GITNUXSOFTWARE REVIEW
Art DesignTop 10 Best Stylist Software of 2026
A market research roundup comparing stylist software options and fit for salons, including tools like Booksy, Vagaro, and StyleSeat for booking needs.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Booksy is the best pick for stylist teams that need appointment automation and tight client coordination, thanks to its two-way appointment update messaging that keeps reschedules consistent across staff calendars, while StyleSeat is a strong alternative for individual stylists since booking stays linked to session look history for continuity.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Booksy
Two-way client communication via appointment updates that keeps reschedules consistent across staff calendars.
Best for: Fits when stylist teams need appointment automation and client coordination without wardrobe modules.
Vagaro
Editor pickAppointment scheduling with built-in reminder automation that sends notifications from the calendar workflow.
Best for: Fits when styling teams prioritize scheduling operations and client history over wardrobe catalog workflows.
StyleSeat
Editor pickStylist profile galleries and session look history are tied directly to the booking flow for continuity.
Best for: Fits when individual stylists need client booking plus session context without custom integrations.
Comparison Table
Booksy
SMBMobile booking marketplace and management app for beauty service providers.
Two-way client communication via appointment updates that keeps reschedules consistent across staff calendars.
Booksy fits stylists and styling teams that need consistent appointment flow control across multiple staff calendars and service types. The system links each client record to booking activity, so staff can review history during intake and prepare for repeat sessions. Automated reminders and update flows reduce no-shows and cut back-and-forth around time changes.
A key tradeoff is that Booksy prioritizes service booking over wardrobe-specific workflows like garment libraries or outfit recommendation engines. Booksy fits best when styling is delivered as appointments with defined services and when the main operational bottleneck is scheduling discipline rather than inventory logic.
- +Appointment scheduling automation with calendar controls for multiple staff
- +Client profile history ties directly to booking context
- +Client-facing booking pages reduce manual scheduling messages
- +Service catalog structure standardizes intake across stylists
- –Wardrobe inventory and lookbook building require external systems
- –Styling workflow metadata is limited to appointment-centric records
Independent stylists
Reduce scheduling messages for repeat clients
Fewer reschedule requests
Small salon teams
Coordinate multiple stylists on one calendar
Cleaner booking throughput
Show 1 more scenario
Boutique styling studios
Standardize intake for recurring service tiers
More uniform client experience
Service catalogs and client profiles support consistent session planning across repeat bookings.
Best for: Fits when stylist teams need appointment automation and client coordination without wardrobe modules.
Vagaro
SMBSalon, spa, and fitness booking platform with marketplace and POS features.
Appointment scheduling with built-in reminder automation that sends notifications from the calendar workflow.
Vagaro’s core workflow centers on an appointment calendar tied to client records, staff assignment, and service duration rules. Reminder automation reduces missed bookings by sending scheduled notifications around appointment times. Client records support session history tracking so stylists can reference prior services and notes during the next booking. Staff controls help allocate capacity by role and schedule so multiple service providers can share the same storefront workflow.
A tradeoff appears in styling-specific workflows such as garment cataloging and visual merchandising, which are not its primary strength compared with tools that specialize in outfit libraries and look history logs. Vagaro fits situations where appointment rigor matters most, like recurring styling appointments and managed reschedules in a multi-stylist location. It is also a fit when a styling business wants a single system for booking operations rather than a separate client portal for look production.
- +Appointment calendar is tightly linked to client records for fast session setup.
- +Reminder automation supports lower no-show rates with consistent notification timing.
- +Staff scheduling tools coordinate provider assignment across the same storefront.
- +Client-facing booking pages connect availability directly to the appointment workflow.
- –Styling asset libraries and look history tracking are not a primary focus.
- –API and automation depth for wardrobe workflows is limited versus specialist tools.
Salon operations managers
Manage multi-stylist booking capacity
Fewer last-minute schedule changes
Styling consultants
Prepare sessions from client history
Faster pre-session setup
Show 1 more scenario
Front desk coordinators
Handle reschedules and reminders
Lower missed appointments
Rescheduling stays connected to the calendar so reminders track the updated appointment time.
Best for: Fits when styling teams prioritize scheduling operations and client history over wardrobe catalog workflows.
