Commissioned Research
Top 10 Best Chords Software of 2026

GITNUXSOFTWARE REVIEW

Music And Audio

Top 10 Best Chords Software of 2026

Compare chords software tools for guitar and songwriting needs, with tools like iReal Pro and key tradeoffs for choosing.

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

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

02Source Research

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 our reviews. Editorial policy

Chords software tools matter because they turn harmony into actionable artifacts like chord progressions, backing tracks, and synchronized charts that match practice or rehearsal needs. This comparison helps guitarists weigh notation depth, accompaniment automation, and editing control against how each platform handles recording playback and arrangement workflows.

ChordPulse is the best pick for practice-focused musicians who need accurate chord charts from audio because its audio-to-chord transcription outputs editable symbols for fast correction, whereas ChordChord fits rehearsal and songwriting workflows that benefit from quick, interactive chord symbol and voicing editing.

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

ChordPulse

Audio-to-chord transcription that outputs editable chord symbols for rapid chart correction.

Best for: Fits when recordings need accurate chord charts for practice and chord progression study.

2

ChordChord

Editor pick

Chord chart editor workflow that keeps chord symbols and voicings editable during transcription-to-progressions changes.

Best for: Fits when musicians want fast chord transcription into editable charts for rehearsals and song sheets.

3

iReal Pro

Editor pick

Style-based backing tracks that stay synchronized to each chart section during tempo and key changes.

Best for: Fits when musicians need quick chord charts and consistent playback for practice and small gigs.

Comparison Table

1
ChordPulseBest overall
SMB
9.0/10
Overall
2
vertical specialist
8.8/10
Overall
3
vertical specialist
8.7/10
Overall
4
vertical specialist
8.5/10
Overall
5
desktop software
8.2/10
Overall
6
desktop software
7.7/10
Overall
7
vertical specialist
7.4/10
Overall
8
vertical specialist
7.2/10
Overall
9
vertical specialist
6.9/10
Overall
10
vertical specialist
6.5/10
Overall
#1

ChordPulse

SMB

Desktop accompaniment software for creating backing tracks from chord progressions.

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

Audio-to-chord transcription that outputs editable chord symbols for rapid chart correction.

ChordPulse centers on a chord recognition workflow that produces chord symbols from audio and then lets users refine the result in a chord chart editor. The editing experience supports typical lead-sheet style inputs like chord symbols and progression layout, which helps users correct recognition mistakes quickly. It also supports export paths for sharing chord progressions and using them in practice sessions.

A key tradeoff is that deep harmonic analysis features and full composition tooling are not the focus compared with music-authoring suites. ChordPulse fits best when recordings need chord charts for guitar, keyboard, or general learning rather than when full MusicXML round-tripping or arrangement-grade MIDI production is required.

Pros
  • +Audio-to-chord recognition workflow prioritizes quick chart creation
  • +Chord chart editor supports fast correction of detected chord symbols
  • +Chord-sequence exports support practice sharing and reuse
  • +Progression-centric layout reduces friction for learning-focused editing
Cons
  • –Limited depth for Roman numeral or large-scale harmonic analysis workflows
  • –MIDI export depth is less suitable for detailed DAW scoring pipelines
Use scenarios
  • Guitar learners and covers

    Turn songs into chord charts

    Faster practice-ready charts

  • Keyboard chord learners

    Draft voicing practice progressions

    Repeatable practice loops

Show 1 more scenario
  • Songwriters and arrangers

    Rework chord progressions from demos

    Cleaner progression drafts

    Transcribe chord changes from rough tracks and iterate until the progression reads cleanly.

Best for: Fits when recordings need accurate chord charts for practice and chord progression study.

#2

ChordChord

vertical specialist

Web software for generating chord progressions and arranging songwriting ideas.

8.8/10
Overall
Features8.8/10
Ease of Use8.8/10
Value8.8/10
Standout feature

Chord chart editor workflow that keeps chord symbols and voicings editable during transcription-to-progressions changes.

