Commissioned Research
Top 10 Best Psychological Software of 2026

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Mental Health Psychology

Top 10 Best Psychological Software of 2026

Editorial roundup comparing psychological software options, showing where they fit, tradeoffs, and tools like PsychoPy for planning experiments.

19 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

Psychological software tools span clinical intake, assessment delivery, practice management, and research experiment hosting, so workflow fit determines time saved and data quality. This comparison helps operators and technical evaluators weigh integration paths, automation depth, and response-timing or EHR data model constraints before committing to a platform.

Blueprint is the best pick for behavioral health clinics that want measurement-based care carried into documentation because its template-driven progress note drafts preserve longitudinal context across sessions and plan reviews, whereas Sessions Health fits mid-size therapy groups since outcome instrument workflows like PHQ-9 and GAD-7 tie directly into visit note structure.

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

Blueprint

Template-driven progress note generation that preserves longitudinal context across session history and plan reviews.

Best for: Fits when clinics want standardized templates and measurement-based care carried into progress notes.

2

Pavlovia

Editor pick

Pavlovia publishing from PsychoPy and JavaScript studies with participant-ready builds and data tied to each release.

Best for: Fits when clinics need online experiment tasks and exportable data for outcome monitoring.

3

PsychoPy

Editor pick

Millisecond-level timing control built around scripted experimental routines and event-based data capture.

Best for: Fits when clinics need custom measurement tasks and analysis-ready output, not full private practice management.

Comparison Table

1
BlueprintBest overall
vertical specialist
9.0/10
Overall
2
vertical specialist
8.7/10
Overall
3
vertical specialist
8.6/10
Overall
4
vertical specialist
8.5/10
Overall
5
8.0/10
Overall
6
7.9/10
Overall
7
vertical specialist
7.4/10
Overall
8
7.2/10
Overall
9
vertical specialist
6.9/10
Overall
10
6.6/10
Overall
#1

Blueprint

vertical specialist

Blueprint provides measurement-based care software for behavioral health assessments, outcomes, and clinical insights.

9.0/10
Overall
Features9.0/10
Ease of Use9.0/10
Value9.0/10
Standout feature

Template-driven progress note generation that preserves longitudinal context across session history and plan reviews.

Blueprint generates and maintains clinical documentation by turning structured inputs into session-ready outputs for mental health workflows. It provides templates for mental status exam elements and progress note drafting, then supports iterative treatment plan review cycles.

The system focuses on measurement-based care inputs such as PHQ-9 and GAD-7 administration, then carries those scores forward into ongoing documentation. Blueprint also connects appointment intake and client messaging workflows to reduce manual handoffs between scheduling and note writing.

Pros
  • +Session note drafts from structured form inputs reduce rewrite cycles
  • +Mental status exam templates standardize observable content across clinicians
  • +PHQ-9 and GAD-7 score handling supports consistent outcome monitoring
  • +Treatment plan review cycles keep longitudinal documentation aligned
Cons
  • –Setup requires consistent intake field design to avoid downstream mismatches
  • –Automation depth is strongest for note generation and weaker for claims workflows
Use scenarios
  • Behavioral health intake coordinators

    Prepare notes from PHQ-9 inputs

    Documentation starts before the session

  • Outpatient therapists

    Draft progress notes from templates

    Faster progress note creation

Show 2 more scenarios
  • Care managers

    Review treatment plans iteratively

    More consistent treatment reviews

    Teams carry measurement results forward into ongoing treatment plan review cycles and documentation updates.

  • Practice operations staff

    Connect intake messaging to charting

    Fewer manual handoffs

    Blueprint links appointment intake and client messaging workflows so note writing follows scheduling context.

Best for: Fits when clinics want standardized templates and measurement-based care carried into progress notes.

#2

Pavlovia

vertical specialist

Online platform for hosting and running PsychoPy experiments in a browser environment.

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

Pavlovia publishing from PsychoPy and JavaScript studies with participant-ready builds and data tied to each release.

