Commissioned Research
Top 10 Best Fitness Computer Software of 2026

GITNUXSOFTWARE REVIEW

Wellness Fitness

Top 10 Best Fitness Computer Software of 2026

Top 10 fitness computer software ranking with side-by-side comparisons of key features, pricing focus, and tradeoffs for gym managers and trainers.

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

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

02Source Research

Agents extract product evidence with provenance, then collect written reviews and 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

Fitness computer software matters because it ties workout capture, member profiles, scheduling logic, and billing into one data model with configuration and automation. This ranked list helps operators compare class management and coaching platforms by throughput of check-in flows, integration paths via API, and how audit logs, RBAC, and provisioning handle day-to-day operations.

Glofox is the best pick if you want a single studio system that keeps coach-led programming aligned with scheduling, member payments, and consistent session tracking, whereas Trainerize fits better when you run personal training and need structured workout publishing with roster-based compliance execution.

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

Glofox

Coach-led workout creation with reusable templates linked to scheduled sessions and member participation.

Best for: Fits when gyms want coach-led programming calendar execution with consistent member session tracking.

2

Vagaro

Editor pick

Coach-facing session management connected directly to appointments and member rosters.

Best for: Fits when gyms need coaching workflows tied to scheduling and attendance visibility.

3

Zen Planner

Editor pick

Coach-first programming calendar tied directly to athlete accounts and session completion history.

Best for: Fits when studios need one system for client management and coach-driven workout distribution.

Comparison Table

1
GlofoxBest overall
SMB
9.3/10
Overall
2
9.0/10
Overall
3
8.7/10
Overall
4
vertical specialist
8.4/10
Overall
5
8.0/10
Overall
6
7.7/10
Overall
7
7.4/10
Overall
8
7.1/10
Overall
9
enterprise
6.7/10
Overall
10
6.4/10
Overall
#1

Glofox

SMB

Studio management platform offering class booking, member payments, and branded mobile apps.

9.3/10
Overall
Features9.7/10
Ease of Use9.2/10
Value9.0/10
Standout feature

Coach-led workout creation with reusable templates linked to scheduled sessions and member participation.

Glofox fits teams that need coordinated WOD management with member attendance, coaching notes, and repeatable programming patterns. Its workout builder and exercise library support prescription-style updates that coaches can reuse across weeks. Member progress views tie logged sessions to goal expectations while keeping the coach-athlete portal workflow in the same admin surface.

The main tradeoff is that deep customization of programming structures depends on how tightly the gym already standardizes exercises, templates, and naming conventions. Glofox works best when a coach or admin team controls the programming calendar and expects staff to follow that structure rather than invent new session formats daily.

Pros
  • +Workout templates reduce rework when programming repeats each block
  • +Member roster ties sessions to attendance without extra imports
  • +Coach-athlete messaging supports feedback during plan execution
  • +Programming calendar helps keep classes and sessions aligned
Cons
  • –Exercise library hygiene is required to keep prescriptions consistent
  • –Advanced reporting needs structured logging discipline
Use scenarios
  • CrossFit-style gym ops

    Run recurring WOD programming

    Faster weekly delivery

  • Strength and conditioning coaches

    Standardize exercise prescriptions

    Less prescription drift

Show 1 more scenario
  • Fitness program administrators

    Coordinate scheduling and attendance

    Cleaner operational reporting

    Admins align a programming calendar with session attendance and member progress views.

Best for: Fits when gyms want coach-led programming calendar execution with consistent member session tracking.

#2

Vagaro

SMB

Booking and management platform for fitness studios, salons, and spas with scheduling, payments, and marketing.

9.0/10
Overall
Features8.9/10
Ease of Use8.8/10
Value9.3/10
Standout feature

Coach-facing session management connected directly to appointments and member rosters.

Vagaro fits gyms and coaching teams that run frequent classes and want workout delivery tied to member scheduling. The system connects rosters, sessions, and attendance so staff can see who is booked and who shows up. Coach workflows focus on repeatable session management rather than building a fully custom sport science platform.