ChordChord focuses on chord learning and transcription through an interactive chord chart editor paired with fast chord search and symbol handling. The workflow centers on converting incoming material into chord notation and arranging chords on a progression-style layout.

It supports multiple notation choices suited to common chord-chart use, including inversion and extended-chord symbols. Export and interoperability are oriented around getting edited chords into formats musicians and DAWs can reuse.

Pros
  • +Interactive chord chart editor with quick chord symbol placement
  • +Chord library search speeds up chart building and reharmonization experiments
  • +Handles inversion and extended-chord notation without extra steps
  • +Designed for transcription-to-chart workflows with minimal screen switching
Cons
  • –Advanced harmonic analysis workflows are less explicit than chart-only tools
  • –Some imports require manual cleanup of chord boundaries
  • –DAW-focused MIDI editing is limited compared with notation-first suites
  • –Progression automation is narrower than dedicated generator tools
Use scenarios
  • Guitarists and cover bands

    Convert setlist audio into chord charts

    Faster chart corrections

  • Songwriters and arrangers

    Author inversion and extended chord symbols

    More accurate harmony notation

Show 1 more scenario
  • Music editors and copyists

    Export corrected chords for DAW reuse

    Less manual reformatting

    Export focuses on edited chord output so musicians can reuse chords in other tools.

Best for: Fits when musicians want fast chord transcription into editable charts for rehearsals and song sheets.

#3

iReal Pro

vertical specialist

Practice software with editable chord charts, backing tracks, and transposition.

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

Style-based backing tracks that stay synchronized to each chart section during tempo and key changes.

iReal Pro is a chord-chart and practice app built around fast lead-sheet creation and offline play along with constructed backing tracks. It supports chord symbols, form sections, and tempo settings so musicians can rehearse progressions without setting up a DAW session.

Chart content can be imported and exported using common music file formats, which helps move arrangements between devices and notation tools. For chord transcription workflows, it also supports converting recorded material into chord-friendly representations through recognition features and playback-friendly layouts.

Pros
  • +Chord-chart workflow prioritizes speed from symbols to playable form
  • +Built-in styles generate consistent backing tracks for rehearsal
  • +Works well for transposition and key changes across charts
  • +Import and export options support moving music between apps
Cons
  • –Notation depth is limited compared with full score editors
  • –Audio-to-chord results vary for dense mixes with reharmonization
Use scenarios
  • Performers and rehearsal groups

    Print chord sheets for sessions

    Portable rehearsal material

  • Songwriters and arrangers

    Build custom song forms and chords

    A playable accompaniment

Show 2 more scenarios
  • Jazz and improvising musicians

    Loop progressions for harmonic practice

    Focused improvisation practice

    It enables looping chord progressions while changing tempo and arrangement settings.

  • Instrumentalists and singers

    Rehearse with generated play-along

    Repeatable song rehearsal

    Musicians can enter or select a chord chart and practice with generated accompaniment.

Best for: Fits when musicians need quick chord charts and consistent playback for practice and small gigs.

#4

Chordify

vertical specialist

Software that generates synchronized chord charts from recorded music.

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

Real-time chord chart generation from uploaded audio with time-aligned chord symbols.

Chordify listens to an audio track and generates a live chord chart with chord symbols over time, which is the core difference versus manual transcription tools. It focuses on chord recognition and time-aligned chord output for guitar and piano-style studying, including common notation elements like slash chords.

Pros
  • +Audio-to-chord transcription produces a time-coded chord timeline quickly
  • +Chord symbols update as the track progresses for rehearsal-friendly navigation
  • +Useful chord view supports musicians learning songs by ear
  • +Chord chart export fits practice workflows better than full MIDI projects
Cons
  • –Complex polyphony and fast chord changes can produce incorrect chord symbols
  • –Chord editing depth is limited compared with full chord chart editors
Use scenarios
  • Music teachers and accompanists

    Generate a rehearsal chord reference

    Less manual transcription

  • Students and individual musicians

    Follow chord changes while listening

    Quicker ear training

Show 2 more scenarios
  • Guitarists and chordal players

    Practice sections with synchronized loops

    More targeted practice

    Synchronized chord diagrams and playback support focused rehearsal around song sections.