Pavlovia is built around experiment deployment, participant enrollment, and data collection, which makes it a fit for measurement-based care pilots and research-grade instrumentation. It handles publishing to participant-facing study links and keeps versioned study builds tied to the data they generate. Data handling is centered on exportable trial datasets and metadata gathered during the task runtime.

A key tradeoff is that Pavlovia does not provide clinical charting, note templates, or insurance claim workflows that mature behavioral health EHRs include. It works best when the clinic needs repeatable psychometric tasks with controlled administration and later import into analysis or a separate clinical system. A common usage situation is running PHQ-9 or other instrument modules as online tasks for structured outcome monitoring.

Pros
  • +Experiment publishing flow ties study versions to collected datasets
  • +Strong PsychoPy and JavaScript support for custom task design
  • +Participant-facing access is generated per study build
  • +Exports trial data for downstream analysis and archiving
Cons
  • –No native therapy notes or treatment plan authoring
  • –Clinical governance features like RBAC and audit logs are limited for EHR-style workflows
Use scenarios
  • Clinical research coordinators

    Run psychometric tasks with versioning

    Repeatable administration across cohorts

  • Telehealth measurement teams

    Administer instrument modules remotely

    Consistent outcome data capture

Show 1 more scenario
  • Data analysts in clinics

    Ingest Pavlovia outputs for scoring

    Standardized scoring pipelines

    Export collected datasets and compute instrument scores outside the tool.

Best for: Fits when clinics need online experiment tasks and exportable data for outcome monitoring.

#3

PsychoPy

vertical specialist

Open-source Python application for building and running psychology experiments with precise stimulus control.

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

Millisecond-level timing control built around scripted experimental routines and event-based data capture.

PsychoPy lets clinicians and researchers define stimuli, response collection, and timing rules in a repeatable task script. Data export supports later analysis pipelines for outcome monitoring instruments, including item scoring and longitudinal tracking workflows. Configuration is typically done at the study level, so the same script can run across sessions and sites with consistent timing logic.

A key tradeoff is that PsychoPy requires scripting to implement custom procedures, rather than offering point-and-click intake, insurance, or session note automation. It fits best when measurement needs custom tasks, such as specialized cognition screens or instrument variants, where standard clinical templates are too rigid.

Pros
  • +Scripted tasks give repeatable stimulus timing and response logging
  • +Flexible data exports fit custom scoring and longitudinal analysis
Cons
  • –Clinic workflows like documentation and claims are not its core focus
  • –Custom protocols require code changes for each measurement variant
Use scenarios
  • Clinical research coordinators

    Run standardized cognitive tasks across visits

    Lower data handling variance

  • Behavioral health measurement teams

    Automate custom patient-reported outcomes

    More consistent scoring

Show 1 more scenario
  • Multisite study leads

    Standardize sessions across locations

    Better cross-site comparability

    Reuse the same task configuration to keep stimulus timing and response capture uniform.

Best for: Fits when clinics need custom measurement tasks and analysis-ready output, not full private practice management.

#4

Inquisit

vertical specialist

Software for administering psychological measures and cognitive tasks with millisecond-accurate response timing.

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

Inquisit’s trial-level timing and branching logic support adaptive behavioral tasks with consistent response capture.

Inquisit is strongest when clinics need scripted behavioral tasks, not just questionnaires and templated progress notes. It can administer timed tasks, record response accuracy and latency, and apply branching rules for adaptive sequences. The output is suitable for outcome monitoring and behavioral tracking because the system logs structured trial-level and summary-level results for later review.

Pros
  • +Millisecond timing accuracy for behavioral task administration
  • +Structured result capture for consistent outcome monitoring
  • +Branching experiment logic for adaptive clinical task flows
  • +Extensible task design for custom assessments
Cons
  • –Experiment configuration adds workload for clinic operations
  • –Documentation tooling is narrower than therapy note systems
  • –Deep integration depends on how tasks map to clinic data flows
  • –Ongoing task maintenance is needed when protocols change
Use scenarios
  • Clinical research coordinators

    Protocol-driven cognitive task administration

    Comparable visit-to-visit performance

  • Behavioral health clinics

    Measurement-based task follow-ups

    More consistent outcome tracking

Show 2 more scenarios
  • Teletherapy program directors

    Remote behavioral assessments

    Reduced administration variability

    Uses controlled task timing and response logging to standardize remote assessments for patient monitoring.