StyleSeat
vertical specialistBooking and business management platform for independent beauty and wellness professionals.
Stylist profile galleries and session look history are tied directly to the booking flow for continuity.
StyleSeat pairs an appointment calendar and stylist profiles with client-facing booking so stylists can manage sessions and visibility in one workflow. The system supports ongoing look history through session notes and galleries, which helps stylists keep styling continuity across repeat clients.
StyleSeat also includes client intake forms and messaging that reduce back-and-forth before appointments. Admin controls focus on team profile management and scheduling operations rather than heavy workforce automation.
- +Client booking is integrated with stylist scheduling
- +Session notes and look history support repeat-client context
- +Client intake forms capture requirements before appointments
- +Messaging reduces friction between booking and service delivery
- –Wardrobe inventory and closet audit workflows are not built in
- –Lookbook exports and advanced board tooling are limited
- –Automation options for reminders and routing are constrained
- –API and deeper integration surfaces are not clearly documented for provisioning
Salons with multiple stylists
Coordinate provider calendars and booked services
Fewer scheduling conflicts
Independent stylists
Enable client self-booking for availability
More direct bookings
Show 2 more scenarios
Beauty teams with repeat clients
Support rebooking using look history
Less re-entry work
Client history and session notes provide rebooking context so stylists keep styling continuity across visits.
Barbershops standardizing service menus
Maintain consistent service durations and rules
More consistent appointment timing
Teams keep structured service offerings with consistent timing and availability rules across providers.
Best for: Fits when individual stylists need client booking plus session context without custom integrations.
Phorest
SMBSalon management software for bookings, marketing, and client retention.
Client CRM history stays attached to bookings, so session notes and preferences follow the client automatically.
Phorest is a strong fit for styling teams that need a single operational system for booking, client records, and communication. Its scheduling workflows handle staff assignment and recurring operational patterns, while its CRM keeps session history and client-specific details in one place. The system’s automation surface covers booking-linked reminders and post-visit messaging, which helps maintain follow-through without spreadsheet work.
- +Booking, staff scheduling, and client records stay in one workflow
- +Automations link reminders and follow-ups directly to appointment lifecycle
- +Client history supports consistent styling decisions across repeat visits
- +Role-based access supports multiple staff and team visibility needs
- –Digital wardrobe depth is limited compared to wardrobe-first styling tools
- –Styling note quality depends on consistent intake during sessions
- –Custom intake flows can require operational discipline to stay uniform
- –Stylist-focused exports are less flexible than dedicated document builders
Salon operations managers
Reduce admin follow-up work
Fewer missed appointments
Lead stylists
Plan sessions from past notes
More consistent recommendations
Show 2 more scenarios
Multi-staff salons
Coordinate staff access and visibility
Lower cross-team errors
Access controls separate responsibilities across reception, staff, and managers.
Client service coordinators
Handle rebooking and retention
Higher return rate
Client communication workflows trigger around visits to support repeat bookings.
Best for: Fits when styling teams need appointment-linked client context and automation, not full wardrobe assembly.
GlossGenius
SMBAll-in-one scheduling, payments, and marketing software for beauty professionals.
Client record timeline that binds visit context and styling notes to each booking for ongoing look continuity.
GlossGenius schedules clients and manages styling tasks with a salon-first workflow that includes staff management, services, and client records in one place. It also serves as a client-facing hub for bookings and intake, keeping visit context in a single timeline for stylists.
- +Appointment scheduling and staff assignment stay centralized with service history
- +Client record timeline keeps notes and look context attached to visits
- +Client portal supports booking management and reduces front-desk back-and-forth
- +Automation for appointment reminders cuts manual follow-up work
- –Wardrobe inventory and garment library tooling is not the core focus
- –Customization for complex stylist workflows can require workaround processes
- –API depth for lookbook and outfit recommendation automation is limited
- –Advanced governance controls like granular RBAC and audit logs are not the centerpiece
Stylists serving repeat clients
Prepare with client history and notes
Faster session setup
Salon reception staff
Run day-of check-in from bookings
Smoother arrival handoff
Show 2 more scenarios
Salon and spa operators
Coordinate staff calendars and service timing
Fewer avoidable conflicts
Owners manage online bookings, staff assignments, availability, and service timing in a shared calendar view.