  • Songwriters and harmony students

    Inspect harmonic structure by section

    Faster harmonic mapping

    The chart shows chord changes and section structure so users study harmony faster.

Best for: Fits when rehearsing songs from recordings and needing a chord chart timeline quickly.

#5

Guitar Pro

desktop software

Notation and tablature software with chord diagrams, playback, and song arrangement tools.

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

Multi-track arrangement editing with linked playback makes written chord symbols verifiable through sound.

Guitar Pro is built for score-first composition and arrangement, so chord work happens inside a staff and tab timeline rather than in a detached chord grid. Parts can include slash chords, sevenths, and altered harmony through chord symbol entry, then be heard immediately through its internal playback engine. MusicXML import and export supports exchanging arrangements with notation software that understands standard notation structure.

Pros
  • +Staff, tab, and chord symbols stay synchronized on one timeline
  • +Instant playback helps validate chord shapes and inversions
  • +MusicXML import and export supports notation round-trips
  • +Accurate score layout tools speed up rehearsal-ready parts
Cons
  • –Audio-to-chord transcription is not the core workflow
  • –Deep editing features can feel menu-heavy for chord-only users
Use scenarios
  • Guitarists writing arrangements

    Turn a progression into a band part

    Faster practice-ready charts

  • Producers preparing MIDI drafts

    Export notation to DAW workflow

    Reduced re-entry work

Show 2 more scenarios
  • Music educators

    Share consistent chord notation

    More repeatable instruction

    Students can study chord symbols and rhythmic placement using the same score playback.

  • Transcribers using notation

    Rework an existing melody and harmony

    Cleaner, readable scores

    Import and edit parts while keeping chord symbols aligned to measures.

Best for: Fits when guitarists need notation-driven chord charts that immediately play back for rehearsal and arrangement.

#6

Band-in-a-Box

desktop software

Arranging software that creates backing tracks from chord progressions.

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

Style-based backing-track generation that stays locked to an entered chord sequence for rapid musical iteration.

Musicians use Band-in-a-Box to build a chord progression and immediately hear the result as a full backing track with tempo and key context. The core workflow is loop-based composition using your chord symbols as the driver, which makes it practical for rehearsing progressions rather than only writing charts. Playback can be exported as MIDI so harmonies and arrangement decisions can move into a DAW for further editing. For transcription work, the workflow centers on translating audio or performance notes into a chord sequence that the arranger can render.

Pros
  • +Chord-driven backing tracks render immediately for tight progression practice
  • +MIDI export supports DAW refinement while keeping harmony decisions centralized
  • +Transposition tools help rehearse the same changes in new keys
  • +MusicXML import and export moves charts between editors
Cons
  • –Detailed voice-leading control is limited compared with dedicated notation tools
  • –Audio-to-chord transcription is less exact than manual harmonic transcription
Use scenarios
  • Guitarists learning changes

    Practice progressions with consistent backing

    Faster chord proficiency

  • Songwriters testing reharmonizations

    Iterate alternate chord voicings quickly

    More discardable drafts

Show 2 more scenarios
  • Transcription-focused educators

    Create classroom chord charts

    Consistent lesson materials

    Export MusicXML charts and matching backing tracks so students hear the same harmonic plan.

  • Producers in a DAW workflow

    Use chords as MIDI arrangement scaffolding

    Cleaner arrangement iteration

    Render MIDI from the chord progression, then edit instrument performance and voicings in-session.

Best for: Fits when chord progressions need fast playback, transposition, and chart handoff into a DAW.

#7

Chordastic

vertical specialist

Chord sheet and lead sheet creation tool with lyrics integration.

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

Chord-chart editing built around chord symbol and diagram layout, with transposition that updates chart content consistently.

Chordastic focuses on chord-chart creation and editing workflows for musicians who need fast chord notation output without building from scratch. The tool supports chord symbol handling and diagram-style chart authoring, with utilities for transposition and cleanup of chart content.