  • Digital therapeutics teams

    Custom assessment workflow authoring

    Protocol fidelity across deployments

    Implements branching assessment sequences and condition logic that maps to program-specific clinical protocols.

Best for: Fits when clinics need repeatable timed behavioral tasks with scripted logic across care cycles.

#5

Sessions Health

SMB

Sessions Health provides mental health practice software for notes, scheduling, billing, telehealth, and client communication.

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

Outcome instrument workflows link PHQ-9 and GAD-7 administration to ongoing progress note structure.

Sessions Health combines telehealth-enabled session management with clinical documentation workflows for private practices. Core capabilities include intake forms, session note templates, and progress note automation tied to structured clinical fields.

Pros
  • +Built-in measurement-based care instruments for structured outcome tracking
  • +Session note templates reduce retyping and standardize clinical documentation
  • +Treatment plan review cycles keep longitudinal goals tied to visit documentation
  • +Clinician permissions support role-based access for clinical workflow separation
Cons
  • –Clinical workflow configuration takes time to map templates to real practice patterns
  • –Limited public detail on integration breadth beyond common EHR and billing workflows
  • –Automated note generation can require ongoing template maintenance for consistency
  • –Client portal features may not match clinics that need complex scheduling policies
Use scenarios
  • Independent clinicians

    Coordinate recurring appointments and changes

    More centralized visit organization

  • Teletherapy providers

    Keep remote visits tied to charting

    Fewer context switches

Show 2 more scenarios
  • Intake teams

    Collect intake and consent before onboarding

    Records ready before care

    Teams capture intake information, consent documents, and related files before or during onboarding.

  • Clinical support staff

    Attach client messages to care workflow

    Communication stays associated

    Secure messaging ties routine communication to visits and ongoing care coordination processes.

Best for: Fits when mid-size therapy groups need structured notes and outcome instruments tied to visit workflows.

#6

Upheal

SMB

Upheal provides AI-assisted therapy notes, session analysis, treatment plans, and client progress tracking.

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

Workflow-driven session documentation that generates structured progress notes from configured templates and clinical fields.

Upheal focuses on guided behavioral health workflows rather than broad clinic management. The core toolset centers on client intake routing, session documentation templates, and treatment plan review cycles built around consistent clinical data capture.

Pros
  • +Structured documentation templates reduce variance across session notes
  • +Configurable clinical workflow steps support consistent treatment plan review cycles
  • +Automated progress note generation cuts repetitive writing work
  • +Client intake routing supports standardized handoffs into care tracks
Cons
  • –EHR integration depth is not as extensive as full behavioral health EHRs
  • –Complex setups require careful workflow configuration to avoid template drift
  • –Advanced reporting and export controls feel limited for multi-site governance needs
  • –Some billing-support workflows may require external tooling to complete claims
Use scenarios
  • Psychiatrists

    Record structured follow-up symptoms

    Clear symptom change history

  • Clinicians documenting during visits

    Finalize notes near session time

    Timely documentation with less rewrite

Show 2 more scenarios
  • Behavioral health group practices

    Use repeatable templates for groups

    Consistent group records

    Teams reuse documentation patterns for recurring individual or group-related therapy entries across sessions.

  • Counseling teams

    Capture session content in guided sections

    Faster uniform documentation

    Counselors complete guided note sections within short documentation windows to standardize session records.

Best for: Fits when clinics want disciplined documentation and outcome capture with workflow automation, not a full behavioral EHR stack.

#7

Kipu

vertical specialist

Kipu provides behavioral health EHR software for treatment records, scheduling, billing, and revenue cycle operations.