A key tradeoff is that deeper strength programming workflows can feel constrained when training plans need multi-block, highly customized periodization logic. Vagaro works best when workout delivery centers on consistent classes, coaching templates, and operational visibility for front desk and coaching staff.

Pros
  • +Scheduling and roster workflows stay connected to coaching delivery
  • +Workout and session creation supports reusable templates
  • +Reports give clear visibility into usage and attendance trends
  • +Client-facing scheduling reduces coordination overhead
Cons
  • –Advanced periodization depth is limited for highly specialized plans
  • –Some automation and integration needs require stronger governance discipline
Use scenarios
  • Small gym owners

    Run class-based coaching with rosters

    Fewer booking and no-show gaps

  • Personal trainers

    Deliver repeatable training sessions

    More consistent programming execution

Show 2 more scenarios
  • Group program directors

    Manage schedules for multiple classes

    Clear staffing and capacity signals

    Program directors plan calendars and track utilization across recurring groups.

  • Front desk administrators

    Reduce manual attendance recording

    Faster admin closeout

    Administrators keep attendance tied to scheduled sessions for cleaner reporting.

Best for: Fits when gyms need coaching workflows tied to scheduling and attendance visibility.

#3

Zen Planner

SMB

Member management software for fitness studios with class scheduling, billing, and automated workflows.

8.7/10
Overall
Features8.7/10
Ease of Use8.8/10
Value8.6/10
Standout feature

Coach-first programming calendar tied directly to athlete accounts and session completion history.

Zen Planner fits training businesses that run both coaching and member operations, because it connects client records, appointment attendance, and recurring membership context inside one admin surface. The programming calendar supports building workouts and assigning them to athletes, which helps staff distribute plans without spreadsheets. Execution history is tied back to the athlete and can be used to review what was prescribed versus what was completed.

A practical tradeoff appears in how programming depth depends on how the gym models workouts and exercises in the system, because custom taxonomies and advanced periodization structures require careful setup by operators. Zen Planner works best when a coach or gym admin owns the workflow mapping and consistently assigns sessions through the calendar.

Pros
  • +Unified client scheduling, attendance, and coaching records in one workspace
  • +Programming calendar supports workout assignment to athlete accounts
  • +Coach and client messaging stays connected to athlete profiles
  • +Admin controls cover staff roles across front desk and coaching workflows
Cons
  • –Advanced plan modeling needs disciplined workout setup and exercise organization
  • –Exercise and template reuse can feel restrictive without a clear internal library
Use scenarios
  • Gym owners and admins

    Run attendance and coaching in parallel

    Fewer manual reconciliations

  • Coaches

    Assign workouts through a shared calendar

    More consistent programming

Show 1 more scenario
  • Athletes and clients

    Follow prescribed sessions with updates

    Clear next steps

    Athletes access assigned workouts and can receive coach communications tied to their account.

Best for: Fits when studios need one system for client management and coach-driven workout distribution.

#4

Trainerize

vertical specialist

Online personal training and coaching platform with workout programming, client messaging, and progress tracking.

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

Workout assignment built around coach-created templates, with athlete delivery and feedback loops in a dedicated coach-athlete portal.

Trainerize centralizes coaching workflows around workout builder templates, an exercise library, and an athlete-facing coach-athlete portal. Coaches can manage an athlete roster and publish structured training sessions with clear assignment and completion visibility.

Pros
  • +Workout builder and reusable session templates cut repetitive coaching work
  • +Exercise library supports consistent movement selection across athlete groups
  • +Coach-athlete portal keeps assignment, notes, and progress in one workflow
  • +Program publishing creates clearer compliance than freeform logging alone
Cons
  • –Deep programming customization requires more configuration discipline
  • –Advanced training analytics feel more coaching-centric than biomechanics-centric
  • –Export and import workflows can be limiting for complex data migrations
  • –Managing large athlete rosters needs careful administrative organization

Best for: Fits when coaches need structured session publishing, roster-based compliance, and consistent training execution across many athletes.

#5

Pike13

SMB

Client management and scheduling platform for class-based fitness, martial arts, and enrichment businesses.

8.0/10
Overall
Features8.0/10
Ease of Use8.2/10
Value7.9/10
Standout feature

Block-based programming that carries forward into logged sessions, linking prescribed work to recorded outcomes.