Pros
  • +Chord-chart editor workflow tailored for quick chord symbol placement
  • +Transposition tools reduce manual rewriting across keys
  • +Diagram-friendly chart formatting helps for guitar-style practice
  • +Chart content cleanup tools speed edits after initial transcription
Cons
  • –Limited automation and API surface for pipeline integration
  • –Export and format coverage is narrower than full notation suites
  • –Advanced harmonic analysis views are not the primary focus
  • –Loop-based composition and reharmonization automation feel lightweight
Use scenarios
  • Writers of chord charts

    Create chord diagrams quickly

    Quicker chart creation

  • Guitarists transposing songs

    Transpose a chord chart to new keys

    Less rewriting work

Show 2 more scenarios
  • Musicians cleaning up notation

    Fix and tidy chart notation

    More readable charts

    Cleanup utilities help refine chart content after updates or transcription adjustments.

  • Arrangers refining progressions

    Edit chords for tighter progression flow

    Better-matching arrangements

    Users can iterate on chord-chart content to refine what gets played and when.

Best for: Fits when chord-chart creation needs fast editing and transposition inside a chord-focused workflow.

#8

Piano Companion

vertical specialist

Chord and scale reference software with piano, guitar, and music theory tools.

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

Voicing-first chord generation that maps chord symbols into playable piano keyboard shapes across inversions.

Piano Companion generates piano chord voicings from selected chord symbols and displays the resulting keyboard shapes for immediate use.

Pros
  • +Chord voicing generator with inversion handling for practical keyboard layouts.
  • +MIDI import and MIDI export for moving chords into DAWs.
  • +Transposition updates chord positions without manual re-entry.
  • +Chord symbol workflow fits common lead-sheet notation tasks.
Cons
  • –Limited guitar-style diagram output compared with dedicated guitar chord tools.
  • –Audio-to-chord transcription and chord recognition are not the core workflow.
  • –Automation and API surface are minimal for multi-user studio pipelines.
  • –Harmonic analysis depth like Roman numeral views is not a primary focus.
Use scenarios
  • Keyboard players and composers

    Generate voicings from chord symbols

    Playable voicings fast

  • DAW users arranging songs

    Export MIDI voicings into sessions

    Faster production workflow

Show 2 more scenarios
  • Producers transposing compositions

    Transpose chords without rebuilding charts

    Less manual key changes

    Transposition shifts chord sets to a new key so voicing generation updates without hand edits.

  • Pianists planning inversions

    Test inversion choices by keyboard view

    Better voicing decisions

    The interface emphasizes inversion choices so users can preview voicings on the keyboard display.

Best for: Fits when piano players need reliable voicings and quick transposition for rehearsal and recording.

#9

Scaler

vertical specialist

Music production software for selecting scales and building chord progressions.

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

Roman numeral harmonic analysis paired directly with chord-chart editing for faster reharmonization decisions.

Scaler is a chord-writing and harmony workflow tool that focuses on turning musical intent into chord progressions and usable notation. Its core capabilities center on chord chart editing and Roman numeral style harmonic analysis paired with export-friendly chord symbols for lead-sheet style work.

Pros
  • +Chord progression generation that fits lead-sheet style chord symbol workflows
  • +Roman numeral analysis view that supports reharmonization planning
  • +Chord chart editor for refining chord symbols and inversions
  • +Audio-to-chord transcription workflow for speeding up starting points
Cons
  • –Limited emphasis on detailed piano voicing or per-instrument diagram control
  • –Workflow is strongest in harmony planning and weaker for full DAW-style arrangement
Use scenarios
  • Harmonic arrangers

    Write Roman numeral harmony quickly

    Clear reharmonization notes

  • Songwriters iterating progressions

    Draft chord progressions for revisions

    More iteration cycles

Show 2 more scenarios
  • Transcription-focused musicians

    Convert audio into chord-ready notation

    Draft chords from recordings

    The tool supports transcription-oriented chord recognition workflows from brought-in audio.

