy or medication records reduce reliance on paper
Cons
  • –Emergent curriculum planning depth is thinner than more assessment heavy competitors
  • –Automation and API extensibility are limited for deep system integrations
  • –Role setup takes governance time for multi classroom staff groups
  • –Some classroom observation formats feel less customizable for specialty programs

Best for: Fits when preschool teams need structured learning stories and licensing records with day to day attendance.

#10

Sandbox Software

SMB

Childcare management software for registration, attendance, billing, staffing, and parent communication.

6.7/10
Overall
Features6.6/10
Ease of Use6.9/10
Value6.7/10
Standout feature

Learning story style classroom documentation that keeps observations and narrative records tied to child profiles.

Sandbox Software targets early childhood education teams that need structured classroom workflows and child records managed in one place. It supports daily operations such as attendance, sign-in and sign-out, and parent-facing communication.

Pros
  • +Clear classroom workflow layout for attendance and daily reporting
  • +Learning story and observation documentation fits common preschool recordkeeping
  • +Family communication tools reduce manual message tracking
  • +User access controls map well to classroom staff roles
Cons
  • –Integrations and data export options are less explicit than some competitors
  • –Advanced automation requires process discipline across classrooms

Best for: Fits when preschools want classroom documentation and daily attendance in one governed workflow.

Conclusion

After evaluating 10 early childhood education software, Lillio 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
Lillio

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 Early Childhood Education Software

Early childhood education software helps preschools and child care management teams run day-to-day routines like attendance and sign-in and sign-out while maintaining governed child records for learning documentation and family updates. This guide covers Lillio, Famly, Teaching Strategies, and the other eight tools assessed for preschool workflows and recordkeeping.

Across these products, the differentiators show up in learning story structure, role-based access controls, and how daily records connect to parent-facing updates. Lillio leads the set with learning story templates that standardize documentation across rooms and milestone views that reuse the same notes for progress reporting.

Early Childhood Education Software for preschool documentation, daily operations, and family reporting

Early childhood education software is a preschool management system that centralizes child profile records and ties educator notes to child portfolios, learning story documentation, and developmental milestone views. Teams use it to publish family updates and to support operational workflows that start with sign-in and sign-out and end with authorized pickup management.

Lillio emphasizes repeatable learning story templates that enforce consistent documentation structure across rooms and connect notes into milestone views. Famly focuses on governed day-of operations with pickup authorization workflows that connect directly to child records and daily reporting pulled from those profiles to reduce duplicate entry.

Core evaluation areas for Early Childhood Education Software

Early childhood education software needs to connect educator documentation to child profiles so learning evidence and family updates stay linked without duplicate data entry.

The highest performers also keep daily operations governed through role-based access and pickup and attendance workflows so staff can work fast while sensitive records remain controlled.

  • Learning story templates and milestone-linked views

    Lillio enforces repeatable learning story structure with templates and then reuses notes inside milestone views. Teaching Strategies and Illumine also connect observation evidence to developmental progress or publish-ready family updates, but Lillio’s template structure drives consistency across rooms.

  • Governed daily routines tied to child records

    Famly’s pickup authorization and day-to-day permissions connect directly to child records while daily reporting pulls from those profiles. Procare also links authorized pickup permissions to child and daily attendance workflows, while OWNA combines authorized pickup with sign-in and sign-out into a single parent identity checkpoint.

  • Progress reporting from observation evidence

    Teaching Strategies aggregates observation evidence into Teaching Strategies GOLD reporting views for developmental progress summaries. Lillio also reuses learning story notes in milestone views, while EarlyWorks connects learning stories to developmental milestone tracking per child.

  • Family publishing output derived from classroom documentation

    Illumine produces publish-ready family updates directly from learning-story creation that ties notes to child profiles. Lillio similarly standardizes learning stories so family reporting inherits the same documentation structure, while Storypark builds photo-linked learning stories into child portfolios for controlled sharing.

