Commissioned Research
Top 9 Best Midi Sheet Music Software of 2026

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Music And Audio

Top 9 Best Midi Sheet Music Software of 2026

Compare top midi sheet music software tools for creating, editing, and printing notation, with practical tradeoffs for composers and teachers.

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

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

Midi sheet music software matters when recorded performances must turn into editable notation with consistent timing, articulation, and layout. This comparison targets composers and arrangers who need dependable MIDI import, score prep, and printable output, including how Sibelius workflow patterns map to practical automation and data consistency tradeoffs.

Flat is the best overall pick for small teams iterating on a few scores from MIDI takes because its score-first editing stays tightly linked to playback, while Sibelius is a strong alternative for arrangers who need direct MIDI-to-engraved-part accuracy and smooth MusicXML round-trips.

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

Flat

Direct, score-first editing tied to MIDI playback reduces the gap between sounding material and engraved output.

Best for: Fits when small teams iterate on a few scores using MIDI import and MusicXML handoffs.

2

Sibelius

Editor pick

Direct MIDI-to-score import that prioritizes engraving accuracy and immediate notation-level refinement.

Best for: Fits when arrangers need engraved parts from MIDI takes without switching to DAW-centric editing.

3

Noteflight

Editor pick

Browser-first MIDI-to-notation workflow that keeps performance playback tightly coupled to editable score state.

Best for: Fits when web-based notation drafting needs MIDI round-tripping for arranging and quick revisions.

Comparison Table

1
FlatBest overall
SMB
9.3/10
Overall
2
enterprise
8.7/10
Overall
3
8.6/10
Overall
4
vertical specialist
8.4/10
Overall
5
vertical specialist
8.3/10
Overall
6
vertical specialist
7.7/10
Overall
7
vertical specialist
7.4/10
Overall
8
vertical specialist
7.1/10
Overall
9
6.8/10
Overall
#1

Flat

SMB

Collaborative online notation software with MIDI import, playback, and sheet music sharing.

9.3/10
Overall
Features9.3/10
Ease of Use9.3/10
Value9.3/10
Standout feature

Direct, score-first editing tied to MIDI playback reduces the gap between sounding material and engraved output.

Flat is a strong fit for arranging and edit-in-place workflows where MIDI sequencing and printed score refinement happen in the same loop. MIDI file import and MusicXML interchange support moving material between DAWs and desktop notation tools. Score playback stays tied to the written result, which helps when timing corrections and rhythmic cleanup are part of the creative iteration.

A tradeoff appears when a workflow needs advanced engraving controls that specialized desktop tools expose through deeper property panels and power-user shortcuts. Flat can be slower for high-throughput batch operations across many pieces, especially when frequent style and layout normalization is required across a large catalog. It works best when a small team is polishing a handful of scores with repeated MIDI-to-notation adjustments.

Pros
  • +Browser-based editing keeps MIDI playback and notation changes in the same loop
  • +MusicXML interchange supports practical movement between notation ecosystems
  • +Staff-based editing workflows reduce friction for rhythm and pitch corrections
  • +MIDI file export supports iterative arranger workflows
Cons
  • –Advanced engraving depth can lag behind top desktop notation power tools
  • –Batch processing across many files is less efficient than specialized desktop workflows
  • –Power-user macro workflows feel less mature than long-standing desktop suites
Use scenarios
  • Composer-arrangers

    Turn demo MIDI into printable arrangements

    Fewer re-import cycles

  • Arrangement teams

    Send MusicXML to collaborators

    Faster handoffs

Show 1 more scenario
  • Producers

    Round-trip MIDI between score and DAW

    Tighter arrangement iteration

    Import MIDI for notation refinement and export MIDI for further sequencing edits.

Best for: Fits when small teams iterate on a few scores using MIDI import and MusicXML handoffs.

#2

Sibelius

enterprise

Professional music notation software with MIDI import, score preparation, and playback tools.

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

Direct MIDI-to-score import that prioritizes engraving accuracy and immediate notation-level refinement.