  • Lead-sheet builders

    Export usable chord-symbol charts

    Transferable chord notation

    Export-oriented chord symbols fit lead-sheet workflows that move into other notation tools.

Best for: Fits when writers need fast chord progression drafts plus Roman numeral context for reharmonization.

#10

Soundslice

vertical specialist

Interactive notation software that synchronizes chord charts and tabs with recordings.

6.5/10
Overall
Features6.5/10
Ease of Use6.5/10
Value6.5/10
Standout feature

Timed playback that tracks score edits, enabling interactive chord-focused practice tied to specific song sections.

Soundslice turns annotated music into interactive, web-based lessons with timed playback that follows the notes as they appear. Its workflow centers on uploading a piece and binding score and audio, which supports chord charts and lead-sheet style reviewing without manual page syncing.

Pros
  • +Time-synced lessons link score markings to audio playback
  • +Chord symbol editing sits inside the notation workflow
  • +Section-based practice makes longer songs easier to study
  • +Audio alignment plus manual correction speeds transcription cleanup
Cons
  • –Chord chart editing is harder than text-first chord tools
  • –Collaborative review needs more process than simple solo use
  • –Export options for downstream DAW chord workflows are limited
  • –Complex reharmonization still requires outside theory work
Use scenarios
  • Session musicians and recording teams

    Extract aligned parts from performances

    Preparation before recording

  • Music transcribers and arrangers

    Correct notation against audio playback

    Cleaner notation output

Show 2 more scenarios
  • Songwriters and arrangers

    Turn MIDI ideas into editable notation

    Editable arrangement drafts

    MIDI can be imported and connected to notation so timing and score data export for editing.

  • Private music instructors

    Assign remote practice with shared playback

    Consistent practice tasks

    Teachers can share the same interactive score and recording with students for guided homework navigation.

Best for: Fits when musicians need interactive, time-aligned chord and lead-sheet practice built from uploaded scores.

Conclusion

After evaluating 10 chords software, ChordPulse 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
ChordPulse

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 Chords Software

How does Chordify generate a chord timeline from an audio recording, and what can still require manual cleanup?
Chordify listens to an uploaded performance and generates time-aligned chord symbols that scroll like a live chord chart. Chordify can output chord charts for practice, but full score editing and deep part restructuring usually require exporting the chart and finishing it in a notation editor like Guitar Pro.
Which tool is better for editing complete guitar scores with chord symbols and playback, Guitar Pro or ChordChord?
Guitar Pro writes and edits full guitar scores with chord symbols, rhythm notation, and instrument playback in one workspace. ChordChord focuses on a chord-chart editor workflow where chord symbols and voicings stay editable during transcription-to-progression layout changes, not on full score notation and multi-track arrangements.
When musicians want a fast “hear it, set chords, render” workflow, how does Band-in-a-Box compare with ChordPulse?
Band-in-a-Box generates backing tracks from entered chord progressions and iterates styles while keeping the harmonic plan aligned to the chord sequence. ChordPulse targets transcription from recordings by turning audio into editable chord symbols for practice and then iterating the chart, instead of producing style-driven backing tracks from a fixed harmonic input.
What breaks if a workflow requires interactive section playback tied to edits, and which tools address that directly?
If a workflow needs playback that follows edits at the section level, static chord charts become a time-consuming manual step. Soundslice links annotated music to timed playback that tracks score edits, while iReal Pro keeps practice playback synchronized to chart sections during tempo and key changes.
How do integration paths differ for MIDI and common score formats between Piano Companion and Guitar Pro?
Piano Companion maps chord symbols into piano voicing shapes and supports MIDI input and MIDI export for moving chords into a DAW. Guitar Pro also supports notation interoperability, including MusicXML import and export, so it can carry chord charts and multi-part arrangement structure between notation and production tools.
Which tools offer Roman numeral harmonic analysis while still supporting chord-chart editing, Scaler or ChordChord?
Scaler pairs chord-chart editing with Roman numeral style harmonic analysis and keeps the two workflows connected for reharmonization decisions. ChordChord concentrates on chord-chart transcription and symbol handling with inversion and extended-chord notation options, not Roman numeral context as a first-class analysis view.
When transposing chord charts for rehearsal or a vocalist’s range, how do Chordify, iReal Pro, and Piano Companion handle the workflow differently?
Piano Companion performs chord and voicing transposition without rewriting each shape manually, because voicings are generated across inversions. iReal Pro keeps chord chart sections consistent with tempo and key changes for play-along, while Chordify’s main output is a time-aligned chord chart timeline that is typically exported and then adjusted in a chart editor for complex reharmonization.
What security or administration capabilities matter for collaboration, and how do these tools differ in typical deployment expectations?
Tools focused on local notation and playback editing like Guitar Pro and Band-in-a-Box typically run as desktop software with fewer shared-workspace governance features. Web lesson workflows like Soundslice and iReal Pro’s practice-first approach depend on how accounts and content are managed in the app environment, so teams usually need to verify access controls and audit log coverage for shared libraries.
How does ChordPulse’s transcription pipeline compare to Soundslice’s score-and-audio alignment workflow?
ChordPulse turns audio into editable chord symbols for rapid chart correction, which prioritizes chord recognition output over full score synchronization. Soundslice binds uploaded score visuals to audio alignment and then ties chord-focused practice to sections while tracking edits in timed playback, so transcription cleanup happens inside an interactive score timeline.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Chords Software