  • Admin controls and documentability of access

    Lillio limits sensitive child record visibility by staff function through role-based access. Tadpoles supports learning story workflows and daily center routines but can require careful setup discipline for fine-grained RBAC roles.

Decision framework for matching workflows to platform behavior

The first fork is how documentation quality should be enforced. A template-driven documentation approach with controlled structure fits multi-room teams that need consistent learning evidence and family reporting. A staff-cadence approach that aggregates evidence into progress summaries fits teams already running standardized observation cycles.

The second fork is how day-to-day operations should connect to protected child records. Tools that centralize pickup authorization and daily records reduce handoffs across shifts, while tools with thinner API and automation surface require tighter internal process discipline to avoid manual workflows.

  • Choose template enforcement when consistency must span rooms

    Pick Lillio when repeatable learning story structure needs to be enforced across multiple classrooms and then reused in milestone views for progress reporting. If photo-linked narratives and portfolio-style reviews drive adoption, Storypark offers a learning story builder that organizes repeated entries into child portfolios.

  • Choose progress-cycle alignment when teams already run GOLD-style observations

    Pick Teaching Strategies when the core workflow is a GOLD-style observation cycle that must roll into developmental progress summaries for teams. Pick Illumine when learning-story notes should tie to child profiles and publish as family updates in the same workflow without rebuilding context.

  • Choose day-of operational governance when pickup and attendance must stay linked

    Pick Famly when pickup authorization and day-of permissions need to connect to child records and daily reporting should pull from child profiles. Pick Procare when authorized pickup lists must keep release permissions in one staff workflow and sign-in and sign-out should track to daily attendance.

  • Choose an operational checkpoint design when identity handoffs span shifts

    Pick OWNA when a combined authorized pickup workflow with sign-in and sign-out should create a single parent identity checkpoint tied to learning story documentation. Pick Tadpoles when learning story portfolios must connect to daily attendance routines and family updates from the same child-focused workflow.

  • Validate integration and automation expectations before committing to deep workflows

    If deep integrations are required, Lillio’s automation and API surface is the differentiator to prioritize over tools with limited extensibility. If integrations are light and process consistency is feasible, OWNA can fit because API and integration surface is limited compared with management suites that support payroll.

Who Early Childhood Education Software fits best

The best fit depends on whether the program’s highest risk is inconsistent documentation or day-of operational control. Teams that run multi-room observation documentation typically benefit from standardized learning story structure and milestone-linked reporting.

  • Multi-room preschools standardizing learning evidence and family updates

    Lillio fits when learning story templates must enforce repeatable documentation structure across rooms and then connect notes into milestone views for progress reporting.

  • Preschools prioritizing day-of permissions and pickup release workflows

    Famly fits when pickup authorization workflows connect directly to child records and daily reporting should pull from those profiles to reduce duplicate entry.

  • Teams using GOLD-style observation cycles that need structured progress summaries

    Teaching Strategies fits when observation evidence must aggregate into GOLD reporting views that summarize developmental progress for teams.

  • Programs that want publishable learning stories tied to child profiles in one workflow

    Illumine fits when educator notes should link to child profiles so publish-ready family updates are derived from documented classroom activities.

  • Centers that run attendance and pickup handoffs across shifts and need a single checkpoint

    OWNA fits when authorized pickup workflow combined with sign-in and sign-out creates one parent identity checkpoint and ties daily reporting to learning story documentation.

Common implementation mistakes with Early Childhood Education Software

Most failures come from choosing a platform for the documentation output while ignoring how the platform behaves during day-of operations. Another frequent issue is assuming staff will keep evidence entry consistent without templates, templates will be bypassed, or progress reporting becomes incomplete.

  • Selecting a learning story tool without standardizing structure for multi-room staff

    Lillio’s learning story templates help keep observation fields consistent across classrooms, while template-driven learning stories can limit highly custom formats if the team expects uncontrolled documentation.

