Commissioned Research
Top 9 Best Therapy Consulting Services of 2026

GITNUXSOFTWARE ADVICE

Healthcare Medicine

Top 9 Best Therapy Consulting Services of 2026

Compare therapy consulting services across KPMG, Partners in Recovery, and Headway for treatment planning and provider fit.

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

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

02Source Research

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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

Therapy consulting services shape how behavioral health organizations deliver care by redesigning clinical operations, standardizing treatment processes, and setting measurable program KPIs. This comparison helps analysts and operators weigh delivery-model guidance like care pathway design and clinician workflow support against implementation depth, including reporting rigor and technology integration needs from partners such as LifeStance Health.

KPMG is the best therapy consulting pick for multi-site networks that need regulated governance and enterprise integration planning because its RBAC-aligned role design and audit-log focused controls are built into delivery programs, whereas Partners in Recovery is the smarter alternative for multi-partner therapy ops thanks to governance-first integration provisioning with audit-ready records tied to configuration changes.

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

KPMG

RBAC-aligned role and audit-log focused governance design embedded in enterprise delivery programs.

Best for: Fits when therapy networks need regulated governance, process redesign, and enterprise integration planning across multiple service sites.

2

Partners in Recovery

Editor pick

Governance-first integration provisioning with RBAC and audit log records tied to configuration changes.

Best for: Fits when multi-partner therapy ops need governed integration, controlled provisioning, and audit-ready automation.

3

Headway

Editor pick

Provisioned referral and scheduling workflow automation driven by an operational patient data schema.

Best for: Fits when health teams need API-driven intake routing with RBAC, audit visibility, and workflow automation.

Comparison Table

1
KPMGBest overall
enterprise_vendor
9.2/10
Overall
2
8.7/10
Overall
3
agency
8.6/10
Overall
4
enterprise_vendor
8.4/10
Overall
5
enterprise_vendor
8.3/10
Overall
6
7.8/10
Overall
7
enterprise_vendor
7.5/10
Overall
8
7.0/10
Overall
9
specialist
6.8/10
Overall
#1

KPMG

enterprise_vendor

Provides healthcare consulting that covers behavioral health program design, clinical operations improvement, risk and controls, and analytics implementation to manage therapy service delivery.

9.2/10
Overall
Features9.5/10
Ease of Use9.0/10
Value9.0/10
Standout feature

RBAC-aligned role and audit-log focused governance design embedded in enterprise delivery programs.

KPMG fits therapy organizations that need governance-heavy consulting across clinical operations, data handling, and regulatory alignment. Delivery typically centers on operating model design, process reengineering, and change management tied to measurable service metrics.

Integration depth is driven by enterprise program work that maps business workflows to target systems and data flows. Admin and governance controls are addressed through RBAC-aligned role design, audit-ready documentation, and compliance controls for managed implementations.

Pros
  • +Governance-first consulting for regulated therapy workflows and operational controls
  • +Strong data model mapping from intake to outcomes and reporting layers
  • +Documented change controls with audit-ready artifacts for stakeholders
  • +Integration planning across enterprise systems and clinical operations
Cons
  • –Limited public detail on API and automation surface for external integration
  • –Automation depth depends on engagement scope and client system maturity
  • –Throughput tuning for high-volume integrations is not clearly documented
  • –Sandbox and developer-style workflows are not a public focus
Use scenarios
  • Health system transformation leaders

    Design therapy operating model and roadmap

    Structured change plan

  • Clinical compliance and risk teams

    Assess therapy security control ownership

    Accountable remediation actions

Show 2 more scenarios
  • CIO and architecture teams

    Modernize therapy support systems safely

    Coordinated modernization workstreams

    Guides systems modernization with integration planning and cutover preparation for therapy operations.

  • Marketing and patient growth leaders

    Measure therapy journey and channel performance

    Measurable strategy

    Builds segmentation and performance frameworks tied to execution ownership for therapy services.

Best for: Fits when therapy networks need regulated governance, process redesign, and enterprise integration planning across multiple service sites.