Sibelius converts MIDI input into an engraved score workflow where notation, playback, and editing stay tightly linked. MIDI import can preserve note timing and pitch information so performers can quickly turn controller takes into written parts.

Sibelius also supports MusicXML interchange for moving scores between DAWs, arrangers, and notation tools while keeping common engraving decisions intact. For MIDI-driven editing, Sibelius emphasizes score playback and notation updates instead of editing MIDI events inside a sequencing timeline.

Pros
  • +Score-first editing keeps notation changes aligned with playback behavior
  • +MusicXML interchange supports practical round-trips with other notation workflows
  • +Fast staff and part creation for arranging from captured MIDI performances
  • +Expression playback and articulation placement integrate into engraving passes
Cons
  • –MIDI event level editing is limited compared with DAW or sequencer timelines
  • –Advanced controller to notation mapping needs careful manual review
  • –Some complex MIDI nuance can require re-engraving after import
  • –Automation via scripting and API style workflows is not the center of day-to-day use
Use scenarios
  • Music transcribers and arrangers

    Turn controller takes into correct notation

    Readable, editable sheet music

  • Music professionals collaborating

    Send scores across tools via MusicXML

    More portable notation

Show 2 more scenarios
  • Arrangers and orchestrators

    Build multi-instrument ensemble parts

    Organized ensemble arrangement

    Create multi-staff arrangements and manage voices to produce usable instrumental parts for performers.

  • Copyists and music publishers

    Refine layout for print-ready scores

    Consistent printed score pages

    Adjust spacing and page formatting after MIDI-driven notation so published pages stay readable.

Best for: Fits when arrangers need engraved parts from MIDI takes without switching to DAW-centric editing.

#3

Noteflight

SMB

Browser-based notation editor that supports MIDI input and printable music scores.

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

Browser-first MIDI-to-notation workflow that keeps performance playback tightly coupled to editable score state.

Noteflight is a web-based MIDI-to-score workflow tool built around live notation entry and playback from the browser. It supports MIDI file import for turning performances into notated material, plus note-level editing of timing and articulation while hearing results.

Standard notation rendering includes staff layout features like tuplets and multiple voices, with playback that reflects written dynamics and performance markings. MIDI export supports round-tripping changes back into a sequence workflow for iterative arrangement and revision.

Pros
  • +Browser-based notation entry with immediate score playback feedback
  • +MIDI file import helps convert performances into editable notation
  • +Tuplet and multi-voice engraving support covers common orchestration drafts
  • +MIDI export supports iterative round-trips from written edits back to sequence
Cons
  • –Score capture accuracy depends on MIDI input quality and quantization behavior
  • –Advanced engraving controls are limited compared with desktop pro suites
  • –DAW integration options are primarily file-based rather than instrumented tempo sync
  • –Large projects can feel slower when editing many measures and parts
Use scenarios
  • Music teachers and students

    Assign exercises students can edit

    Shareable lesson material

  • Composers and music technologists

    Move between notation and MIDI workflows

    Portable scores and MIDI

Show 2 more scenarios
  • Instrumentalists and educators

    Study timing using score playback

    Audible timing reference

    Use playback with tempo controls to check timing while practicing against the written score.

  • Songwriters and melody writers

    Write lead sheets directly in-browser

    Playable editable score

    Compose songs and melodies in a browser editor and export playable, editable scores.

Best for: Fits when web-based notation drafting needs MIDI round-tripping for arranging and quick revisions.

#4

MuseScore Studio

vertical specialist

Desktop notation software that imports and exports MIDI and generates printable sheet music.

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

MIDI mapping plus expression editing turns controller-heavy performances into legible notation with less manual transcription work.

MuseScore Studio is a MIDI-to-score workflow tool focused on score engraving and rapid editing of notation after MIDI import. It handles MIDI file import and score playback with notation rendering, then supports MusicXML interchange to move results into other notation editors.