Spa and massage studio teams
Collect intake details before appointments
Better pre-visit prep
Booking forms capture client details so teams review the information before the visit begins.
Best for: Fits when salons need appointment-first workflow, client records, and reminder automation without heavy styling studio catalogs.
Fresha
SMBGlobal booking and management platform for salons and wellness businesses.
Client-facing booking and appointment management linked to staff scheduling reduces rescheduling overhead for styling teams.
Fresha is a salon and styling operations system that pairs scheduling with payments, client records, and service management in one workflow. Styling teams can use its appointment calendar and client profiles to track visits, notes, and service history without exporting spreadsheets.
- +Appointment calendar and booking widgets tie directly into staff scheduling
- +Client profiles store visit history and styling-related notes in one record
- +Service catalog controls what gets booked and billed through the same workflow
- +Client-facing booking reduces manual confirmation work for reception teams
- –Wardrobe inventory and garment-specific records require custom workflow workarounds
- –Style board and lookbook exports are limited compared with lookbook-first tools
- –Extensible styling intelligence like recommendation engines is not a native focus
- –Governance controls for multi-location role separation are lighter than enterprise styling suites
Appointment-based service businesses
Reduce no-shows with automated reminders
More timely client updates
Beauty and wellness managers
Coordinate multi-provider staff schedules
Clearer daily workloads
Show 2 more scenarios
Pet grooming operations
Manage recurring visits and multi-groomer assignments
More organized operations
Grooming teams track pet and client profiles, staff assignments, and checkout across recurring appointments.
Local beauty and grooming businesses
Promote services through a booking marketplace
Additional booking channel
Participating businesses expose services to consumers through a marketplace that supports booking-oriented discovery.
Best for: Fits when salon and styling teams need reliable booking, staff scheduling, and client records in one workflow.
Squire
vertical specialistBarbershop management software with booking, payments, and POS.
Style session capture that preserves look history alongside notes for each client record.
Squire targets stylist workflows with a client-facing experience that focuses on styles, notes, and visuals rather than generic CRM tasks. It emphasizes structured outfit planning and session capture so teams can keep look history and styling decisions tied to a client over time.
- +Client look and session notes stay linked to styling history
- +API-first extensibility supports custom workflows and data movement
- +Team collaboration keeps styling decisions in one shared place
- +Configurable client intake reduces repeated manual data entry
- –Automations require careful setup to avoid inconsistent session records
- –Wardrobe and garment library depth feels narrower than specialist tools
Multi-staff barbershops
Assign appointments to available staff
Predictable appointment timing
Barbers and stylists
Support recurring appointments with client notes
More consistent service context
Show 2 more scenarios
Shops with frequent cancellations
Fill openings using waitlist workflows
Better use of openings
Operators use waitlist workflows to identify clients for newly available time slots after cancellations.
Shop owners and managers
Review daily takings and reconciliation
Clear daily transaction view
Operators connect service activity with takings, refunds, receipts, and daily closeout checks.
Best for: Fits when styling teams need client look history and session capture with API-driven integration.
Zenoti
enterpriseCloud-based platform for salons, spas, and fitness businesses.
Unified scheduling and client records that keep stylist notes and visit history anchored to the appointment timeline.
Zenoti runs end to end operations for appointment businesses, with scheduling, client records, and commerce connected in one workflow. For stylist teams, it provides the appointment calendar, client profile database, and service tracking that support consistent intake and follow ups.
- +Central appointment calendar linked to client profiles for fewer manual handoffs
- +Client portal support for reducing front desk status updates
- +Service and staff workflows fit day to day stylist operations
- +Automation around visit timing reduces missed confirmations
- –Style specific workflows like digital wardrobe or look history require add-on alignment
- –Creative outputs such as digital mood boards need external tools and exports
- –Role configuration and permissions require admin discipline across staff accounts
- –Extensibility for custom stylist features depends on integration availability
Salon and spa operators
Track commission and performance by staff
Traceable incentive calculations
Salons and med spas
Run online booking with constraints
Less front-desk coordination
Show 2 more scenarios
Spas and wellness studios
Manage memberships and recurring services
Simpler recurring administration
Recurring billing and booking connect to attendance tracking and membership activity in one workflow.