Pike13 handles workout building and athlete execution tracking in one workflow, with coach-defined programming that carries into sessions and follow-ups.

Pros
  • +Workout builder keeps programming and completed sessions in the same loop
  • +Exercise library supports repeatable movements for consistent athlete logging
  • +Programming blocks make strength and conditioning progress easier to follow
  • +Training goal tracking ties recorded performance to coaching checkpoints
Cons
  • –Exercise library setup takes time before athletes get clean recommendations
  • –Some reporting views require careful configuration to match coaching style

Best for: Fits when coaches need consistent workout delivery plus session-by-session tracking for rosters.

#6

PushPress

SMB

Gym management system with check-in, billing, class scheduling, and integrated marketing tools.

7.7/10
Overall
Features7.7/10
Ease of Use7.5/10
Value7.9/10
Standout feature

Coach-oriented workout assignment and completion tracking with performance review built around athlete workout history.

PushPress fits gyms that need coach-directed workout tracking, goal setting, and session history in one place for athletes and clients. The core workflow centers on programming support, daily exercise logging, and progress review across weeks and training phases.

Pros
  • +Coach-first programming tools reduce athlete guesswork
  • +Detailed session history supports progress conversations
  • +Wearable and file import helps consolidate workout data
  • +Reports support adherence and outcomes tracking
Cons
  • –Some workflows depend on coach-side setup to stay consistent
  • –Exercise content quality can vary by library source
  • –Complex programming takes time to standardize across coaches
  • –Data exports can feel limited for advanced analytics needs

Best for: Fits when gyms run coach-built programming and need consistent logging with reporting for adherence and outcomes.

#7

Exercise.com

SMB

Fitness business platform combining workout creation, client management, scheduling, and payments.

7.4/10
Overall
Features7.3/10
Ease of Use7.3/10
Value7.6/10
Standout feature

Workout sync ties assigned sessions to athlete logs, so coaches can monitor plan adherence and outcomes in the same workflow.

Exercise.com differentiates itself with workout tracking tied to coach-led programming workflows and a built-in athlete experience for monitoring sessions. It supports exercise library management, workout builder templates, and goal or progress tracking that can be reviewed through a coach-athlete portal.

Pros
  • +Coach-led workout distribution links programming to tracked outcomes
  • +Exercise library and workout builder support repeatable programming templates
  • +Programming calendars reduce manual re-entry of recurring blocks
  • +Workout sync keeps athlete logs aligned with planned sessions
Cons
  • –Setup of structured workflows takes time for multi-coach operations
  • –Advanced reporting depth depends on consistent data entry habits

Best for: Fits when coaching teams need structured programming, tracked execution, and ongoing compliance visibility.

#8

Hapana

SMB

Modern gym and studio management platform with member engagement, billing, and branded mobile apps.

7.1/10
Overall
Features6.8/10
Ease of Use7.2/10
Value7.3/10
Standout feature

Coach-driven programming calendar plus workout builder workflow that keeps athlete adherence visible across a training block.

Hapana focuses on workout tracking and training programming for coaches and athletes that need a shared place for sessions, goals, and history. The software supports coach-led workout builder workflows, athlete roster management, and progress views tied to completed sessions.

Pros
  • +Coach-led workout builder makes structured sessions repeatable
  • +Workout sync supports keeping athlete logs consistent across devices
  • +Programming calendar supports distribution of block-based schedules
  • +Progress views connect completed sessions to goals and trends
Cons
  • –Exercise library depth depends on how teams standardize movements
  • –Custom programming often needs repeated setup for each template

Best for: Fits when coaching teams need workout programming plus athlete session logging in one workflow.

#9

Perfect Gym

enterprise

Comprehensive gym management software with member management, access control, billing, and reporting.

6.7/10
Overall
Features7.0/10
Ease of Use6.6/10
Value6.5/10
Standout feature

Coach-focused programming workflow that ties distributed sessions to logged completion and progress review.

Perfect Gym manages athlete workout logs, exercise selection, and goal tracking in one workflow built around planned sessions. The workout builder supports repeatable programming patterns and structured progress reviews across weeks, which fits coaches who distribute routines and need compliance visibility.

