Commissioned Research
Top 10 Best Looper Software of 2026

GITNUXSOFTWARE REVIEW

Music And Audio

Top 10 Best Looper Software of 2026

Editorial roundup comparing looper software tools and where each fits for music producers choosing based on workflow and features.

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

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

02Source Research

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page. This does not influence our reviews. Editorial policy

Looper software matters when real-time capture, overdubs, and synchronized playback must stay in time while routing audio through apps or plugins. This comparison targets technical operators deciding between macOS routing and virtual devices, real-time looping engines like SooperLooper, and loop mutation workflows such as MIXO to match automation needs, configuration depth, and performance control.

BlackHole is the best pick for live performers who need quick phrase looping and overdubbing with minimal DAW involvement because its audio-chain overdub layering stays performance-synchronous, while Quantiloop suits automation-minded teams that want tempo-aligned looping with external control thanks to its API-driven loop capture and playback state management.

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

BlackHole

Overdub layering is integrated with the live audio chain so loop capture and processing stay performance-synchronous.

Best for: Fits when live performers need quick phrase looping and overdubbing with minimal DAW involvement.

2

Quantiloop

Editor pick

API-oriented control of loop capture and playback state for external automation and custom performance tooling.

Best for: Fits when teams need tempo-aligned looping plus API-driven control for automated performance setups.

3

GIADA

Editor pick

Stage-first live loop management with overdub-friendly behavior and region-based playback control.

Best for: Fits when live sets need quick overdubbing and loop playback control outside a DAW timeline.

Comparison Table

1
BlackHoleBest overall
API-first
9.2/10
Overall
2
vertical specialist
8.7/10
Overall
3
live performance
8.6/10
Overall
4
pro music production
8.4/10
Overall
5
8.0/10
Overall
6
7.8/10
Overall
7
vertical specialist
7.4/10
Overall
8
browser music studio
7.1/10
Overall
9
plugin specialist
6.9/10
Overall
10
vertical specialist
6.7/10
Overall
#1

BlackHole

API-first

macOS virtual audio driver that passes audio between applications with zero additional latency.

9.2/10
Overall
Features9.2/10
Ease of Use9.0/10
Value9.4/10
Standout feature

Overdub layering is integrated with the live audio chain so loop capture and processing stay performance-synchronous.

BlackHole from existential.audio functions as an audio looper built for fast phrase capture, immediate overdubbing, and repeatable playback in real time. It differentiates itself through an effects-driven workflow where recording and loop handling are tightly coupled to the audio chain used during performance.

Core capabilities include continuous loop recording, overdub layers, basic loop control actions, and audio routing designed for stage-style use rather than file-based editing. The tool is best evaluated on how its loop timing behaves alongside common audio interfaces and monitoring paths.

Pros
  • +Live-first loop capture with immediate overdub layering workflow
  • +Audio-chain oriented routing keeps recording and monitoring under one setup
  • +Low friction loop control designed for performance timing
  • +Practical for building repeatable phrases without DAW editing steps
Cons
  • –Deeper arrangement features for stems and exports are limited versus DAW loop engines
  • –Tight integration with specific routing paths can require careful audio interface setup
  • –Advanced timing tools like tempo maps and loop quantization are not the focus
  • –Multi-track management and extensive automation lanes are comparatively thin
Use scenarios
  • Audio QA and operations teams

    Verify app playback routes through virtual devices

    Repeatable routing verification paths

  • Specialist desktop audio users

    Transfer multichannel audio across applications

    Multichannel software signal routing

Show 2 more scenarios
  • Streamers and content creators

    Capture DAW program audio into streaming apps

    Selectable broadcast capture source

    It routes program audio so streaming and recording software can select the looped input.

  • Music producers and audio engineers

    Route audio between DAWs and plugins

    Reusable routing paths

    It creates reusable software signal paths for loop recording and playback without physical patching.

Best for: Fits when live performers need quick phrase looping and overdubbing with minimal DAW involvement.

#2

Quantiloop

vertical specialist

iOS live looper focused on synchronized tracks, MIDI, and performance use.

