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Top 10 Best Binaural Beats Generator Software of 2026

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Top 10 Best Binaural Beats Generator Software of 2026

Compare binaural beats generator software options for listeners, with use-case notes and tradeoffs to help shortlist a fit. Options include Brain.fm.

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

Gitnux editors write the brief first: the topic, the inclusion rules, and the frame for what belongs.

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

Analysts and operators use binaural beats generator software to create consistent stereo beat patterns by controlling carrier and beat frequencies, sequencing, and session routing for focus or sleep workflows. This comparison narrows the tradeoff between browser-based generators, dedicated desktop editors, and scriptable tools that support repeatable configurations and automation.

Brain.fm is the best overall pick for people who want guided binaural-style listening without fiddling with frequencies, since its preset session timeline keeps audio evolution consistent from focus through sleep, whereas myNoise suits headphone-first users who want interactive frequency targeting and real-time binaural layering.

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

Brain.fm

Preset-driven session timeline that controls audio evolution for focus and relaxation listening.

Best for: Fits when guided binaural-style sessions matter more than parameter-level beat construction.

2

myNoise

Editor pick

Frequency-targeted noise and binaural layering built for long-running, headphone-first listening sessions.

Best for: Fits when headphone users need interactive binaural sessions for focus, sleep, or masking.

3

OnlineToneGenerator

Editor pick

Preset-driven binaural session generation with repeatable settings and offline loop export.

Best for: Fits when quick binaural sessions need consistent frequencies and simple offline reuse.

Comparison Table

1
Brain.fmBest overall
commercial streaming
9.4/10
Overall
2
web-based specialist
8.7/10
Overall
3
web-based utility
8.6/10
Overall
4
consumer
8.3/10
Overall
5
8.2/10
Overall
6
vertical specialist
7.7/10
Overall
7
vertical specialist
7.4/10
Overall
8
open-source specialist
7.2/10
Overall
9
specialist
6.8/10
Overall
10
vertical specialist
6.6/10
Overall
#1

Brain.fm

commercial streaming

Subscription audio service delivering AI-generated brainwave entrainment tracks for focus, sleep, and relaxation.

9.4/10
Overall
Features9.4/10
Ease of Use9.3/10
Value9.5/10
Standout feature

Preset-driven session timeline that controls audio evolution for focus and relaxation listening.

Brain.fm provides binaural beat style listening sessions built around guided audio designs and tightly controlled playback rather than downloadable frequency tracks. The core capability is real-time session generation from preset concepts that map to tempo and rhythm changes across a listening timeline.

Audio output is delivered for direct listening with built-in session flow, which reduces the need to manage base frequency selection and carrier setup. Export and low-level synthesis controls are not the focus compared with generators that expose waveform and beat-frequency parameters.

Pros
  • +Guided listening sessions reduce manual frequency and timing setup
  • +Predictable session flow with consistent rhythm changes over time
  • +Clear preset library for common focus and relaxation targets
  • +Direct playback workflow avoids deep audio production steps
Cons
  • –Limited user control over beat-frequency construction and parameters
  • –No granular access to waveform synthesis or phase synchronization settings
  • –Export formats and loop-level editing are not a primary workflow
  • –Works best for prescribed sessions rather than custom sound design

Best for: Fits when guided binaural-style sessions matter more than parameter-level beat construction.

#2

myNoise

web-based specialist

Web-based sound generator platform featuring an interactive binaural beat generator among hundreds of audio tools.

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

Frequency-targeted noise and binaural layering built for long-running, headphone-first listening sessions.

myNoise runs an in-browser binaural audio generator that mixes a carrier signal into adjustable frequency-specific soundscapes. It provides configurable session presets for background masking and brainwave entrainment using stereo routing designed for headphone listening.

The core workflow centers on selecting a tone profile, tuning intensity, and using looped playback for continuous sessions. Export and automation controls are minimal, so it is best suited for interactive listening rather than managed, repeatable production pipelines.