Pros
  • +Fast MIDI file import into editable notation with clear hand-off
  • +Score playback supports iterative correction against the original performance
  • +MusicXML interchange supports practical round-trips with other editors
  • +MIDI mapping and expression controls help reduce manual cleanup
Cons
  • –Complex MIDI controller data can require extra manual correction
  • –Automation depth is thinner than Dorico for rule-based layout changes
  • –Large orchestrations can feel slower to edit than in Sibelius
  • –Deep MIDI velocity and sustain refinement depends on careful post-editing
Use scenarios
  • Conductors and performers

    Produce rehearsal parts with markings

    Rehearsal-ready sheet music

  • Composers and students

    Capture ideas from a MIDI keyboard

    Faster note capture

Show 2 more scenarios
  • Arrangers and producers

    Audit MIDI arrangements through playback

    Earlier issue detection

    Play back parts to verify rhythm, balance, timing, and arrangement choices before exporting.

  • MIDI creators and arrangers

    Refine MIDI into polished notation

    Editable notation from MIDI

    Import MIDI and adjust rhythms, pitches, voices, articulations, and layout into editable music.

Best for: Fits when composers need MIDI-to-engraved-score iteration with reliable MusicXML interchange and fast notation edits.

#5

Guitar Pro

vertical specialist

Tab and score editor that opens MIDI files and converts them into standard notation and tablature.

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

Tablature-to-staff rendering stays linked to per-note timing, so MIDI edits reflect directly in printed notation.

Guitar Pro targets guitar-first composers and arrangers who need tablature and standard notation in the same workflow. It imports and exports MIDI for playback and data editing while also maintaining score context for rhythms, notes, and performance markings.

Pros
  • +Native tablature and standard notation stay synchronized during edits
  • +Track-based score playback helps validate phrasing before printing
  • +MIDI import and export supports practical interchange with DAWs
  • +Notation rendering handles complex rhythmic layouts like tuplets
Cons
  • –Deep MIDI controller editing is less granular than dedicated DAW editors
  • –Extensive multi-instrument orchestration workflows require careful part setup
  • –Large MusicXML interchange can lose certain performance nuances
  • –Batch automation needs more manual steps than code-driven tools
Use scenarios
  • Band leaders and music educators

    Prepare printed parts for guitarists

    Organized parts

  • Composers and collaborating musicians

    Exchange MusicXML and MIDI for collaboration

    Transferable starting point

Show 2 more scenarios
  • Guitar teachers and educators

    Create exercises with tab and playback

    Practice-oriented materials

    Build measure-based lessons that combine tab, standard notation, and playback for student practice.

  • Arrangers and composers

    Audition changes before rehearsal

    Faster arrangement reviews

    Check written notes, articulations, dynamics, and tempo changes by using playback while editing.

Best for: Fits when guitar-centric arrangers need tablature-aware MIDI playback and notation-ready engraving in one loop.

#6

ScoreCloud

vertical specialist

Notation software focused on turning played MIDI performances into editable sheet music.

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

Performance-driven notation rendering that preserves timing and expression data when converting MIDI into an editable score layout.

ScoreCloud targets MIDI-to-score workflows with notation rendering that stays tied to incoming performance data. The core workflow centers on MIDI import, notation output, and editing for expression details such as dynamics and articulation alignment.

Pros
  • +MIDI-to-notation workflow keeps performance nuances tied to rendered notation
  • +MusicXML interchange supports moving engraved output into other editors
  • +Batch-friendly mapping reduces repeated setup across large MIDI sets
  • +Editing tools cover expression and rhythmic correction without leaving the score
Cons
  • –Complex MIDI controller data often needs manual refinement for exact engraving
  • –Advanced engraving control can feel narrower than full-spec desktop notation suites
  • –Workflow depends on quality of incoming MIDI mapping for best results
  • –DAW-style round-trip editing is limited versus editor-native playback control
Use scenarios
  • Musicians practicing solo

    Turn practice recordings into notation

    Editable score draft

  • Songwriters and accompanists

    Draft chord and melody lead sheets

    Editable lead sheet

Show 2 more scenarios
  • Keyboard players and MIDI composers

    Convert recorded MIDI into a readable score

    Readable score

    Translate recorded or live MIDI parts into written notes that can be checked against playback.