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

API-oriented control of loop capture and playback state for external automation and custom performance tooling.

Quantiloop targets audio looper workflows by focusing on performance-friendly loop capture, overdubbing, and real-time playback control. Loop synchronization is handled through tempo-aligned recording and quantized loop boundaries so parts stay coherent across takes.

Quantiloop also supports project-style organization for reusing loop material and moving between arrangements. Automation and integrations are the main differentiator for teams that need programmatic control of loop behavior and playback state.

Pros
  • +Quantized loop boundaries keep overdubs aligned across takes
  • +Programmatic control options support automation of loop state changes
  • +Project organization helps reuse loop material across arrangements
  • +Performance-centric transport and capture workflows reduce friction
Cons
  • –Latency compensation behavior is harder to tune during tight recording sessions
  • –Advanced integration flows require engineering time and careful setup
  • –Complex routing scenarios can be less transparent than DAW-native routing
  • –Some pro audio export workflows need additional pipeline steps
Use scenarios
  • Live electronic performers

    Trigger quantized overdubs during onstage sets

    Tighter timing across takes

  • Studio sound designers

    Build arrangement variations from loop banks

    Faster iteration on edits

Show 2 more scenarios
  • Post-production editing teams

    Automate loop state for transitions

    More consistent scene timing

    Automation and programmatic control manage loop boundaries and playback state for repeatable edits.

  • Algorithmic music systems

    Integrate real-time loop control logic

    Deterministic loop behavior

    Integrations enable external processes to steer loop capture and playback during generative sessions.

Best for: Fits when teams need tempo-aligned looping plus API-driven control for automated performance setups.

#3

GIADA

live performance

Open source hard-hitting loop machine for DJs, live performers, and electronic musicians.

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

Stage-first live loop management with overdub-friendly behavior and region-based playback control.

GIADA performs live looping with an event-driven audio engine that supports recording new layers while existing loops keep playing. It targets hands-on performance workflows with loop region control and repeatable playback behavior designed for stage use.

GIADA can align playback timing with external tempo sources for MIDI clock-style sync so overdub layers land where they should. The core loop workflow centers on building, overdubbing, and managing loop playback without requiring a DAW timeline.

Pros
  • +Live overdubbing workflow that keeps existing loops stable
  • +Performance-oriented loop region control for quick take management
  • +Timing sync options for staying aligned with external tempo
  • +Export-oriented workflow for moving loop audio into a DAW
Cons
  • –Advanced audio editing is limited compared with full DAW clip editing
  • –Complex MIDI routing needs careful patching and rehearsal
  • –More complex multi-track arrangements can feel constrained
  • –Latency behavior depends on audio driver and system configuration
Use scenarios
  • Solo loop performer

    Overdub vocals and instruments live

    Tighter, consistent live arrangements

  • Singer-songwriter duo

    Sync performances to shared MIDI clock

    Fewer timing errors

Show 2 more scenarios
  • Beatmaker stage musician

    Trigger loop region changes between sections

    Faster set transitions

    Uses loop region control to switch patterns without a DAW-style timeline workflow.

  • Experimental electronic artist

    Layer evolving textures during performance

    More spontaneous sound design

    Records new layers over existing material with stage-friendly, event-driven behavior.

Best for: Fits when live sets need quick overdubbing and loop playback control outside a DAW timeline.

#4

Ableton Live

pro music production

Digital audio workstation with Session View clip launching and built-in looping workflows for live performance and production.

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

Max for Live devices can implement custom loop capture and routing behaviors beyond native clip overdubbing.

Ableton Live fits live looping workflows through clip launching, overdubbing, and tight MIDI and audio sync under one tempo engine. Session View enables quick loop layering with quantized capture and immediate audition, while Live’s audio effects and MIDI effects apply during playback and recording.