#2

Partners in Recovery

specialist

Provides behavioral health consulting focused on treatment program operations, clinical standards, clinician workflow design, and measurable outcomes reporting for therapy services.

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

Governance-first integration provisioning with RBAC and audit log records tied to configuration changes.

Partners in Recovery supports integration work that connects clinical processes to partner reporting and operational handoffs through a consistent data model. Delivery emphasizes provisioning controls, role separation, and an auditable workflow history that administrators can review after each integration change. Automation and configuration are handled as repeatable steps so deployments can maintain throughput across ongoing client programs.

A tradeoff appears in the time spent defining the target schema and governance rules before high-volume automation starts. Partners in Recovery fits best when teams need structured RBAC, audit log visibility, and deterministic provisioning for multi-partner coordination.

Pros
  • +Integration guidance anchored to a defined data model and schema alignment
  • +Strong admin governance with RBAC and audit log visibility for changes
  • +Automation and configuration treated as repeatable provisioning steps
Cons
  • –Schema mapping effort front-loads delivery before automation scales
  • –Extensibility depends on the completeness of target workflow definitions
Use scenarios
  • Clinical operations leaders

    Standardize partner referral handoffs

    Fewer handoff mismatches

  • IT integration teams

    Automate data exchange workflows

    Higher integration throughput

Show 2 more scenarios
  • Compliance and governance staff

    Maintain audit-ready integration controls

    Audit-friendly operational trail

    RBAC and audit log coverage ties provisioning and automation changes to accountable roles.

  • Partner program managers

    Extend workflows across partners

    Faster partner onboarding

    Partners in Recovery uses an extensibility approach so new partner workflows follow the same data model.

Best for: Fits when multi-partner therapy ops need governed integration, controlled provisioning, and audit-ready automation.

#3

Headway

agency

Delivers mental health practice and therapy service consulting by advising on clinic operations, provider enablement, and standardized care delivery processes.

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

Provisioned referral and scheduling workflow automation driven by an operational patient data schema.

Headway supports integration depth via a defined operational data model that maps patient intake fields, referral status, assignment, and appointment lifecycle events. Automation and API surface are geared toward provisioning and configuration of care pathways, so back office processes can run with fewer manual handoffs. Admin and governance controls focus on role-based operations, including permission scoping and audit-style traceability for changes that affect patient routing and scheduling.

A tradeoff appears in the need for disciplined schema alignment when multiple systems feed the intake and referral pipeline. Headway fits situations where a care organization needs reliable throughput for referrals and appointments while keeping control over assignment logic and operational changes. Teams that prefer spreadsheet-style manual routing may find the governance requirements heavier than necessary.

Pros
  • +Operational data model links intake, referral, and appointment lifecycle fields
  • +API and automation focus on provisioning and configuration of care workflows
  • +RBAC and audit-style traceability support controlled patient routing changes
  • +Extensibility fits multi-system intake and high-throughput scheduling
Cons
  • –Schema alignment requires careful mapping across upstream systems
  • –Governance controls add overhead for highly manual routing teams
Use scenarios
  • Care operations teams

    Automate referral-to-appointment assignment

    Fewer routing handoffs

  • Integration engineers

    Connect EHR and intake systems

    Lower integration drift

Show 2 more scenarios
  • Clinical administrators

    Control therapist assignment changes

    Better governance

    Applies RBAC permissions and maintains traceability for operational changes affecting routing.

  • Provider network coordinators

    Provision therapist availability and capacity

    More consistent scheduling

    Configures availability and scheduling constraints to support higher appointment throughput.

Best for: Fits when health teams need API-driven intake routing with RBAC, audit visibility, and workflow automation.

#4

RAND Corporation

enterprise_vendor

Delivers research and consulting on mental health systems, therapy delivery models, program evaluation, and policy implementation, including data-driven performance measurement frameworks.

8.4/10
Overall
Features8.4/10
Ease of Use8.5/10
Value8.3/10
Standout feature

Evidence-based evaluation methodology that maps intervention components to measurable outcomes for reporting and governance.