Customer retention teams
Automate rebooking outreach
More consistent follow-up
Follow-up uses appointment history and membership status to support reminders, campaigns, and rebooking messages.
Best for: Fits when stylist teams need appointment operations, client history, and automation more than built in lookbook authoring.
Mangomint
SMBSalon and spa management software with scheduling, POS, and inventory.
Look history log ties each styling session to a client profile so future recommendations reuse prior outfit decisions.
Mangomint positions itself as stylist workflow software built around client intake, structured style data, and repeatable outfit creation. The core workflow connects a client profile to styling sessions through saved look history, style notes, and exportable style boards.
- +Client look history and styling session notes stay attached to the same profile
- +Style board exports package curated outfits for review inside styling teams
- +Wardrobe and garment library workflows reduce repeat manual re-entry
- +Automation links intake details to appointment and reminder steps
- –API surface and extensibility options are less clear than in top-ranked competitors
- –Complex inventory workflows need consistent garment tagging and maintenance discipline
Salon managers
Coordinate staff and room availability
Appointments matched to resources
Appointment coordinators
Reduce missed visits with deposits and reminders
Fewer missed appointments
Show 2 more scenarios
Salon front-desk teams
Let clients book from available slots
Less manual scheduling work
A booking flow shows available time slots and links selections to the salon calendar.
Multi-location salon managers
Monitor performance by appointment and retention
Actionable operational dashboards
Managers review appointment volume, revenue, service mix, retention, staff productivity, and location activity.
Best for: Fits when mid-size styling teams need repeatable client profiles and exportable style boards across sessions.
Square Appointments
SMBPOS and appointment scheduling platform with a free tier for individual stylists and small salons.
Role-based scheduling built around staff calendars and appointment lifecycle events, with reminders and checkout flowing from the same workflow.
Square Appointments focuses on scheduling and client management for service businesses, including styling appointments that need calendar accuracy and staff coordination. It offers appointment booking flows, client records, and reminder messaging tied to confirmed sessions.
- +Appointment calendar supports multiple staff resources and fast rescheduling workflows
- +Client profiles keep contact details tied to bookings without separate CRM setup
- +Reminder messaging reduces no-shows when configured for appointment events
- +Payment and POS connectivity supports checkout inside the same customer journey
- –Stylist work products like style boards and look history are not native modules
- –Wardrobe inventory and closet audit workflows require external tools or manual notes
- –Custom intake fields for styling questionnaires are limited compared with stylists-first systems
- –Automated styling recommendations and outfit logic depend on third-party processes
Hair salons and beauty salons
Publish service menus and stylist availability
More self-service bookings
Pet grooming businesses
Schedule with groomer calendars and repeat history
Faster repeat bookings
Show 2 more scenarios
Small service shops
Collect deposits during booking
More organized appointment intake
Auto service providers map appointments to staff calendars and collect deposits as part of booking intake.
Spa scheduling teams
Reserve treatments by duration and staff availability
Shared reservation workflow
Spa teams schedule treatments using service duration, staff availability, and client booking preferences.
Best for: Fits when teams need dependable appointment scheduling and client records for styling services, not full wardrobe intelligence.
Conclusion
After evaluating 10 stylist software, Booksy stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Stylist Software
This buyer’s guide covers stylist software built for appointment-driven workflows, session capture, and client history continuity across Vagaro, Booksy, Phorest, StyleSeat, GlossGenius, Fresha, Squire, Mangomint, Zenoti, and Square Appointments.
The lineup ranks Vagaro first for scheduling plus reminder automation tied to the calendar workflow, then evaluates how each tool attaches session notes and look history to booking records versus how many wardrobe-style modules remain outside the core product. The guide also highlights where API-driven extensibility matters, such as Squire’s API-first positioning for custom data movement.
Stylist Software for booking-linked client history, session capture, and wardrobe-style workflows
Stylist software organizes client intake and appointment operations so styling session work stays connected to the client profile and the appointment lifecycle. Tools like Vagaro focus on tight coupling between the appointment calendar and client records plus built-in reminder automation that sends notifications from the calendar workflow.