We see the biggest separation in chords software around how reliably it supports chord symbols end-to-end and how much automation it offers around your workflows. When teams compare MusicXML-style interchange, the data model and API automation often decide whether your changes stay consistent across charts and performances.

Chart import/export fidelity

Why it matters

Chart import/export fidelity matters because chord symbols and layouts can shift between editors, leading to wrong voicings or missing bars. In chords software, this shows up quickly when you move files between tools.

How to check

Export a short chart with chord symbols from your test tool, then re-import it and compare what lands on the page. Ask whether the round-trip keeps bar lines, chord placement, and symbol spellings unchanged.

API and batch automation

Why it matters

API and batch automation matter when we need to generate, normalize, or update many charts without manual edits. For chords software, that control reduces inconsistent chord naming.

How to check

Request a demo workflow that processes multiple charts at once (rename, transpose, or normalize chord spellings). Also ask for a documented API or scripted endpoint that can be used outside the UI.

Chord spelling normalization controls

Why it matters

Chord spelling normalization controls matter because “the same” chord can be written multiple ways and still render differently in playback or sharing. In chords software, normalization reduces ambiguity before you publish.

How to check

Create a chart that uses a few alternate chord spellings for the same chord. Then check whether the tool can normalize them to a chosen convention and show you exactly which mappings it applies.

Editing precision for symbols

Why it matters

Editing precision for symbols matters because chord charts are detail-heavy, and a tiny placement error can mislead performers. Chords software should let us place and adjust symbols accurately without breaking formatting.

How to check

In the editor, drag a chord symbol across one bar boundary and confirm it stays correctly attached to the intended beat. Test whether resizing, snapping, and undo/redo preserve both placement and symbol text.

Playback context for chord charts

Why it matters

Playback context matters because we often judge chord charts by what they sound like, not just by the typography. In chords software, consistent playback helps catch wrong chord quality early.

How to check

Load a chart with a couple of tricky changes and use playback to verify chord quality and timing. Ask whether playback reflects symbol spelling choices and whether tempo/key settings stay consistent after edits.

Red flags

  • Round-trip file checks change chord placement or symbol spellings.
  • Normalization changes chords without showing a clear mapping.
  • Batch edits or automation require full manual clicking.

Fit by situation

  • If you regularly swap chart files with other musicians and editors, prioritize Chart import/export fidelity.
  • If you update large sets of charts as part of a production workflow, prioritize API and batch automation.
  • If you keep multiple naming conventions in circulation, prioritize Chord spelling normalization controls.
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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