RAND Corporation delivers therapy consulting services by pairing clinical program guidance with research-backed evaluation methods for health and behavioral systems. Integration depth is strongest when consulting teams need structured evidence pipelines that inform interventions, staffing, and outcome measurement.

Pros
  • +Research-grounded intervention design tied to measurable outcome frameworks
  • +Clear documentation supports evidence tracing across recommendations
  • +Consulting artifacts align with governance and evaluation reporting needs
  • +Experience tailoring program and evaluation plans for health systems
Cons
  • –Limited automation and API surface compared with data platforms
  • –Data model centers on outcomes, not operational casework schemas
  • –Extensibility depends on consulting deliverables, not configurable workflows
  • –Audit log and RBAC controls are not a product feature
Use scenarios
  • Government AI policy teams

    Evaluate AI governance for therapy workflows

    Traceable governance recommendations

  • Public agencies and nonprofits

    Study behavioral health service impacts

    Decision-ready evidence

Show 2 more scenarios
  • Program evaluation owners

    Plan quasi-experimental therapy impact studies

    Documented evaluation strategy

    Designs evaluation approaches that address validity threats and operational constraints tied to outcomes.

  • School and workforce organizations

    Evaluate therapy and workforce interventions

    Actionable program improvements

    Assesses reforms and delivery models using structured measurement and implementation analysis.

Best for: Fits when health organizations need evidence-driven therapy program design and evaluation frameworks with documented governance artifacts.

#5

LifeStance Health

enterprise_vendor

Offers clinical therapy consulting for behavioral health delivery models, clinician operations support, and program implementation oversight for therapy-focused care networks.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Clinical episode status management across referrals and assigned care teams with controlled access boundaries.

LifeStance Health fits organizations that need tighter coordination between therapy intake, scheduling, and care delivery steps across clinical roles. Integration depth is strongest when the provider can map care events into a defined data model for referrals, service episodes, and outcomes rather than treating care as unstructured notes. Automation and API surface matter most for provisioning workflows, role-based access boundaries, and consistent status transitions for patient and referral records. Governance controls should be evaluated through how access is scoped by clinical role and how actions are tracked with audit logs for operational accountability.

Pros
  • +Care workflow coordination supports consistent intake and referral routing
  • +Role-scoped clinical operations improve governance and operational accountability
  • +Provisioning workflows align patient episode status transitions across teams
Cons
  • –Extensibility may be limited for highly custom data schema requirements
  • –Throughput-focused automation needs careful workflow mapping to avoid rework
Use scenarios
  • Healthcare operations teams

    Standardize therapy intake to episode routing

    Fewer failed handoffs

  • Clinical leadership teams

    Enforce governance across care roles

    Clear audit trails

Show 2 more scenarios
  • Integration and EHR teams

    Map service events into a schema

    Reliable status reporting

    Connect referral records and appointment events to a consistent data model for reporting.

  • Digital health program owners

    Automate status updates for throughput

    Lower admin workload

    Reduce manual coordination by automating status transitions tied to scheduling and therapy milestones.

Best for: Fits when care ops teams need governed intake-to-episode integration with measurable handoff control.

#6

McLean Hospital Quality Innovations Network

specialist

Provides clinical quality improvement and behavioral health consulting through McLean Hospital programs, with structured implementation support for therapy programs, care pathways, and outcomes monitoring.

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

Governance via RBAC plus audit logs tied to configuration and data model changes.

McLean Hospital Quality Innovations Network centers therapy consulting on measurable clinical workflows and operational integration across quality improvement programs. Delivery emphasizes configuration-driven implementation, documented data structures, and coordination between clinical teams and reporting stakeholders.

Pros
  • +Integration depth across quality workflows with clear handoffs and data mapping
  • +Configuration-first approach supports repeatable implementations and consistent schema usage
  • +Automation planning aligns reporting throughput with clinical operations
  • +Governance controls include RBAC patterns and audit log coverage
Cons
  • –API surface depends on project scope rather than a universal, documented contract
  • –Extensibility often requires consulting-led schema changes
  • –Admin configuration tasks can add overhead for small teams
  • –Sandboxing and safe automation testing are not always available by default
Use scenarios
  • Quality improvement program managers

    Standardize therapy workflow data capture

    More consistent quality reporting

  • Clinical operations leaders

    Integrate therapy documentation with analytics

    Faster analytics-ready datasets

Show 2 more scenarios
  • Compliance and audit teams

    Trace changes across therapy metrics

    Reduced audit preparation effort

    Uses change tracking and audit logging to support reviewable histories for therapy quality measures.