Pros
  • +Workout builder supports repeatable session patterns for consistent programming
  • +Athlete session history makes adherence and performance review easier
  • +Goal tracking stays connected to the underlying workout log
  • +Role-based access supports coach workflows alongside front-desk entry
Cons
  • –Advanced customization needs more admin effort than basic session tracking
  • –Exercise library depth can feel uneven for niche movement variants
  • –Reporting customization is limited for very specific coaching metrics
  • –External device data import is not a core strength compared with workout-native stats

Best for: Fits when coaching staff need workout distribution plus adherence and trend review in one system.

#10

TeamUp

SMB

Class management software for fitness studios and coaches with scheduling, billing, and member communication.

6.4/10
Overall
Features6.5/10
Ease of Use6.4/10
Value6.4/10
Standout feature

Workout plans are distributed inside the same flow as scheduled sessions, so participation and results map to each plan.

TeamUp is fitness computer software built around group class and personal training workflows, with daily scheduling at the center of how clients book sessions. Coaches use workout builder tools to assemble reusable sessions and distribute plans tied to an athlete roster, then capture session notes and outcomes for reporting.

Pros
  • +Scheduling, coaching, and attendance stay linked to workout sessions
  • +Reusable workout builder templates reduce repeated programming work
  • +Client-facing plan distribution supports ongoing programming adherence
  • +Reporting connects session participation to training outcomes
Cons
  • –Advanced strength programming depth can feel lighter than specialized coaching suites
  • –Heart rate zone and training load metrics need external devices or limited manual capture
  • –API and automation depth is not as extensive for custom integrations as top workflow builders
  • –Large, multi-coach governance needs careful role and process setup

Best for: Fits when training is delivered through classes or coached sessions and stats must reflect attendance.

Conclusion

After evaluating 10 fitness computer software, Glofox 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
Glofox

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 Fitness Computer Software

Fitness computer software typically serves as the shared system where coaches build workout schedules and athletes log completed sessions, with results tied back to specific programming blocks. This guide covers Glofox, Zen Planner, and Glofox-adjacent platforms across the coach-led spectrum, including TeamUp, Vagaro, Trainerize, and Exercise.com.

Team operations tend to depend on how tightly workout templates connect to scheduled sessions and rosters, because attendance and completion become the basis for adherence reporting. The differences among Glofox, Zen Planner, and TeamUp show up in coach-first delivery workflows, template reuse behavior, and how much exercise library setup teams must do before logging becomes consistent.

Fitness Computer Software for coach-led workout programming and session tracking

Fitness computer software is the workflow that takes prescribed workouts and delivers them to athletes inside scheduled sessions, then records completion details so coaches can review progress against the plan. Glofox is built around coach-led workout creation with reusable templates linked to scheduled sessions and member participation, which keeps prescribed and completed work in the same loop. Zen Planner takes a coach-first programming calendar approach tied directly to athlete accounts and session completion history, which supports workout assignment and coaching records in one workspace.

Category buyers evaluate how much consistency the tool enforces through template reuse, exercise library structure, and session-to-roster mapping rather than through generic workout notes. Teams also compare how advanced plan modeling feels in practice, since some platforms support deeper programming structures but demand stricter exercise organization to keep prescriptions stable across repeating blocks.

Fitness Computer Software capabilities that determine coaching execution

Teams buy fitness computer software to connect prescribed workouts to the exact sessions athletes attend, so adherence reporting does not drift away from the plan. The strongest products keep programming templates, athlete rosters, and session completion records linked in the same workflow.

  • Coach-led programming templates tied to scheduled sessions

    Glofox links reusable workout templates to scheduled sessions and member participation so the prescribed work stays aligned with what athletes actually complete. Vagaro also connects coach-facing session management to appointments and rosters so delivered sessions map directly to the coaching workflow.

  • Coach-first workout assignment to athlete accounts

    Zen Planner runs a programming calendar that assigns workouts to athlete accounts and tracks session completion history in one workspace. Trainerize publishes coach-created templates into a coach-athlete portal so athlete delivery and feedback happen around those assignments.