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

Template-driven note and treatment plan creation that uses structured inputs to keep every visit’s documentation consistent.

Kipu is used for intake, clinical note creation, and session workflows in behavioral health practices. It ties progress-note templates to structured clinical fields so clinicians can draft and review documents faster during telehealth and in-person visits.

Pros
  • +Configurable intake and form fields reduce manual retyping across visits
  • +Progress-note templates map structured inputs into consistent clinical sections
  • +Treatment plan review cycles keep plan updates tied to documented sessions
  • +Workflow automation cuts clerical steps between appointment, note, and review
Cons
  • –Advanced customization requires careful configuration of templates and fields
  • –Extensibility depth depends on integration scope rather than built-in connectors
  • –Group workflow coverage is less explicit than for individual practice processes
  • –Reporting granularity depends on how notes are structured in templates
Use scenarios
  • Treatment center administrators

    Govern multi-staff documentation access

    Controlled access and traceability

  • Clinical directors

    Track completion of expected documentation

    Clear visibility into status

Show 2 more scenarios
  • Care coordinators

    Coordinate scheduling, reminders, and records

    Less task switching

    Therapists and practice staff manage scheduling, reminders, client messages, and session-related documentation together.

  • Mental health clinicians

    Record measures and feed treatment reviews

    Structured visibility into trends

    Kipu captures symptom measures and supports incorporating assessment trends into treatment plan reviews.

Best for: Fits when therapy clinics need structured documentation workflows with repeatable templates.

#8

Owl Practice

SMB

Owl Practice provides mental health practice management software for scheduling, notes, billing, forms, and telehealth.

7.2/10
Overall
Features7.2/10
Ease of Use7.3/10
Value7.1/10
Standout feature

Template-driven clinical charting that reuses structured fields across sessions and treatment plan updates.

Owl Practice focuses on psychological practice workflows with intake, session notes, and administrative handling of clinical documentation. It supports therapist-facing templates for common charting steps and streamlines recurring writeups across progress note and treatment plan workflows.

Pros
  • +Session and document templates reduce repetitive charting work
  • +Client portal supports intake and ongoing client communications
  • +Workflow-oriented configuration keeps documentation steps consistent
  • +Scheduling and reminder workflows align with appointment operations
Cons
  • –Automation coverage is stronger for documentation than for billing workflows
  • –Requires setup discipline to keep templates aligned with team standards
  • –Limited visibility into cross-system reporting without additional integrations
  • –Template customization can become complex across multiple service types
Use scenarios
  • Mental health professionals

    Deliver telehealth with linked documentation

    Connected telehealth workflow

  • Outpatient practices

    Reduce follow-up work for schedule changes

    Fewer missed-session risks

Show 2 more scenarios
  • Counsellors and administrators

    Collect consent and intake online

    More organized onboarding

    The tool gathers online forms and consent steps before or during the start of care.

  • Therapists

    Standardize therapy progress notes

    More consistent session notes

    Therapists use reusable note sections and therapy-focused templates for consistent documentation across visits.

Best for: Fits when small to mid-size practices need template-driven documentation workflows and a client portal.

#9

NovoPsych

vertical specialist

NovoPsych provides online psychological assessment software with scoring, reports, and patient outcome tracking.

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

Template-driven treatment plan review cycles that keep documentation and measurement steps aligned across appointments.

NovoPsych is a psychological software suite built for private practices that need therapy workflow support across scheduling, documentation, and client communications. It provides session note templates, treatment plan tools, and automated completion flows that reduce manual retyping during day-to-day charting.

Pros
  • +Session note and treatment plan templates reduce charting inconsistency
  • +Measurement workflow supports repeatable patient-reported instrument administration
  • +Client communication flows fit day-to-day practice operations
  • +Structured documentation shortens time spent on note formatting
Cons
  • –Extensibility options for custom clinical data fields are limited
  • –Automation coverage is uneven across intake, notes, and billing workflows
  • –RBAC granularity and audit reporting controls are not documented in depth
  • –Integrations for insurance claim submission need extra coordination
Use scenarios
  • Private practice clinicians

    Charting with note templates

    Fewer manual retyping errors

  • Practice managers

    Automated appointment reminders and workflows

    Lower admin workload

Show 2 more scenarios
  • Therapists using measurement-based care

    Consistent instrument administration and scoring

    More consistent outcome tracking

    Guides patient reporting workflows and provides structured scoring for follow-up planning.