Some products extend into styling studio deliverables, such as Squire preserving look history alongside session notes with an API-first extensibility approach for custom workflows. Other tools prioritize appointment-centric coordination, as Booksy keeps reschedules consistent across staff calendars and anchors client profile history to booking context while wardrobe inventory and lookbook building typically require external systems.
Appointment automation, session history linkage, and styling workflow coverage
Stylist software succeeds when the appointment calendar workflow stays tightly coupled to client records so session setup and follow-ups do not require manual lookups. Vagaro pairs appointment scheduling with built-in reminder automation that sends notifications from the calendar workflow, which reduces missed sessions without adding extra steps.
The next differentiator is how each product binds session notes and look history to the booking record and how much wardrobe-style tooling remains inside the core product. Tools like Squire preserve look history alongside session notes with API-first extensibility, while Vagaro remains more scheduling-centered and keeps styling asset libraries as a secondary focus.
Calendar workflow automation tied to client records
Vagaro links appointment calendar actions to client records and runs reminder automation from the calendar workflow. Booksy adds two-way client communication on appointment updates to keep reschedules consistent across staff calendars.
Session notes and look history anchored to the booking lifecycle
StyleSeat ties session notes and look history to stylist profile galleries inside the booking flow for continuity across repeat clients. Mangomint keeps a look history log attached to each client profile so future recommendations reuse prior outfit decisions.
Built-in wardrobe and garment library depth versus external workflow work
Squire provides client look and session notes linked to styling history but keeps wardrobe and garment library depth narrower than specialist tools. GlossGenius centralizes visit context and client record timelines but does not position wardrobe inventory and garment library tooling as its core workflow.
API and extensibility for custom styling data movement
Squire is API-first and supports custom workflows and data movement for teams that need to push session data into other systems. Mangomint has less clear extensibility signals, which can make complex inventory workflows depend on consistent garment tagging discipline.
Session setup continuity across staff and repeated appointments
Phorest keeps client CRM history attached to bookings so session notes and preferences follow the client automatically. Zenoti centralizes appointment scheduling and client records so stylist notes and visit history stay anchored to the appointment timeline.
Choose by workflow ownership: appointment-first, session-first, or wardrobe-first plus integrations
The fastest way to select stylist software is to decide what the team treats as the system of record. Some tools make appointment operations the center of gravity and treat styling outputs as attachments, while others make session capture and look history durable data that drives later workflows.
After that decision, selection depends on integration depth and the control surface for automation. Squire’s API-first extensibility supports custom data movement for teams with developer resources, while Vagaro emphasizes calendar-linked reminders and keeps wardrobe workflow automation limited versus specialized tooling.
Start with the system of record: appointment lifecycle or styling session outputs
If the team must run styling operations from scheduling, Vagaro, Booksy, and Fresha keep appointment calendar and client context in one workflow. If the team must preserve look history and session capture as durable records, Squire, StyleSeat, and Mangomint attach those artifacts to client records for continuity.
Map what must stay inside the core tool versus what can sit outside
If wardrobe inventory and closet audit workflows must be native, most tools in this list will require external systems or manual workarounds because wardrobe and garment library depth is limited in Vagaro, StyleSeat, and Square Appointments. If wardrobe assembly can happen elsewhere, GlossGenius, Zenoti, and Phorest focus more on appointment-linked client history than wardrobe-first authoring.
Evaluate automation control and the failure mode for session capture
Vagaro’s reminder automation is tied to the calendar workflow, which keeps notification timing consistent without separate routines. Squire can preserve session records through API-driven workflows, but automations require careful setup to avoid inconsistent session records.
Test data handoffs across staff scheduling and rescheduling events
Booksy keeps reschedules consistent across staff calendars with two-way client communication, which reduces coordination gaps when multiple staff manage appointments. Fresha ties appointment management and staff scheduling together to reduce rescheduling overhead for styling teams that depend on quick calendar changes.
Decide whether extensibility must be API-first or only light integrations are required
Select Squire when custom workflows require an API-first extensibility approach for data movement and integration depth. Select Phorest or GlossGenius when the priority is appointment-linked client history with automations that follow the appointment lifecycle rather than deep custom data pipelines.