Pros
  • +Headphone-focused binaural rendering with tight stereo cues
  • +Real-time mixing for frequency-focused listening and masking sessions
  • +Simple preset flow from selection to immediate playback
  • +Loop-ready audio design for continuous background use
Cons
  • –No native API surface for orchestration or external automation
  • –Limited export workflow for standardized deliverables
  • –No session versioning for audit-friendly preset management
  • –Fine-grain waveform synthesis controls are not the primary focus

Best for: Fits when headphone users need interactive binaural sessions for focus, sleep, or masking.

#3

OnlineToneGenerator

web-based utility

Free web-based audio tone generator suite including a dedicated binaural beats generator tool.

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

Preset-driven binaural session generation with repeatable settings and offline loop export.

OnlineToneGenerator turns binaural beats into repeatable listening sessions with quick frequency selection and direct playback. Core workflows center on setting carrier frequency and beat frequency, generating the resulting stereo audio, and exporting standard sound files for later use.

The generator focuses on straightforward tone creation rather than deep synthesis controls like waveform-level editing or custom modulation routing. It suits users who want predictable brainwave entrainment sessions they can reuse with offline loop export.

Pros
  • +Fast setup for binaural frequency and beat frequency session generation
  • +Straightforward session length control with immediate playback feedback
  • +Supports loop export so sessions can be reused offline
  • +Simple presets help keep output consistent across repeated listening
Cons
  • –Limited waveform synthesis control compared with pro audio tools
  • –No granular frequency sweep shaping for time-varying beat behavior
  • –Exports focus on common file outputs rather than advanced audio formats
  • –Few sound design controls for amplitude modulation and stereo separation

Best for: Fits when quick binaural sessions need consistent frequencies and simple offline reuse.

#4

BetterSleep

consumer

Sleep and relaxation app that lets users build custom sound mixes with binaural beats.

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

Preset sequencing that manages beat timing across a full listening session with one-click start and resume behavior.

BetterSleep is a binaural beats generator with a focus on guided listening sessions rather than standalone sound design tooling. It delivers session presets that sequence carrier tones and beat frequency behavior across time, then plays the result directly in the browser.

Pros
  • +Session presets reduce manual tuning for binaural beat playback
  • +Browser playback keeps iteration tight during guided listening
  • +Loop export supports offline sharing and repeated listening
  • +Clear UI controls for start, stop, and session switching
Cons
  • –Limited waveform synthesis control beyond preset-driven parameters
  • –No documented automation or API surface for provisioning sessions
  • –Export options do not cover advanced audio codec and bitrate control
  • –Preset sequencing offers fewer timing customization points than pro tools

Best for: Fits when individuals or small teams need preset-based binaural sessions with quick playback and loop export.

#5

GoldWave

SMB

Desktop audio editor with tone generation and stereo processing for binaural-beat projects.

8.2/10
Overall
Features8.2/10
Ease of Use8.3/10
Value8.1/10
Standout feature

Editor-grade, waveform-level refinement of the binaural render before exporting the final WAV file.

GoldWave is an audio editor that also acts as a binaural beats generator using controllable tone and modulation building blocks. It supports waveform synthesis workflows with carrier and beat components, plus hands-on editing of the rendered WAV output.

Pros
  • +Generation and post-processing stay in one editor workflow
  • +Direct WAV export supports fast handoff to other players and tools
  • +Session iteration is practical for tuning carrier and beat parameters
  • +Waveform-level edits make it easier to correct artifacts after render
Cons
  • –Automation and API access are not the center of the workflow
  • –Binaural channel handling is less structured than dedicated generators
  • –Advanced batch rendering needs manual repetition instead of presets-at-scale
  • –Format coverage beyond WAV is limited for larger pipelines

Best for: Fits when individuals need fast binaural beat iteration with audio editor-level control.

#6

BrainAural

vertical specialist

Web-based binaural beats generator with adjustable base and beat frequencies plus preset brainwave states.

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

Live two-channel frequency editing lets listeners modify an active session without stopping playback.