  • Songwriters and composers

    Iterate MIDI-aware notation ideas

    Revised notation-based sketch

    Write notation, hear it through playback, and refine parts in an iterative workflow.

Best for: Fits when arrangers need consistent MIDI-to-score engraving with MusicXML handoff for review and edits.

#7

LilyPond

vertical specialist

Text-based engraving system that supports MIDI generation and high-quality sheet music output.

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

Text-based score engraving with deterministic layout makes repeated revisions look consistent without manual re-tuning.

LilyPond accepts MIDI input and produces a notated score by quantizing timing into musical durations and mapping pitches to staff notation. It then renders full scores with repeatable typography, including staff layout decisions, spacing, and engraving tweaks expressed in the score source rather than as one-off GUI adjustments. For MIDI-to-sheet workflows, the main integration path is file-based, because LilyPond does not model an editable timeline of MIDI events the way DAWs do.

Pros
  • +Source-driven engraving gives repeatable layout across score revisions
  • +MIDI file import supports quick conversion into notated rhythms and pitches
  • +Fine-grained control over notation appearance via score source directives
  • +Deterministic rendering reduces accidental layout drift
Cons
  • –Direct manipulation editing is limited versus Sibelius and Finale
  • –MIDI-to-notation outcomes can require manual rhythmic and articulation correction
  • –Timing intent from MIDI can be lost after quantization
  • –GUI interoperability for DAW-style editing is not a primary workflow
Use scenarios
  • Composers turning demos into parts

    Convert MIDI mockups into engraved conductor score

    Consistent printed revisions

  • Arrangers preparing ensemble scores

    Extract piano reduction from MIDI take

    Readable ensemble sheet music

Show 1 more scenario
  • Notation editors for publications

    Standardize typographic conventions across projects

    Uniform typography

    Apply engraving rules in the score source to keep dynamics, spacing, and formatting consistent.

Best for: Fits when deterministic, publication-grade engraving is needed from MIDI sketches.

#8

Forte Notation

vertical specialist

Notation software for creating and editing scores with MIDI input and playback support.

7.1/10
Overall
Features7.1/10
Ease of Use7.2/10
Value7.0/10
Standout feature

Performance-first transcription workflow that routes MIDI timing and markings into editable notation objects.

Forte Notation focuses on turning MIDI into notation that can be edited in a score-centric view rather than only viewed as playback. MIDI file import feeds note spelling, rhythmic placement, and common performance markings into editable notation objects. Quantization settings and transcription-style controls help reduce timing drift before the score enters polishing work. MusicXML export supports handoff to other engraving workflows.

Pros
  • +MIDI-to-score workflow converts performances into editable notation objects
  • +Quantization controls support repeatable cleanup before engraving polish
  • +MusicXML export supports score interchange with other notation tools
  • +Layout-aware engraving keeps edits coherent across measures
Cons
  • –Controller automation alignment is limited for deep mixing-style edits
  • –Complex orchestration can require manual cleanup after import
  • –Some engraving edge cases may need extra passes to refine
Use scenarios
  • Composers arranging for ensembles

    Convert MIDI demos into readable parts

    Faster part creation from sketches

  • Producers preparing sheet music

    Turn recorded takes into MusicXML exports

    Interchange with engraving pipelines

Show 1 more scenario
  • Music educators and transcribers

    Batch convert MIDI to teachable scores

    Readable teaching materials

    Use consistent import-to-notation cleanup so students can read aligned rhythms and markings.

Best for: Fits when MIDI sketches must become rehearsal-ready parts with repeatable editing and MusicXML interchange.

#9

Crescendo Music Notation Software

SMB

Lightweight notation editor that imports MIDI and produces printable music scores.

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

MIDI-driven score generation that keeps rhythm corrections tied to notation output during editing.

Crescendo Music Notation Software targets MIDI-driven workflows by focusing on turning performance data into readable sheet music. The tool emphasizes score engraving from imported MIDI, then refining note spelling, timing, and layout choices for print and rehearsal use.