  • Healthcare informatics teams

    Plan automation for multi-role access

    Lower access and data risk

    Implements RBAC and documented data models to support controlled provisioning and automated throughput.

Best for: Fits when quality programs need therapy consulting tied to integration, governance, and auditable reporting flows.

#7

PwC

enterprise_vendor

Offers healthcare consulting for behavioral health and therapy operations, including care model design, process automation planning, and measurable KPI frameworks for clinical programs.

7.5/10
Overall
Features7.5/10
Ease of Use7.4/10
Value7.6/10
Standout feature

Engagement governance artifacts that define RBAC, auditability, and data model mapping for therapy workflow integrations.

PwC delivers therapy consulting services through structured engagement teams, tight governance, and documented delivery artifacts. Integration depth tends to center on linking clinical programs to operational and compliance data models, with schema mapping, RBAC alignment, and audit log expectations defined per client environment.

Pros
  • +Governance-first delivery with explicit RBAC and audit log expectations in project plans
  • +Strong integration mapping to enterprise data model and reporting requirements
  • +Extensibility planning for identity, case, and analytics integrations
  • +Project artifacts support configuration control and change traceability
Cons
  • –API surface depth depends on client system access and agreed integration scope
  • –Automation throughput may be limited by workflow design and change-control gates
  • –Provisioning workflows are typically defined per engagement, not standardized products
  • –Sandbox and self-serve configuration are less prominent than in tool-first vendors
Use scenarios
  • Healthcare analytics and compliance teams

    Map therapy programs to compliance data

    Traceable reporting controls

  • Transformation leaders and procurement teams

    Coordinate therapy migration and governance

    Better-aligned migration scope

Show 2 more scenarios
  • Operations and risk leaders

    Standardize cross-unit therapy workflows

    More consistent workflows

    Redesigns processes and connects controls, KPIs, and governance responsibilities for consistent delivery.

  • Security and legal response teams

    Prepare cyber incident response for care delivery

    Coordinated recovery actions

    Coordinates incident planning and recovery decisions across stakeholders affecting therapy operations.

Best for: Fits when therapy operations need end-to-end governance, integration mapping, and controllable reporting workflows across systems.

#8

Public Health Management Corporation

specialist

Operates behavioral health and community services and also provides consulting support for program implementation, clinical operations, and performance measurement.

7.0/10
Overall
Features7.0/10
Ease of Use7.0/10
Value7.0/10
Standout feature

Program implementation consulting that coordinates therapy services with oversight, reporting, and multi-site operational controls.

Public Health Management Corporation provides therapy consulting services for public health and clinical programs, centered on program design, implementation support, and operational guidance. Engagement work typically targets integration between behavioral health workflows and existing service delivery systems, with attention to governance and reporting needs.

Pros
  • +Therapy consulting geared toward real public health service delivery workflows
  • +Strong emphasis on implementation processes across program operations
  • +Governance-oriented support aligned to reporting and oversight requirements
  • +Configuration guidance for multi-site program rollout coordination
Cons
  • –Public documentation lacks a defined data model schema for integration
  • –API and automation surface details are not stated for system interoperability
  • –Audit log and RBAC controls are not described for admin governance
  • –Extensibility mechanisms for custom workflows are not publicly specified
Use scenarios
  • Behavioral health program directors

    Design cross-site therapy service delivery workflows

    Consistent program execution across sites

  • Public health administrators

    Implement therapy consulting for new initiatives

    Faster initiative launch

Show 2 more scenarios
  • Clinical quality and reporting teams

    Align reporting with behavioral health operations

    More reliable performance reporting

    Improves data collection and reporting workflows that connect behavioral health processes to required outputs.