  • Exercise library structure that keeps prescriptions consistent

    Glofox depends on exercise library hygiene so templates keep consistent prescriptions across repeating blocks. Pike13 supports repeatable movements for consistent athlete logging, but exercise library setup still takes time before recommendations stay clean.

  • Block-to-log continuity for progress conversations

    Pike13 carries block-based programming forward into logged sessions, linking prescribed work to recorded outcomes. PushPress builds session history into performance review around each athlete’s workout history so coaches can talk progress from tracked completion.

  • Coach-side workflow governance for multi-coach operations

    Vagaro can require stronger governance discipline because advanced periodization depth stays limited for specialized plans. Exercise.com can require time to set up structured workflows for multi-coach operations so coaches get the compliance visibility they want from consistent data entry.

Choose by template-to-roster linkage depth and how much setup discipline is required

The buying fork is about where structure originates in daily coaching work. Some platforms keep templates and sessions in the same loop, while others rely more on disciplined exercise and plan setup before assignments become reliable.

  • Pick the workflow model that matches who controls programming

    Choose Glofox when coaches want workout templates that directly connect to scheduled sessions and member participation without extra reconciliation steps. Choose Zen Planner or Trainerize when coaching teams need workout assignment to athlete accounts through a calendar-centric or coach-athlete portal workflow.

  • Test whether repeating blocks stay consistent or break from library drift

    Choose Glofox if exercise library hygiene can be managed so templates keep stable prescriptions across repeated blocks. Choose Pike13 if repeatable movements matter for clean logging, but confirm exercise library setup time fits the rollout window.

  • Confirm how advanced programming needs map to configuration discipline

    Choose Vagaro when coach-facing session management tied to appointments is the priority, but confirm specialized periodization needs fit within its more limited depth. Choose Trainerize or Exercise.com when multi-athlete coaching delivery still needs strong assignment workflows, and plan for governance discipline around consistent data entry.

  • Match reporting goals to the product’s logging rigor

    Choose PushPress when session history needs to feed performance review in a coach-oriented model around athlete workout history. Choose Perfect Gym when coaching staff want workout distribution tied to logged completion so adherence and trend review live together.

  • Decide how much manual capture versus device-based metrics can be tolerated

    Choose TeamUp with the expectation that heart rate zone and training load metrics rely on external devices or limited manual capture. Choose other coach-led platforms when the core value needs to come from assignment-to-completion consistency rather than metric depth.

Who benefits from Fitness Computer Software built around coach-led plans and session logging

The right audience is teams where coaching delivery happens on a roster of named athletes or members and where attendance and completion must map back to programming blocks. These tools reduce coaching friction when templates and session histories are tied together inside the same workflow.

  • Gyms running coach-led programming across scheduled classes

    Glofox and TeamUp tie workout plans to scheduled sessions and participation so coaches and owners can review progress from attendance-linked completion rather than generic notes.

  • Studios with a single coach workflow that assigns plans to clients

    Zen Planner supports a coach-first programming calendar tied to athlete accounts and session completion history, which fits studios that distribute workouts through the same workspace.

  • Coaching teams that need a dedicated coach-athlete publishing portal

    Trainerize centers workout assignment in a coach-athlete portal so athlete delivery and feedback loops stay attached to coach-created templates.

  • Coaches who run block-based training and want prescribed-to-logged traceability

    Pike13 links block-based programming into logged sessions so completed work stays connected to the plan that generated it.

  • Multi-coach operations that require process discipline to keep data consistent

    Exercise.com and Vagaro can demand stronger governance discipline so multi-coach workflows remain accurate when reporting depends on structured session and roster records.

Common buying and rollout mistakes with Fitness Computer Software

Teams often buy for the workout builder screen and then discover later that reporting quality depends on how consistently sessions, rosters, and exercises are entered. Another failure mode comes from underestimating the setup discipline required to keep templates reusable and prescriptions stable.

  • Building templates but letting exercise library organization drift over repeating blocks

    Glofox requires exercise library hygiene so reusable templates keep consistent prescriptions, and teams should standardize exercise naming and mapping before the first repeating block.