  • Clinicians managing treatment planning

    Treatment plan documentation tools

    Clearer care plan continuity

    Organizes treatment plan components to align documentation with ongoing session notes.

Best for: Fits when a therapy clinic wants structured documentation and repeatable measurement workflows without heavy customization.

#10

TherapyAppointment

SMB

TherapyAppointment offers practice management software with scheduling, notes, billing, telehealth, and client forms.

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

A guided treatment plan review cycle links updates to subsequent session notes without manual cross-referencing.

TherapyAppointment targets therapy clinics that need end-to-end session management, clinical documentation, and patient-facing workflow in one system. It supports intake and forms, templated session notes and treatment plan authoring, and telehealth-capable appointment scheduling tied to clinical records.

Pros
  • +Templated session notes reduce repeat typing during documentation
  • +Treatment plan authoring stays connected to ongoing clinical entries
  • +Patient workflow supports reminders tied to the scheduling calendar
  • +Role-based access separates clinician worklists and patient views
Cons
  • –Limited visibility into clinical automation rules compared with deeper workflow engines
  • –EHR integration depth depends on external connector setup for data flow
  • –Measurement-based care coverage is narrower than platforms focused on outcome libraries
  • –Telehealth workflow requires consistent configuration to avoid routing gaps
Use scenarios
  • Outpatient clinic coordinators

    Manage recurring therapy session schedules

    More consistent scheduling

  • Client service staff

    Centralize portal messages and forms

    Less reliance on separate channels

Show 2 more scenarios
  • Teletherapy therapists

    Schedule remote visits with intake and documentation

    Fewer steps for remote delivery

    The system schedules online sessions, collects intake information, and documents visits within the same workflow.

  • Pediatric speech therapists

    Document speech therapy notes and goals

    More consistent linked documentation

    Speech therapists use session note and treatment-plan workflows tied to scheduled patient visits for consistent records.

Best for: Fits when small to mid-size therapy teams want templated notes, treatment plans, and scheduling in one workflow.

Conclusion

After evaluating 10 psychological software, Blueprint 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
Blueprint

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 Psychological Software

Which tools in the list support experiment publishing from browser-based workflows?
Pavlovia supports publishing study builds from PsychoPy and JavaScript experiments, then pairing participant access with captured results. PsychoPy focuses on experiment authoring and timing control, while Pavlovia adds the publishing and dataset export flow.
How do Inquisit and PsychoPy differ in timing control for psychological tasks?
Inquisit emphasizes trial-level stimulus timing combined with condition logic and branching that changes what participants see based on responses. PsychoPy also supports precise timing and structured output, but it is oriented around code-driven experimental routines rather than clinical workflow reuse.
When does an experiment-focused platform like Pavlovia become a poor fit for private practice documentation?
Pavlovia is built around study sessions, participant access, and exportable experiment datasets, not ongoing clinical charting. Sessions Health, NovoPsych, and TherapyAppointment instead connect session notes, intake data, and progress documentation to measurement-based care workflows.
How do Sessions Health and Blueprint move PHQ-9 and GAD-7 scores into visit documentation?
Sessions Health links PHQ-9 and GAD-7 administration workflows to structured progress note structure so scores become part of the ongoing clinical record. Blueprint similarly carries PHQ-9 and GAD-7 inputs forward into iterative treatment plan review cycles and progress note drafting.
Where does SimplePractice’s class of workflow tools fall short compared with Owl Practice’s documentation automation focus?
Owl Practice centers templates and reusable structured fields for charting steps plus patient-facing reminders and a client portal. TherapyAppointment adds end-to-end session management with clinician role separation for both scheduling and clinical screens, which can reduce manual coordination that template-only workflows still require.
Which products support RBAC-style clinician separation for documenting and scheduling?
TherapyAppointment provides clinician account separation and role-based access to clinical screens so teams can document and schedule without sharing credentials. Sessions Health also includes clinician permissions and session workflow configuration as part of its admin controls.
How does data migration typically differ between template-first systems like Kipu and workflow-first systems like Sessions Health?
Kipu’s migration effort centers on structured note and treatment plan templates that map into its configurable clinical forms and fields. Sessions Health ties documentation to visit workflows and outcome instrument handling, so migrated content must align with its session workflow configuration and auditability model.
What breaks if a clinic needs scripted behavioral task logic while relying on non-experiment charting tools like Upheal?
Upheal focuses on configured intake, session documentation templates, and guided outcome capture, not on stimulus timing and branching logic at trial granularity. For adaptive timed tasks with condition logic, Inquisit’s experiment control and response-capture flow is the relevant capability.
How do appointment reminders and client portal workflows compare across NovoPsych and Owl Practice?
Owl Practice includes patient-facing reminders plus a client portal for forms and communications. NovoPsych pairs templated treatment plan review cycles with practice operations like appointment reminders and client access to records, which reduces handoffs between scheduling and documentation.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Psychological Software