  • Health system implementation leads

    Integrate behavioral health workflows with systems

    Reduced workflow integration friction

    Coordinates process mapping and workflow integration between therapy operations and existing service delivery systems.

Best for: Fits when clinical programs need implementation and governance guidance across sites, with limited dependence on vendor APIs.

#9

Manatt Health

specialist

Provides healthcare and behavioral health consulting with a focus on care delivery strategy, contract and regulatory advisory, and implementation planning for therapy programs.

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

Policy and operations mapping that turns regulatory requirements into documented workflow and governance decisions.

Manatt Health is a therapy consulting services firm that focuses on policy, program operations, and health system execution for complex behavioral health workflows. Engagements commonly connect clinical delivery with regulatory requirements, payer expectations, and care coordination governance.

Pros
  • +Behavioral health implementation planning aligned to regulatory and payer requirements
  • +Operational design artifacts support cross-stakeholder handoffs and controlled rollouts
  • +Governance-focused approach improves RBAC-aligned responsibilities and decision auditability
  • +Extensibility planning for program workflows and data capture rules
Cons
  • –Limited public detail on a documented API and automation surface
  • –Automation and data model specifics are not shown as machine-readable schemas
  • –Integration depth depends on engagement scope and partner systems availability
  • –Throughput measurement guidance may require additional instrumentation outside workstreams
Use scenarios
  • State behavioral health program leads

    Implement new behavioral health delivery model

    Improved compliance and coordination

  • Health plan operations leaders

    Standardize care coordination governance

    Consistent care transitions

Show 2 more scenarios
  • Provider network transformation teams

    Translate policy into practice operations

    Faster operational rollout

    Manatt Health delivers implementation planning and documentation control for staff handoffs across sites.

  • Behavioral health system program managers

    Integrate clinical operations with compliance

    Reduced execution risk

    Engagements connect clinical processes to reporting requirements and governance for complex behavioral health workflows.

Best for: Fits when behavioral health programs need policy-to-operations translation and governance controls across partners.

Conclusion

After evaluating 9 therapy consulting, KPMG 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
KPMG

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Therapy Consulting Services

How do Partners in Recovery and Headway differ in governed integration for therapy intake and scheduling workflows?
Partners in Recovery focuses on configuration and governance depth for multi-partner data exchange, with controlled provisioning tied to RBAC and audit log records. Headway concentrates on API-driven intake routing and referral and scheduling workflow automation backed by a central operational patient data schema.
Which provider is most suitable when identity integration requires SSO and role-based access controls across clinical roles?
KPMG is a stronger fit when RBAC-aligned role design and audit-ready documentation are required as part of a regulated enterprise delivery program. PwC also emphasizes schema mapping plus RBAC alignment and auditability expectations across intake-to-outcomes reporting systems.
What data migration approach is typically expected when switching from legacy case management to an integrated therapy workflow?
Partners in Recovery prioritizes schema alignment and controlled provisioning to reduce operational drift during data exchange. Headway expects therapist availability configuration and workflow automation built against an operational data schema, which supports a structured migration path from legacy intake data.
How do admin controls and audit logging differ between McLean Hospital Quality Innovations Network and LifeStance Health?
McLean Hospital Quality Innovations Network pairs RBAC with change tracking and audit logging tied to configuration and data structure changes for multi-role quality programs. LifeStance Health centers clinical episode status management across referrals and assigned care teams with controlled access boundaries.
When is extensibility through APIs and automation hooks a deciding factor versus documented governance artifacts?
Headway targets extensibility through an API surface and automation hooks designed for high-throughput patient flows. RAND Corporation typically limits API automation and instead delivers extensibility through documented evaluation methods and reporting templates tied to governance-ready artifacts.
Which provider fits organizations that need integration planning for analytics and auditable reporting throughput?
McLean Hospital Quality Innovations Network builds an integration path designed for consistent throughput into analytics and audit workflows. PwC defines integration mapping, RBAC expectations, and audit log traceability across systems that support controllable reporting.
How do Partners in Recovery and PwC handle multi-stakeholder workflow mapping across partner operations and compliance data models?
Partners in Recovery emphasizes integration breadth across partner touchpoints with automation and handoffs governed by configuration and governance controls. PwC maps clinical programs to operational and compliance data models using schema mapping and change management traceability.
Which provider is a better fit when the primary deliverable is policy-to-operations translation with governance controls for throughput?
Manatt Health focuses on policy and program operations translation into workflow and governance decisions that affect service throughput. KPMG is more suited when enterprise program work must reengineer processes and align data handling to measurable service metrics under regulated governance.
What common integration problem does Public Health Management Corporation address differently from providers that publish clearer API surfaces?
Public Health Management Corporation typically emphasizes configuration and process alignment across sites and documents data model specifics and schema contracts less explicitly in publicly available materials. Headway and Partners in Recovery provide more direct signals around API-driven integration and controlled provisioning mechanisms, which changes how technical teams plan extensibility.
What is the most practical way to start onboarding when a therapy program needs intake routing, referral eligibility rules, and access controls in one implementation plan?
Headway supports intake routing and therapist availability configuration with referral and eligibility rules under RBAC and audit visibility. LifeStance Health supports intake-to-episode integration with care-team coordination and scheduling alignment, which helps when access boundaries and handoff control are central to the implementation plan.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Therapy Consulting