BrainAural provides direct control over the two frequencies that shape each session. Its browser interface combines adjustable tone settings with preset-based workflows, so users can either refine an existing session or create one from scratch. The live controls make small frequency changes audible without rebuilding an audio file.

Pros
  • +Independent left and right frequency controls
  • +Real-time changes during active playback
  • +Presets support sleep, focus, and relaxation sessions
  • +Session duration controls support timed listening
Cons
  • –No documented API for automated session creation
  • –No team workspace or role-based administration
  • –Limited workflow support for exporting finished sessions
  • –Results depend on headphones with clear channel separation

Best for: Fits when individuals need adjustable binaural sessions without installing audio production software.

#7

I-Doser

vertical specialist

Sells sequenced binaural beat "doses" through dedicated player software for mood and altered-state simulation.

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

Named dose catalog packages intended mental states into ready-made listening sessions.

I-Doser organizes sessions around labels such as focus, relaxation, sleep, and meditation. Users select a dose, wear headphones, and let the session play without manually setting carrier tones or beat frequency. The named-session model suits listeners who prefer guided presets over waveform construction.

Pros
  • +Named dose catalog reduces manual frequency setup
  • +Headphone-first stereo separation supports bilateral audio delivery
  • +Sessions cover focus, relaxation, sleep, and meditation goals
  • +Desktop and mobile access support recurring listening routines
Cons
  • –Custom waveform synthesis is less central than preset playback
  • –No documented API, automation layer, or administrative controls for teams
  • –Headphone use is required for the intended left-right audio effect
  • –Dose labels do not provide clinical diagnosis or treatment guidance

Best for: Fits when listeners want ready-made headphone sessions instead of manually designing frequencies.

#8

Gnaural

open-source specialist

Open-source desktop binaural beat generator for Windows, macOS, and Linux.

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

Frequency sweep parameterization that keeps carrier tone behavior consistent across the sweep range.

Gnaural is a binaural beats generator built around waveform synthesis and real-time frequency control for brainwave-style listening sessions. It supports configuring base frequency, beat frequency, and stereo carrier behavior while rendering sessions to audio files via loop export workflows.

Pros
  • +Session presets speed repeatable binaural-stereo generation runs
  • +Frequency sweep controls support gradual beat-frequency transitions
  • +Stereo separation controls let users tune auditory localization behavior
  • +Loop export workflow helps iterate and batch render sessions
Cons
  • –Workflow favors file generation over live control for long sessions
  • –No built-in automation hooks or scriptable API for external orchestration
  • –Limited output formats compared with tools that export multiple codecs
  • –Requires manual parameter tuning for target beat-frequency outcomes

Best for: Fits when binaural beat makers need repeatable preset sessions and loop-based WAV rendering workflow.

#9

SBaGen

specialist

Open-source command-line binaural beat sequencer that generates and plays custom beat scripts in real time.

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

Plain-text sequence language for scripting timed binaural sessions, frequency changes, fades, and pauses.

SBaGen gives technically inclined users direct control over carrier tone values, beat frequencies, volume levels, and session timing. Text definitions make changes reviewable and reusable without rebuilding a session through a graphical interface. The software supports live playback and file generation, which suits scripted experiments, scheduled routines, and offline listening.

Pros
  • +Plain-text session definitions support repeatable audio automation
  • +Command-line operation fits shell scripts and batch rendering
  • +Timed transitions, fades, pauses, and repetitions are configurable
  • +WAV export supports offline playback and external editing
Cons
  • –No graphical editor for constructing or previewing sequences
  • –Configuration syntax creates a steep initial learning curve
  • –No built-in library of guided programs or wellness content
  • –Audio workflow depends on local playback and recording tools

Best for: Fits when technically inclined users need repeatable binaural sessions controlled through text files and scripts.

#10

Neuro-Programmer 3

vertical specialist

Desktop software for creating binaural beats and other brainwave entrainment sessions.

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

Preset-driven session sequencing with repeat and duration controls for generating consistent binaural beat files.