Pros
  • +MIDI import-to-score workflow supports fast notation drafts from performances
  • +Editing timing and note attributes helps correct quantization artifacts
  • +Score layout tools cover common staff and part formatting needs
  • +Playback follows the notation edits for quick rhythm and phrasing checks
Cons
  • –MusicXML interchange and cross-application fidelity are limited for advanced scores
  • –Cross-staff beaming and complex engraving details need more manual cleanup
  • –Tuplet rendering is less dependable on dense, heavily swung MIDI passages
  • –Expression and controller-to-notation mapping is not as granular as major competitors
Use scenarios
  • Musicians documenting performances

    Convert MIDI performances into print-ready scores

    Print-ready sheet music

  • Arrangers correcting rhythm and articulation

    Fix notation alignment using MIDI iteration

    Cleaner rhythm and articulation

Show 1 more scenario
  • Rehearsal planners and conductors

    Prepare consistent parts from MIDI

    Consistent rehearsal parts

    Generate engraved notation from performance data and adjust layout for rehearsal readability.

Best for: Fits when MIDI-heavy arrangers need a workable score draft and fast print-ready iteration.

Conclusion

After evaluating 9 midi sheet music software, Flat 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
Flat

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 Midi Sheet Music Software

How does MIDI import quality affect notation output in Forte Notation versus Sibelius?
Forte Notation converts timing and performance markings into notation-ready objects so arranger edits can preserve musical meaning after the MIDI-to-score pass. Sibelius keeps the workflow centered on notation updates driven by score playback, which changes how quickly timing fixes translate into engraved results.
Which tools provide MusicXML interchange for moving scores between engraving environments?
Forte Notation supports MusicXML interchange for iterative engraving and downstream publishing workflows. Sibelius and MuseScore Studio also support MusicXML interchange, while Flat and ScoreCloud use MusicXML handoffs to move arrangement output into other notation tools.
When controller-heavy performances include sustain pedal and pitch bend, how do MuseScore Studio and ScoreCloud differ in what gets editable?
MuseScore Studio presents controller data during import and pairs it with MIDI mapping plus expression editing in staff views. ScoreCloud keeps expression tied to the incoming performance data during notation rendering, then concentrates automation on repeatable mapping so batches stay consistent.
What breaks if MIDI quantization is too aggressive when generating parts with Crescendo Music Notation Software versus Dorico-like workflows?
In Crescendo Music Notation Software, over-quantization can cause rhythm correction to drift away from the intended performance grid because rhythm fixes remain linked to notation output during editing. Tools that emphasize deterministic engraving rules can still render consistently, but the musical swing feel may require explicit rework rather than relying on the original performance timing.
Which workflow is better for direct score interaction when drafting with MIDI, Flat or Noteflight?
Flat uses a browser-first notation canvas where edits are driven through direct interaction with the score tied to MIDI playback. Noteflight stays browser-first around live notation entry and playback from the browser, so MIDI file import feeds note-level editing but the interaction model centers on editable score state.
How does deterministic engraving in LilyPond change revision behavior compared with direct-manipulation MIDI-to-score editing in Finale or Sibelius?
LilyPond’s source-driven workflow produces repeatable engraving results from the same score definition, which reduces manual re-tuning across revisions. Sibelius prioritizes immediate notation-level refinement after MIDI import, so iterative edits typically rely more on interactive score updates than on regenerating a text-defined score.
What are the practical tradeoffs between exporting MIDI after notation edits in Noteflight versus keeping the loop notation-first in Guitar Pro?
Noteflight supports MIDI export for round-tripping changes back into sequencing workflows, which keeps arrangement edits synchronized with the browser score state. Guitar Pro keeps tablature-aware playback and notation context tightly linked per instrument part, which reduces the need to bounce through MIDI export for small rhythmic and expression adjustments.
When batch-processing multiple MIDI files into scores, where does automation matter most in ScoreCloud versus MuseScore Studio?
ScoreCloud concentrates automation on repeatable mapping and transformation so batches of MIDI files produce consistent notation outputs. MuseScore Studio focuses on MIDI mapping and expression editing for rapid interactive correction, so it fits best when the work includes manual cleanup per score rather than purely batch transformations.
Where do admin controls, RBAC, and audit logs show up in browser-first tools like Noteflight compared with desktop notation systems like Sibelius?
Noteflight’s browser-first deployment typically aligns with workspace-style administration patterns such as user roles and activity visibility, which affects how teams manage shared editing sessions. Desktop notation systems like Sibelius are usually governed through file-level workflows and local workstation access rather than centralized RBAC and audit log controls.
How can data migration from a DAW MIDI project be handled when moving through MusicXML versus staying inside a MIDI-first editing loop?
Forte Notation and MuseScore Studio support MusicXML interchange so DAW-origin MIDI sketches can move into engraving-oriented editing without losing score structure. Flat and Noteflight emphasize MIDI-to-score workflows in a round-trip loop, so migration focuses on keeping playback-aligned score state rather than converting through MusicXML as the primary interchange format.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Midi Sheet Music Software