Pros
  • +Clip-based overdubbing and layer control with quantization
  • +Automation works on loop parameters for repeatable live variations
  • +Max for Live devices extend loop triggering and recording logic
  • +Strong MIDI and audio sync behavior for performance-ready timing
Cons
  • –Setup complexity increases when mixing controller mappings and clip launching
  • –Looper workflows can feel slower than dedicated loop stations at high punch-in frequency
  • –Session-scale projects can tax CPU when layering effects on many clips
  • –Advanced live routing often requires careful track and return design
Use scenarios
  • Electronic music remix producers

    Turn clip loops into arranged tracks

    Structured mix-ready song

  • Independent recording producers

    Capture and edit multitrack loop takes

    Edited multitrack session

Show 2 more scenarios
  • Vocal comping producers

    Record multiple vocal takes for timing

    Time-aligned vocal delivery

    Build a selected vocal performance by aligning take timing during arrangement.

  • Beat makers

    Sketch beats using repeatable MIDI clips

    Rapidly iterated beat

    Iterate drum and sample patterns quickly with clip-based loop experimentation.

Best for: Fits when live loopers need DAW-grade sequencing, automation, and effect control in one timeline.

#5

Loopback

SMB

macOS audio routing software that can build virtual loopback devices for recording, streaming, and app-to-app signal flow.

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

Virtual devices with editable routing and optional VST processing let each configuration carry an effect chain.

Loopback creates virtual input and output devices that can target specific apps and preserve per-app routing choices. Mixing is adjustable with channel-level gain and monitoring options, and routed sources can be processed before they reach the destination app. The tool supports plugin processing on the capture or playback side so effect chains travel with the routing configuration.

Pros
  • +Per-app virtual routing keeps sources and destinations predictable
  • +Plugin processing can be inserted into the routing path
  • +Saved configurations make repeated setups quick and consistent
  • +Monitoring controls help verify what is sent before recording
Cons
  • –Mac-only virtual device workflow limits cross-platform studio standardization
  • –Complex chains take time to tune for acceptable latency
Use scenarios
  • Podcast editors

    Route mic through effects to DAW

    Consistent take signal each session

  • Live stream producers

    Send game audio and mic to encoder

    Clean mix for broadcast

Show 1 more scenario
  • DAW integrators

    Create reusable studio routing templates

    Fewer setup mistakes

    Save configurations so recurring monitoring and routing patterns restore quickly after restarts.

Best for: Fits when macOS studios need repeatable app audio routing plus optional plugin processing.

#6

virtual-audio-cable

SMB

Windows audio driver suite that creates virtual cables for loopback recording and inter-application audio transfer.

7.8/10
Overall
Features7.8/10
Ease of Use7.7/10
Value7.9/10
Standout feature

Virtual input and output device creation that lets any DAW or sampler record and play routed audio streams.

Virtual-audio-cable from vac.muzychenko.net is a Windows-focused virtual audio driver that routes sound through newly created capture and playback devices. It is distinct because it focuses on audio transport between apps and hardware without adding a loop engine or timeline.

Pros
  • +Reliable virtual input and output routing for DAW and plug-in chains
  • +Low-friction setup for creating new audio devices in Windows audio settings
  • +Enables multi-app monitoring loops via device-to-device patching
  • +Supports recording processed audio by selecting the routed input
Cons
  • –No native loop station features like quantized loop triggering
  • –Latencies and buffer alignment depend on DAW and driver settings
  • –Primarily targets Windows audio driver workflows
  • –Multi-track looping requires external recording, editing, and synchronization
Use scenarios
  • Home studio musicians

    Route mixer sends into DAW tracks

    Tighter recording chain

  • Live performers using plugins

    Send processed audio back for monitoring

    Low friction monitoring

Show 2 more scenarios
  • Electronic producers building loops

    Chain audio apps for loop recording

    Flexible loop routing

    Capture from one app and feed another lets loop workflows span multiple tools via virtual devices.

  • Podcast editors and mixers

    Transfer post-processed segments between software

    Faster revision cycles

    Virtual devices move edited audio between editors and effect plugins for iterative refinement.

Best for: Fits when a looper workflow needs reliable app-to-app audio routing on Windows.