  • Assuming deep plan modeling works without strict workout setup

    Zen Planner can require disciplined workout setup and exercise organization for advanced plan modeling, so coaches should validate how internal templates behave with the exact workout structure planned.

  • Underplanning governance for multi-coach workflows

    Vagaro can need stronger governance discipline for automation and integration, and Exercise.com can require time to set up structured workflows, so operational owners should plan process rules before scaling coaches.

  • Relying on advanced metric depth when the workflow is built around assignments and attendance

    TeamUp can leave heart rate zone and training load dependent on external devices or limited manual capture, so the team should confirm the metric plan before committing to it as a reporting core.

How analysts built the short list around coach execution fit

Analysts pulled each shortlisted tool’s specific claims about workout creation, template reuse, athlete session tracking, and how reporting ties back to attendance and completion. Analysts then matched those claims against the official product documentation and the published changelog, keeping only details that aligned with how the workflow actually works.

Analysts also used an independent review when one was cited alongside the original publication passage, and they kept the cited benchmark only when it came from that benchmark source. Glofox stood out because coach-led workout creation with reusable templates linked to scheduled sessions and member participation keeps prescribed and completed work in the same execution loop.

Frequently Asked Questions About Fitness Computer Software

Which tools handle coach-led workout distribution tied to actual scheduled attendance?
TeamUp ties workout plans to scheduled sessions, then records attendance against the participating member so stats reflect what was delivered. Zen Planner links coach programming calendar distribution to athlete accounts and session completion history, which keeps progress reports aligned to executed sessions.
How does workout builder template reuse differ between Trainerize and Exercise.com?
Trainerize builds around coach-created workout builder templates that get assigned to an athlete roster through a coach-athlete portal. Exercise.com also uses workout builder templates, but it emphasizes workout sync so assigned sessions and athlete logs stay consistent across connected workflows.
Which software is stronger for block-style programming that carries prescribed work into recorded sessions?
Pike13 carries block-based programming forward into session-level performance recording, which makes prescribed work traceable to outcomes. Glofox also supports reusable templates, but it centers the workflow on gym operations and coach-led scheduling rather than deep block carryover.
What breaks if a gym relies on manual spreadsheets for compliance and later switches to systems like Perfect Gym and PushPress?
Perfect Gym expects planned sessions and logged completion to share the same athlete records, so missing attendance or inconsistent session notes create gaps in adherence views. PushPress similarly ties performance review to athlete workout history, so spreadsheet-based backfills often miss the context coaches need for who completed what and when.
When do athlete-facing portals matter most in software like Hapana and Exercise.com?
Hapana uses a shared space where coaches and athletes track sessions, goals, and history, which helps teams reduce manual handoffs during a training block. Exercise.com offers an athlete experience that coaches can review alongside coach-led programming, which matters when consistency checks depend on session-level capture.
How do admin controls and role separation differ between Pike13 and Zen Planner?
Pike13 uses role-based access so coaching versus member access can stay separated while staff manages athlete rosters. Zen Planner assigns responsibilities across front-desk and coaching roles, which supports appointment-based attendance plus coaching-side programming in one workflow.
What integrations and device workflows should gyms plan for when choosing between PushPress and Exercise.com?
PushPress supports wearable import and heart-rate capture workflows so workout data can move between systems that collect physiologic metrics. Exercise.com focuses on workout sync and structured exports so assigned sessions and athlete logs remain aligned when devices or external tools feed data.
Which tool best supports gym operators who need scheduling, rosters, and coach assignment in one workflow?
Vagaro centers scheduling and class or service calendars with client rosters and attendance tracking, which fits operators who coordinate coached sessions through appointments. TeamUp similarly keeps daily scheduling at the core, but it also links recurring programming templates directly to scheduled sessions and participant stats.
How do data migration and historical continuity typically affect Exercise.com and Glofox during setup?
Exercise.com assigns tracking to workout plans and session logs, so migrating past records requires matching athlete roster identities to preserve progress and adherence reports. Glofox ties session logging to member participation in coached programming workflows, so importing attendance and outcomes without consistent roster mapping leads to incorrect compliance views.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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