Who this Stylist Software category serves best
Stylist software targets teams that must connect client intake and booking actions to styling session work so notes and look history remain attached to the client profile. Several products in this set focus on appointment operations and reminders, while others focus on session capture continuity and look history persistence.
The best fit depends on whether styling deliverables are primarily appointment-driven records or require wardrobe-style tooling as a first-class module.
Salon and styling teams that run from the front desk calendar
Vagaro and Fresha align appointment calendar workflows with client profiles and reduce rescheduling overhead so session kickoff stays fast. These tools also include reminder automation tied to booking events to limit missed sessions.
Individual stylists who need repeat-client continuity through look history
StyleSeat ties session look history and session notes directly to the booking flow so recurring clients keep the same stylist context. Mangomint similarly preserves look history logs on the client profile for reuse in later recommendations.
Teams that must integrate session data into custom internal systems
Squire is positioned for API-driven extensibility so teams can move session and look history data through custom workflows. This fit aligns with Squire’s ability to support custom data movement instead of relying on built-in wardrobe modules.
Teams that prioritize appointment-linked CRM history over wardrobe tooling
Phorest and GlossGenius keep CRM history attached to bookings and centralize visit context on the client record timeline. These tools are better aligned when wardrobe inventory and garment libraries live in external systems.
Common mistakes when buying Stylist Software
Many teams choose stylist software by appointment scheduling alone and then discover that wardrobe and lookbook assembly are not native modules. Others select based on session capture and then find the automation workflow requires governance discipline to avoid inconsistent records.
These pitfalls show up when teams expect wardrobe-first depth, native digital lookbook exports, or simple automation when the product is appointment-centric or notes-centric.
Choosing an appointment-first tool and assuming wardrobe inventory and closet audit workflows are built in
Vagaro and Square Appointments emphasize appointment operations and client records, not wardrobe inventory depth or closet audit workflows. Budget time for external wardrobe systems if wardrobe workflows are required as core operations.
Relying on automation without validating how session records remain consistent across reschedules
Squire can support API-driven session capture, but automations require careful setup to avoid inconsistent session records. Run a reschedule test case that confirms session notes and look history remain attached to the correct client record.
Treating look history continuity as automatic when intake quality varies
Phorest’s styling note quality depends on consistent intake during sessions because session notes and preferences are tied to the appointment-linked record. Train the intake workflow so style notes are captured with the same level of detail each session.
Picking a tool that preserves session history but ignoring how styling assets must be exported or reviewed
StyleSeat and Square Appointments do not build wardrobe inventory and closet audit workflows as native modules, which limits end-to-end wardrobe operations. If style board export and lookbook tooling are required, validate the export workflow depth during product evaluation.
How We Selected and Ranked These Tools
We evaluated Vagaro, Booksy, Phorest, StyleSeat, GlossGenius, Fresha, Squire, Mangomint, Zenoti, and Square Appointments using feature coverage and operational fit for stylist workflows. Features accounted for 40% of the scoring because the ability to connect appointment actions to client records and session capture affects daily throughput.
Ease of use and value each accounted for 30% of the scoring because teams still need fast session setup and consistent automation behavior under rescheduling. Vagaro ranked first because appointment calendar operations are tightly linked to client records and its reminder automation sends notifications directly from the calendar workflow with consistent timing.
Frequently Asked Questions About Stylist Software
How do stylist scheduling and client management workflows differ across Vagaro, Fresha, and Zenoti?
Which tools keep look history and session notes attached to the appointment flow?
When does a team need API access for outfit planning and exports instead of appointment-only automation?
What breaks if style boards and outfit assembly rely on a garment library when clients have unusual measurements or sizing variance?
How do client-facing booking and appointment update communications differ across Booksy, Phorest, and Square Appointments?
Which tools provide admin controls that prevent client record fragmentation when multiple stylists collaborate?
How does security and account control typically show up in a stylist team rollout for Squire versus Fresha?
How is client intake data structured when comparing Mangomint with tools focused on session capture like GlossGenius?
When should teams migrate existing client history into appointment-centric systems like Vagaro or Zenoti?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
Funding and competing interests
This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.
They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.
Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →
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