#7

LoopToGo

vertical specialist

Desktop live looper software designed for musicians performing with layered audio loops.

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

Performance-first loop recording workflow built around quick overdub and live layer refinement inside a looper-focused session.

LoopToGo targets live looping and audio creation workflows where performers need fast clip and loop triggering with minimal setup friction. The tool focuses on session-style recording and playback for building layered performances, then refining takes with practical overdub and loop management controls.

Pros
  • +Session workflow supports rapid recording and layered playback for live sets
  • +Loop management controls fit iterative take refinement during performance
  • +Timing-focused playback makes it practical for rhythm-first recording
  • +Works as a dedicated looper layer alongside other audio tools
Cons
  • –Advanced DAW-grade editing depth feels limited for deep post work
  • –MIDI sync and clock setup can require careful attention to signal path
  • –Effect routing options may be too narrow for complex multi-bus chains
  • –Large sample libraries can slow authoring and selection speed
Use scenarios
  • Live electronic performers

    Trigger loops and overdubs mid-set

    Tighter rhythm control

  • Street musicians

    Build layered songs without setup delays

    Faster set building

Show 2 more scenarios
  • Beatmakers performing live

    Refine takes with overdub workflows

    Quicker performance iterations

    Makes it practical to redo parts and manage loop playback without relying on a DAW.

  • Looping artists and sound designers

    Manage loop timing during edits

    More consistent loop layers

    Helps keep musical timing aligned while adjusting recorded loops for performance use.

Best for: Fits when live performers need quick overdub layering and stable loop playback without full DAW editing.

#8

Looplabs

browser music studio

Browser-based music studio centered on loops, remixing, and collaborative track building.

7.1/10
Overall
Features7.1/10
Ease of Use7.1/10
Value7.1/10
Standout feature

Automation around editor project updates keeps collaborators aligned on looping playback state.

Looplabs focuses on loop-capable UI creation, beat and audio clip assembly, and collaborative playback state for projects that need fast iteration. It supports loop-style construction through visual parts, playback transport controls, and an editor workflow designed for timing-sensitive audio scenes.

Pros
  • +Collaboration-friendly project state for shared loop timelines
  • +Visual editor workflow for assembling repeated audio parts
  • +Clear transport and timing controls for rapid play-test cycles
  • +Automation hooks for keeping update behavior consistent
Cons
  • –Limited DAW-style routing, with fewer mix and effects controls
  • –MIDI sync and tempo mapping capabilities are not the strongest fit
  • –Advanced audio engineering features are thin versus full loop workstations
  • –Extensibility depends on integration patterns rather than native plugin hosting
Use scenarios
  • Indie sound designers

    Rapid loop assembly for interactive scenes

    Faster iteration on loop scenes

  • Studio collaboration teams

    Co-edit loop timelines in real time

    Fewer sync mismatches

Show 2 more scenarios
  • Game audio prototyping

    Prototype beat-driven audio behaviors quickly

    Quicker prototype audio feedback

    Assembles beat and clip loops with transport controls for quick testing.

  • Music educators

    Teach loop sequencing workflows visually

    Clearer loop sequencing learning

    Uses a visual loop construction approach paired with playback controls for classroom timing lessons.

Best for: Fits when teams need collaborative loop creation with predictable timeline updates rather than full DAW integration.

#9

MIXO

plugin specialist

Loop mutator plug-in that generates new loop variations from existing audio material.

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

Record-to-loop workflow with performance-oriented layer control and export-ready outputs for quick handoff.

MIXO is positioned for live looping sessions where quick overdubbing and repeat playback matter more than extensive arrangement features. Core capabilities include record-to-loop capture, layer stacking for repeated takes, and per-loop controls for muting and re-triggering during performance. Audio output paths fit common production handoff needs through standard sound file exports like WAV and AIFF.