Psychological software options diverge most in Automation depth, because it determines how much of your session workflow is templated versus manually driven. They also differ in Audit log coverage, which affects how reliably you can review what changed between sessions.

Session workflow automation depth

Why it matters

Session workflow automation depth matters because psychological work is repetitive but not uniform; you want the tool to automate what stays stable while keeping your clinical decisions under your control. More automation can reduce admin load without forcing you into rigid steps.

How to check

In a demo, ask for a realistic session workflow and show what can be generated from previous intake data, notes, or assessments. Then request a change mid-session and confirm what stays editable, what locks, and what updates automatically.

Audit log and change history

Why it matters

Audit log and change history matters because psychological records evolve; you need traceability when wording, scores, or tags change across drafts. This reduces risk when multiple staff review the same client materials.

How to check

Ask to view an example client record and filter for updates to notes, assessment entries, and configuration. Confirm whether you can see who changed what and when, and whether the prior version remains accessible.

Assessment and questionnaire configuration

Why it matters

Assessment and questionnaire configuration matters because psychological measurements often come in different formats, timing windows, and scoring rules. You need the tool to match your practice’s instruments and review cadence without hard-coded behavior.

How to check

Request a demo using two assessments with different schedules (baseline and follow-up). Check whether you can configure fields, administer timing, and handle scoring review steps or custom rubrics the way you work.

Integration and API extensibility

Why it matters

Integration and API extensibility matters when you already use other systems for identity, documentation, or analytics. A clearer API surface and extensibility reduce manual copy/paste and help maintain a consistent data model across tools.

How to check

Ask for documentation of the API endpoints or automation hooks for creating clients, writing notes, and pulling assessment results. In the demo, test an import/export workflow or an automation trigger using a sample dataset.

Role-based access and provisioning

Why it matters

Role-based access and provisioning matters because psychological software often involves clinicians, reviewers, and admins who should see different content. Good controls prevent accidental access and support consistent workflows across staff changes.

How to check

Request an RBAC demo with at least three roles (clinician, supervisor/reviewer, admin). Verify you can assign permissions per workflow area (notes, assessments, templates, audit history) and that provisioning supports adding/removing users cleanly.

Red flags

  • Automations that overwrite your note content without clear edit boundaries
  • Missing or shallow change history for notes and assessment fields
  • Assessment setup that forces one scoring routine with little configurability

Fit by situation

  • If you run repeatable session documentation each week with small variations, prioritize Session workflow automation depth.
  • If you regularly revise drafts or have multiple reviewers, prioritize Audit log and change history.
  • If you rely on multiple assessments with different timing and review rules, prioritize Assessment and questionnaire configuration.
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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