Therapy consulting options differ most in how well they turn your clinical goals into working artifacts you can use day to day. Prioritize a system’s Outcome measurement workflows, because it shows whether the consulting deliverables actually become repeatable tracking and improvement.

Outcome measurement workflows

Why it matters

Outcome measurement workflows determine whether you can track progress consistently across clients and teams. For therapy consulting, this is how recommendations turn into measurable change.

How to check

Ask for a demo that shows how results are captured at a defined point in the work. Then request a sample report that summarizes trends for a small caseload and show how it ties back to the consulting deliverables.

Care plan to practice traceability

Why it matters

Care plan to practice traceability shows whether the plan becomes concrete instructions clinicians follow. Without it, consulting outputs stay theoretical and teams can drift.

How to check

In the demo, have the admin create a short care plan and then show where each plan element appears in daily work screens or templates. Request an audit-style view that links the plan version to what was used on specific cases.

Configuration and template controls

Why it matters

Configuration and template controls let you adapt consulting artifacts to your clinic’s structure without re-building everything. That matters when therapy consulting needs match real workflows.

How to check

Ask to see how templates for intake, session notes, and summaries are configured. Then request a scenario where you change one workflow step and verify the impact across templates and sample documents.

Collaboration and approval routing

Why it matters

Collaboration and approval routing prevents version churn when multiple stakeholders review plans and recommendations. Therapy consulting often depends on clear handoffs between reviewers and clinicians.

How to check

Request a demo of review/approval flow with at least two roles and one revision cycle. Confirm whether the system records who approved what and when, using an example case.

Data exchange and API automation

Why it matters

Data exchange and API automation reduce manual re-entry of consulting inputs like assessments and outcomes. With therapy consulting, that directly affects throughput and consistency of follow-up.

How to check

Ask whether exports are available in structured formats and whether there is an API for pulling and pushing case data. In the demo, have them show a sample integration setup using a sandbox dataset or scripted import/export.

Audit logs and artifact versioning

Why it matters

Audit logs and artifact versioning help you confirm which consulting guidance was used and when it changed. For therapy consulting, this supports accountability across revisions of plans and recommendations.

How to check

Request a demo where you revise one artifact and then trace the previous version. Ask to view an audit log that lists edits, the author, timestamps, and what downstream documents were affected.

Red flags

  • Outcome measurement summaries don’t align to the work steps shown in the demo
  • Care plan items can’t be traced to what clinicians actually use
  • Templates change without clear version history in audit logs

Fit by situation

  • If you need to prove progress for a small caseload, prioritize Outcome measurement workflows.
  • If your team reviews recommendations across roles, prioritize Collaboration and approval routing.
  • If you must keep consulting guidance consistent over revisions, prioritize Audit logs and artifact versioning.
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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