Neuro-Programmer 3 generates binaural-beat sessions by synthesizing carrier tones and beat frequencies for brainwave entrainment workflows. The software supports session presets, interactive frequency control in Hz, and exports audio for playback or offline use.

Pros
  • +Built for generating repeatable binaural sessions from configurable presets
  • +Frequency controls run in Hz so beat targets are set precisely
  • +Direct export to standard audio formats for offline playback
  • +Session sequencing includes duration and repetition controls
Cons
  • –Limited depth for custom waveform design beyond preset parameter controls
  • –Channel management lacks fine-grained stereo calibration tooling
  • –No visible API or automation surface for batch session generation
  • –Sweeps and complex modulation require manual parameter tuning

Best for: Fits when listeners need repeatable entrainment session exports with precise Hz targets, without heavy audio engineering.

Conclusion

After evaluating 10 binaural beats generator software, Brain.fm 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
Brain.fm

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 Binaural Beats Generator Software

This buyer's guide covers binaural beats generator software workflows that produce repeatable headphone sessions, from preset timelines in Brain.fm and BetterSleep to live two-channel frequency edits in BrainAural. It also maps the practical split between audio editor refinement in GoldWave and session export pipelines in Gnaural, Neuro-Programmer 3, and OnlineToneGenerator.

For automation and batch rendering, this guide includes how SBaGen’s plain-text sequence language and command-line operation shape reproducible session generation. It also addresses headphone-first alternatives like myNoise and catalog-style listening sessions in I-Doser when the requirement is guided playback rather than parameter-level beat construction.

Binaural Beats Generator Software for repeatable headphone entrainment sessions

Binaural beats generator software creates left and right carrier behaviors that produce a beat frequency via stereo phase synchronization, with session presets, frequency sweeps, or scriptable beat timelines. Many tools focus on controlled session sequencing so listeners get consistent beat evolution across a run.

BrainAural emphasizes live two-channel editing during active playback, which changes frequency targets without stopping the session. Gnaural centers frequency sweep parameterization and loop-oriented WAV rendering, which supports repeatable file generation when time-varying carrier behavior must stay consistent across exports.

Repeatability and control surface for binaural beat session generation

Binaural beats generator software earns its keep when the same session timeline can be reproduced with the same left and right frequency behavior each time the user presses play or exports audio. Tools in this category differ most on how sessions are defined, how parameter changes occur over time, and how reliably those definitions survive repeated playback and loop export.

  • Session sequencing presets and resume behavior

    BetterSleep provides preset sequencing that manages beat timing across a full listening session with one-click start and resume behavior. Brain.fm also uses a preset-driven session timeline, which keeps the audio evolution consistent across focus and relaxation listening.

  • Live two-channel frequency editing during playback

    BrainAural supports live two-channel frequency editing so left and right frequency targets can change during active playback. This live editing model changes the workflow versus preset-only tools like OnlineToneGenerator, which emphasizes repeatable offline reuse.

  • Time-varying carrier behavior through frequency sweep control

    Gnaural focuses on frequency sweep parameterization and keeps carrier tone behavior consistent across a sweep range. Neuro-Programmer 3 targets repeatable entrainment session exports using Hz-based frequency controls, which supports precise beat targets without heavy audio engineering.

  • Export workflow and edit-ready handoff

    GoldWave stays centered on editor-grade waveform refinement and direct WAV export for handoff into other players and tools. Gnaural also supports loop-based WAV rendering, which fits pipelines where standardized file generation matters.

  • Scriptable automation via plain-text session definitions

    SBaGen uses plain-text sequence language to define timed frequency changes, fades, and pauses, and it runs from the command line for batch rendering. This automation-first workflow contrasts with tools like myNoise that focus on interactive headphone-first mixing rather than scripted session generation.

  • Headphone-first listening sessions with real-time mixing

    myNoise is built for long-running headphone sessions with real-time mixing for frequency-focused listening and masking. I-Doser provides a named dose catalog that maps mental states to ready-made listening sessions designed for headphone playback.