Pros
  • +Browser-first loop capture supports quick overdub layering
  • +Loop muting and re-trigger controls work for performance changes
  • +Export output fits handoff to desktop editors
  • +Timing alignment keeps repeated layers in phase during takes
Cons
  • –Less arrangement depth than DAW-centered loop workflows
  • –Advanced editing and audio processing options are limited
  • –Automation and recall features depend on external finishing tools
  • –Requires careful audio gain staging to avoid noisy recordings
Use scenarios
  • Independent musicians

    Build loop foundations for song drafts

    Faster draft-to-structure cycles

  • Content creators

    Generate background loops for videos

    Consistent looped backdrops

Show 2 more scenarios
  • Live performers

    Improvise overdubs during sets

    More flexible live textures

    Use loop muting and re-trigger behavior to react to the performance in real time.

  • Sound designers

    Prototype layered sonic loops

    Quicker iteration on motifs

    Capture short loop layers and iterate quickly before deeper post processing elsewhere.

Best for: Fits when creators need fast browser looping then export for DAW finishing.

#10

SooperLooper

vertical specialist

Live looping engine designed for real-time audio looping and performance control.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Layered performance capture with quantized boundary handling designed for redo-friendly live overdubbing.

SooperLooper is built around a performance loop workflow where layers can be captured and replayed without leaving the tool. Quantized start and stop behavior helps keep loop boundaries aligned to the session tempo, which matters for phrase sampler-style composition and ensemble-like timing. Audio monitoring and immediate transport controls make it suitable when loop decisions need to happen during recording, not after editing.

Pros
  • +Quantized loop boundaries keep overdubs aligned to the tempo grid
  • +Focused transport and layer controls support hands-on performance workflows
  • +Low-friction audio recording flow supports redo cycles during sessions
  • +Layering approach supports phrase-style composition without external sequencing
Cons
  • –Advanced post-record editing requires leaving the session context
  • –Tempo and synchronization discipline are required to avoid timing drift
  • –Configuration depth can be high for complex multi-source setups
  • –Export and interchange workflows are limited compared with full DAWs
Use scenarios
  • Live guitarists and singers

    Quantized overdubs for repeating sections

    Cleaner phrasing across layers

  • Solo beat makers

    Phrase sampler layering

    Faster section iteration

Show 1 more scenario
  • Jam session musicians

    Synchronized looping across players

    Fewer timing gaps

    Maintain consistent loop timing during improvised performances with a shared tempo reference.

Best for: Fits when performers need quantized overdubbing and layered loop capture with tight session timing.

Conclusion

After evaluating 10 looper software, BlackHole 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
BlackHole