  • Underestimating staff adoption requirements for curriculum-style documentation

    Famly’s daily reporting pulls from child profiles and reduces duplicate entry, but curriculum-style documentation needs disciplined staff adoption to keep records searchable and complete.

  • Assuming planning depth matches observation reporting depth automatically

    Teaching Strategies can feel heavy in planning screens for educators who only need basic recordkeeping, while Planning consistency depends on ongoing evidence entry habits across classrooms.

  • Running governance workflows without aligning role permissions to real job functions

    Tadpoles can require careful setup discipline for fine-grained RBAC roles, while Lillio’s role-based access limits sensitive child record visibility by staff function.

  • Choosing a tool for integrations and automation without checking the API surface fit

    OWNA offers limited API and integration surface compared with management suites that support payroll, and automation coverage for learning documentation can be less detailed than assessment-first tools in Procare.

How We Selected and Ranked These Tools

We evaluated Lillio, Famly, Teaching Strategies, and the other eight tools using feature coverage, ease of daily use, and value. Feature coverage carried 40% weight because learning story structure, progress reporting views, and pickup authorization workflows affect core preschool operations.

Ease and value each carried 30% weight because attendance and sign-in and sign-out workflows must run reliably and documentation must not become a duplicate-entry burden. Lillio ranked first because learning story templates enforced repeatable documentation across rooms and tied notes into milestone views while role-based access limited sensitive child record visibility by staff function.

Frequently Asked Questions About Early Childhood Education Software

How does Lillio handle learning story documentation across multiple classrooms?
Lillio uses learning story templates so teachers can reuse the same documentation structure across rooms, then links notes into developmental milestone views. That keeps evidence formatting consistent across a center, even when documentation starts in different classrooms.
When does Famly’s pickup authorization workflow update child records and permissions?
Famly connects pickup authorization to each child’s record through permissioned access so authorized release changes stay tied to the same identity used for daily care workflows. That design reduces the risk of separate spreadsheets that drift from sign-in and daily reports.
Which tool best matches Teaching Strategies GOLD observation cycles for progress summaries?
Teaching Strategies aligns directly with GOLD-style observation and reporting by aggregating evidence into developmental progress summaries. Lillio can support milestone views, but Teaching Strategies is built around GOLD reporting patterns.
What breaks if a preschool uses authorized pickup management without a single child-centric identity?
With Procare, authorized pickup management links release permissions to the child profile and the daily attendance workflow, so sign-in and release stay consistent. In tools that separate identity from release records, staff often end up checking multiple sources during end-of-day transitions.
How do admin controls differ between Lillio and OWNA for governing access to records?
Lillio defines admin roles and permission boundaries plus workflow configuration for center-wide consistency across users. OWNA focuses admin tooling around staff management and role-based access tied to daily sign-in and sign-out operations, so governance emphasizes operational capture first.
How does Storypark manage photo consent while still supporting learning story portfolios?
Storypark ties photo-linked learning stories to child portfolio views and adds program-level photo consent controls for family sharing. That keeps story media selection and consent handling in the same workflow that produces portfolio updates.
How does incident reporting stay connected to day-to-day documentation in Procare?
Procare stores incident reporting within the child’s case history while other operational records like attendance and sign-in and sign-out remain attached to the same profile. That reduces handoffs between separate incident logs and routine daily documentation.
When does early childhood education software need licensing records like immunizations and allergies?
EarlyWorks includes licensing-oriented records such as immunization and allergy or medication details alongside attendance and daily reports. That pairing matters when licensing compliance requires records to be available during day-to-day check-ins and family updates.
How can teams reduce duplicate data entry when switching between classroom documentation and parent communication?
Famly combines attendance, daily reports, and child documentation in one governed workflow so updates do not get retyped into separate tools. Illumine also keeps learning-story creation and publish-ready family updates connected to the child profile, but Famly’s emphasis is daily care records first.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

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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