Select by defining where session control lives, then validate repeatability

Choosing binaural beats generator software works best when the selection matches where control decisions must happen, such as preset sequencing, live two-channel edits, or script-driven batch generation. Once the control model is chosen, buyers should confirm that exports or generated sessions match the same frequency timing behavior used during playback, since loop and render workflows can diverge across tools.

  • Match the session control model to the workflow

    Pick preset timeline control when the need is quick start, consistent session flow, and minimal parameter tuning using Brain.fm or BetterSleep. Pick live two-channel editing when frequency targets must change during active listening using BrainAural.

  • If frequency behavior must change over time, choose sweep or timeline semantics

    Choose Gnaural when repeatability depends on frequency sweep parameterization that keeps carrier tone behavior consistent across a sweep range. Choose OnlineToneGenerator when the need is preset-driven generation with repeatable settings and offline loop export rather than sweep shaping.

  • Decide whether the deliverable is a ready session or an exportable audio asset

    Choose GoldWave when refinement requires editor-grade waveform-level adjustments before exporting a final WAV file. Choose Gnaural, Neuro-Programmer 3, or OnlineToneGenerator when the workflow centers on generating binaural beat files from repeatable session definitions.

  • Select automation capability based on how sessions will scale

    Choose SBaGen when session generation must be repeatable through plain-text sequence definitions and run through command-line batch rendering. Choose BetterSleep or Brain.fm when scaling means distributing preset sessions to individuals without requiring scripting.

  • Check how headphone-focused interactivity affects export expectations

    Choose myNoise when interactive headphone-first mixing matters more than export standardization, since it supports real-time mixing for frequency-focused listening. Choose I-Doser when catalog-style mental-state sessions are the requirement instead of parameter-level beat construction.

Who benefits from Binaural Beats Generator Software with repeatable session control

This category fits two common patterns: listeners who want consistent guided sessions they can replay exactly and builders who need repeatable audio assets or automated batch generation. The strongest match depends on whether control is expected to happen before playback through presets, during playback through live edits, or outside playback through scripts and batch workflows.

  • People who replay the same binaural session many times

    BetterSleep and Brain.fm provide preset sequencing that keeps session flow consistent across replays, with BetterSleep adding one-click start and resume behavior.

  • Listeners who need to adjust left and right frequency targets while audio is already running

    BrainAural supports independent left and right frequency controls with real-time changes during active playback.

  • Audio makers who generate repeatable binaural files for distribution or archiving

    Gnaural supports loop-oriented WAV rendering with frequency sweep parameterization, and Neuro-Programmer 3 focuses on repeatable entrainment session exports with Hz-based frequency controls.

  • Teams or hobbyists who want batch rendering controlled by text definitions

    SBaGen defines timed binaural sessions using a plain-text sequence language and uses command-line operation that fits shell scripts and batch rendering.

  • Headphone-first users who prioritize interactive mixing over file export workflows

    myNoise emphasizes real-time mixing for long-running headphone sessions, while I-Doser emphasizes a named dose catalog that delivers ready-made listening sessions.

Common pitfalls when buying Binaural Beats Generator Software

Many misbuys happen when the buyer chooses the wrong control model for the required workflow, such as expecting scriptable automation from a preset-only listener app or expecting editor-grade waveform refinement from a session generator. Other failures come from assuming exports preserve the same timing behavior as live playback, which matters when sweep behavior or preset sequencing drives the beat frequency evolution.

  • Assuming live control tools also provide automation and batch generation

    BrainAural enables live two-channel edits during playback, but it does not provide a documented API for automated session creation, so it is a poor fit for scripted pipelines that depend on repeatable generation.

  • Choosing a preset timeline and later needing sweep shaping for time-varying beat behavior

    OnlineToneGenerator provides repeatable settings and offline loop export, but it offers limited waveform synthesis control and limited granular frequency sweep shaping compared with Gnaural.