We separate midi sheet music software by how reliably it turns MIDI into printable notation and how much control you have over the score output. In practice, Notation rendering and MusicXML interchange usually decide whether your edits survive across workflows.

Notation rendering quality

Why it matters

Notation rendering quality determines whether imported MIDI becomes readable sheet music without awkward spacing or mismatched notation. If you plan to publish or rehearse from the result, this matters every time you re-import or revise.

How to check

Import a short MIDI with chords, rests, and varied durations, then inspect the page at normal zoom and full zoom. Try a second pass that changes one note, re-generate, and see whether the layout and symbols stay consistent.

MusicXML interchange support

Why it matters

MusicXML interchange support lets us move scores between tools without losing notation intent. It matters when we edit in notation software but originate ideas from MIDI.

How to check

Export MusicXML from the tool, import it into another score editor, and compare page structure and note placement. Ask the demo to show whether key changes, tuplets, and articulations survive the round trip.

Time alignment and quantization control

Why it matters

Time alignment and quantization control decides how closely the printed rhythm matches the performance. If we do rhythm editing or tight transcription, we need predictable snapping behavior.

How to check

Use a MIDI with swung timing or uneven strumming, then adjust the quantization strength and subdivision choices. Confirm whether the grid change can be refined without breaking note lengths or ties.

Velocity to dynamics handling

Why it matters

Velocity to dynamics handling affects whether dynamics and expression feel intentional rather than arbitrary. For practice tracks and expressive parts, this is what turns raw performance into a usable score.

How to check

Import a MIDI performance with clear dynamics differences, then check how the tool maps velocity into dynamics marks. Change velocity on a few notes in the MIDI and verify the score updates the way you expect.

MIDI export fidelity after edits

Why it matters

MIDI export fidelity after edits tells us whether notation tweaks translate back to sound. If we refine notation for readability but still need an accurate playback track, fidelity prevents rework.

How to check

Edit the generated score (for example, change a note length or articulation), then export MIDI and compare playback against the intended timing. Spot-check pitch bend and sustain behavior on a passage that uses them.

MIDI file import compatibility

Why it matters

MIDI file import compatibility determines whether common MIDI files load with correct tracks, tempos, and event data. If imports scramble notes, the rest of the workflow becomes unreliable.

How to check

Bring two MIDI samples: one with multiple tracks and one with tempo changes. Confirm track separation in the score and verify that tempo changes land where they should on playback.

Red flags

  • Quantization changes rewrite note lengths in unpredictable ways
  • MusicXML exports lose key symbols or restructure the staff unexpectedly
  • Velocity edits don’t change dynamics marks in the score

Fit by situation

  • If you need print-ready pages from performance MIDI, prioritize Notation rendering quality.
  • If you move scores between editors often, prioritize MusicXML interchange support.
  • If your rhythm comes from imperfect timing, prioritize Time alignment and quantization control.
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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