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

Frequently Asked Questions About Looper Software

How does Loopback handle recurring audio routing compared with virtual-audio-cable?
Loopback creates virtual devices and lets each configuration define input and output behavior consistently across sessions. virtual-audio-cable focuses on Windows app-to-app transport by creating capture and playback devices, then leaves looper features like quantized looping to other software.
Which tools support quantized overdubbing for tight loop boundaries?
SooperLooper centers its workflow on quantized looping controls and overdub-style capture aligned to a tempo grid. Quantiloop also records and overdubs with tempo-aligned capture and quantized loop boundaries so parts stay coherent across takes.
What breaks if MIDI sync or tempo alignment is inaccurate when performing loops?
SooperLooper uses tight clock behavior for loop-based performance, so unstable timing causes overdub layers to land outside the intended boundaries. GIADA aligns playback timing with external tempo sources, so tempo drift can shift loop regions and make layered performance feel off-grid.
How do Ableton Live and GIADA differ in DAW dependency for live looping workflows?
Ableton Live uses Session View clip launching and its tempo engine to drive quantized capture and overdubbing within the DAW timeline. GIADA runs as a stage-first looper that manages loop playback and overdub layers without requiring DAW arrangement playback.
How do browser-first workflows differ between MIXO and browser-based alternatives to DAW clip launching?
MIXO emphasizes record-to-loop capture with immediate layer manipulation, then focuses on export-ready outputs for finishing elsewhere. Ableton Live provides clip launching and automation inside one session, so the workflow is less about handoff and more about staying in one arrangement timeline.
How do VST plugins fit into looper chains with Loopback compared with GIADA?
Loopback can host a VST plugin on its virtual devices, so the routed signal can be shaped while it is being sent to a looper workflow. GIADA keeps the loop workflow stage-focused and handles external tempo alignment, but it is not positioned as a plugin host for routed virtual-device processing.
When should teams choose Quantiloop over Looplabs for automated performance setups?
Quantiloop provides API-oriented control of loop capture and playback state, which supports programmatic setup of performance behavior. Looplabs adds automation hooks around project updates for collaboration, but it is not built around external API control of loop capture state.
Where does extensibility happen when customization is required beyond native loop controls?
Ableton Live supports extensibility through Max for Live devices, which can implement custom loop capture and routing behaviors beyond native clip overdubbing. Looplabs focuses on project editor workflows and automation hooks for maintaining playback state across collaborators rather than on device-level loop capture customization.
What security or access controls matter when collaborators need consistent loop playback state?
Looplabs is designed for collaborative projects with predictable timeline updates, so shared playback state depends on how project updates are managed across users. Quantiloop shifts consistency toward programmatic control of loop behavior, which reduces reliance on manual per-user configuration but still requires correct integration governance.
How should audio routing be set up on Windows if a looper needs stable monitoring paths?
virtual-audio-cable provides the wiring layer by creating virtual capture and playback devices, which can route mixer or instrument output into DAW or sampler input and send processed audio back for monitoring. BlackHole handles phrase capture and overdubbing inside its own live audio chain, so the monitoring workflow is managed by BlackHole rather than by virtual-audio-cable.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Looper Software

Options differ most in how reliably they handle your timing and workflow: keep an eye on Latency handling, Undo depth, and how flexible Track and control options feel while you layer and edit loops.

Latency handling for overdubs

Why it matters

Latency handling for overdubs determines whether real-time recording feels tight or “laggy,” which directly affects timing accuracy on repeat passes. If it’s inconsistent, your loops drift and edits become more tedious.

How to check

Record a short loop while monitoring through the app, then immediately overdub a second part and check alignment across several cycles. Ask for a setting that changes monitoring or sync behavior and repeat the same test.

Undo depth for loop edits

Why it matters

Undo depth for loop edits matters because looper workflows often involve many small corrections to timing and structure. If undo is shallow, you’ll recreate takes instead of refining them.

How to check

Make a loop, apply two different edits (like trimming and changing playback order if available), then undo step-by-step to see how far back it goes. Close and reopen the project and check whether the last undo state is preserved.

Track and control options

Why it matters

Track and control options affects how you organize multiple loops and whether you can manage them during performance. Strong control reduces the friction of switching between record, playback, mute, and edit states.

How to check

Load a project with multiple loops and try switching one loop between record and playback without stopping everything else. Confirm whether controls are per-loop (not just global) and whether you can adjust volumes or states while running.

Sync stability across tempo changes

Why it matters

Sync stability across tempo changes keeps your loops coherent when your session tempo shifts. If sync is fragile, loops can slip even when everything looks “quantized.”

How to check

Start with one tempo, build a loop, then change tempo and continue recording for another few cycles. Verify whether the loop stays aligned to the grid you’re using and whether existing loops follow the change consistently.

Export and import loop workflow

Why it matters

Export and import loop workflow matters when you’ll reuse material across projects or share stems with other tools. A clunky path can break your editing timeline or force manual cleanup.

How to check

Export a loop (or the smallest unit the tool offers), then re-import it into a new project and check whether start point, length, and tempo/position assumptions remain reasonable. Ask what formats and re-import behaviors are supported in the docs.

Red flags

  • Undo resets unexpectedly after loop edits
  • Overdub timing feels inconsistent even after sync tweaks
  • Imported loops don’t line up in the new project

Fit by situation

  • If you record live layers and need tight timing, prioritize Latency handling for overdubs.
  • If you expect to refine loops with many small edits, prioritize Undo depth for loop edits.
  • If you build loops for reuse across projects, prioritize Export and import loop workflow.
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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