  • Buying for waveform-level refinement without checking the automation surface

    GoldWave can refine and export WAV files in an editor workflow, but automation and API access are not the center of the workflow, so batch generation requirements will likely need a script-first tool like SBaGen.

  • Expecting standard deliverable exports from headphone-first interactive mixers

    myNoise and I-Doser focus on interactive listening and catalog-style sessions, so standardized export workflows can be limited compared with dedicated generation tools like Gnaural or Neuro-Programmer 3.

  • Relying on a UI workflow when repeatability requires text-defined sessions

    SBaGen enables repeatable audio automation through plain-text session definitions and command-line operation, while it lacks a graphical editor, so expecting drag-and-drop session building conflicts with how it works.

How analysts grounded these picks in published workflow and documentation

Analysts opened the source publication and copied each figure next to the passage that described a capability for each software tool. Analysts then compared those figures against official documentation and the changelog, and they cross-checked against an independent review when one was explicitly cited.

Analysts kept a figure when it matched the documentation sources, and they included a published benchmark only when it was the cited basis in the source publication. This process emphasized workflow claims tied to session definition, playback behavior, export behavior, and automation or scripting surfaces rather than general audio marketing language.

Frequently Asked Questions About Binaural Beats Generator Software

Which tool workflow suits browser-only listening without exporting audio files?
BrainAural runs in the browser and focuses on live two-frequency editing with direct playback. Brain.fm also centers on guided session timelines for uninterrupted listening, while minimizing downloadable frequency-track workflows.
How does a frequency sweep workflow differ between Gnaural and OnlineToneGenerator?
Gnaural exposes frequency sweep parameterization so the carrier behavior stays consistent across a sweep range, then renders results for offline use. OnlineToneGenerator keeps the workflow simpler by generating sessions from a selected carrier frequency and beat frequency for predictable reuse and loop export.
When does preset sequencing matter more than parameter-level synthesis control?
BetterSleep uses session presets that sequence carrier and beat behavior across time, which helps users start and resume the same listening session without manual frequency math. I-Doser uses named dose labels for focus, relaxation, and sleep so users run repeatable sessions without setting beat frequency or base tone targets.
What breaks if users need an API or automation layer for managed production runs?
BrainAural lacks a documented API or automation layer for managed deployments, which limits integration with external scheduling or batch rendering. SBaGen supports repeatable generation through text-based definitions, but it requires a command-line workflow that fits scripting rather than interactive studio control.
How do data migration and session portability work when moving between generator tools?
SBaGen’s plain-text sequence language makes migration practical because timed frequency changes, fades, and pauses live in a reviewable text file. Tools like OnlineToneGenerator and myNoise center on generated audio sessions and interactive presets, so portability usually means re-entering frequency settings or recreating session presets rather than importing a structured configuration.
Which tools handle headphone routing and long-running sessions with minimal user interaction?
myNoise is built for headphone-first listening with stereo routing, intensity tuning, and looped playback for continuous masking and entrainment. Brain.fm also delivers guided session flow for direct listening, which reduces the need to manage carrier tone selection during playback.
How does session repeatability differ between Neuro-Programmer 3 and BetterSleep?
Neuro-Programmer 3 uses preset-driven session sequencing with repeat and duration controls to generate consistent entrainment files. BetterSleep also uses presets, but its strongest workflow benefit is starting and resuming specific timed listening sessions in the browser.
Where does waveform-level editing fall short compared with generator-first tooling?
GoldWave combines binaural beat generation with editor-grade waveform refinement, which supports iterative post-processing in the same environment. By contrast, Brain.fm and BetterSleep focus on guided playback flow and preset sequencing, so they do not target editing the rendered WAV at the waveform level.
Which tool fits research workflows that need scriptable parameter edits and audit-friendly configuration?
SBaGen supports text definitions for carrier values, beat frequencies, volume levels, and session timing, which supports versioned configuration review. BetterSleep can sequence timed behavior via presets, but its workflow emphasizes playback convenience rather than maintaining a configuration text model for scripted iteration.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

Vendor-funded 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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