GITNUXSOFTWARE REVIEW
Music And AudioTop 10 Best Composers Software of 2026
Compare composers software options for writing, arranging, and playback, with tradeoffs for different workflows and budgets. Includes Flat and Notion.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
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Framework: Features 40% · Ease 30% · Value 30%
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Flat is the best pick for composers who want browser-native score editing with instant playback feedback tied to the same canvas, whereas PreSonus Notion fits when you’re notation-led but need realistic rehearsal playback that stays updated for export and handoff.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Flat
Browser-first score editing with immediate playback feedback tied to the same notation canvas.
Best for: Fits when browser-native score editing and near-real-time playback checks matter more than extreme engraving customization.
PreSonus Notion
Editor pickScore-integrated playback updates articulation and instrument mapping as notation changes.
Best for: Fits when composers want notation-led composition with reliable rehearsal playback and MusicXML export.
Noteflight
Editor pickReal-time collaborative score editing with web-native sharing and review workflows.
Best for: Fits when web collaboration and MusicXML-based exchange matter more than advanced engraving fine-tuning.
Comparison Table
Flat
SMBCollaborative online music notation software for real-time score editing.
Browser-first score editing with immediate playback feedback tied to the same notation canvas.
Flat is an online notation editor built for composing and engraving inside a browser. Its core workflow centers on real-time score editing with notation input, layout controls, and playback tied to the edited score.
Flat also supports file exchange through common formats and lets projects stay organized for collaboration-oriented workstreams. For composers who want quick iteration on staff layout and playback behavior without switching tools, Flat’s browser-first workflow reduces friction.
- +Browser-based editing keeps score changes visible without desktop sync steps
- +Notation input and layout controls are tightly coupled to the score view
- +Playback follows edits closely for rapid checking of rhythm, voices, and dynamics
- +Project files remain shareable as a working score artifact
- –Advanced engraving controls can feel shallow for highly customized rule sets
- –Large orchestral scores can become sluggish compared with desktop editors
- –Deep automation across multiple scores needs more workflow discipline
- –External MIDI routing and audio-bounce workflows are less direct than DAW-centric setups
composers software teams
Collaborate on shared browser scores
Shared score with tracked revisions
composers software educators
Move manuscripts via MusicXML exchange
Reused manuscripts across tools
Show 2 more scenarios
composers software arrangers
Import MIDI then refine notation
MIDI ideas become editable notation
MIDI material imports into staff and piano-roll views, then exports back as notation when ready.
composers software teachers
Transpose parts while preserving playback
Parts ready for performers
Key and range changes update the notation and keep playback aligned to the edited score.
Best for: Fits when browser-native score editing and near-real-time playback checks matter more than extreme engraving customization.
PreSonus Notion
enterpriseNotation software combining traditional scoring with realistic playback.
Score-integrated playback updates articulation and instrument mapping as notation changes.
Notion is built around score-based composition where MIDI input and notation editing stay in sync, which reduces round-trip friction versus tools that treat playback as secondary. Its playback engine uses an instrument and articulation setup so staff edits update what is heard during notation playback. Export options include MusicXML for score exchange and MIDI file output for performance continuity.
A tradeoff appears when teams need deep automation through scripting or external systems, because extensibility is oriented around built-in workflows rather than broad API access. Notion fits most when composers want rehearsal-grade playback from their score and need reliable score export for arrangement handoff.
- +Playback settings follow staff edits for faster rehearsal iterations
- +MusicXML export supports score handoff to notation pipelines
- +MIDI-centric workflow keeps performance and notation aligned
- +Instrument and articulation mapping supports realistic audition playback
- –External automation depends on built-in features more than code-based extensibility
- –Large template libraries require consistent setup to avoid playback drift
- –Workflow can feel notation-first even when composing via MIDI
Film and game composers
Rehearse cues from staff edits
Faster cue iteration
Commercial music arrangers
Handoff parts via MusicXML
Cleaner downstream editing
Show 1 more scenario
Producer-composers
Create from MIDI then engrave
One workflow from demo
Start with MIDI sequencing and convert ideas into notation with consistent part behavior.
Best for: Fits when composers want notation-led composition with reliable rehearsal playback and MusicXML export.
Noteflight
SMBWeb-based music notation software for composing and teaching music.
Real-time collaborative score editing with web-native sharing and review workflows.
Noteflight’s core workflow is web-first score writing with a notation grid, staff tools, and playback that responds to changes as edits are made. The collaboration model supports shared access to a score for multiple editors and reviewers, which reduces version churn during arranging and classroom use. Export to MusicXML supports round-tripping with notation editors that accept that format, and printable score output supports study and rehearsal workflows.
A key tradeoff is that deep orchestration and advanced engraving controls are not as granular as in desktop-first notation suites. Noteflight works well when the primary goal is readable scores plus fast feedback loops through web sharing and playback, rather than highly specialized engraving automation.
- +Browser-based editing removes OS and file-sync friction
- +Shared score access supports real-time co-writing and review
- +MusicXML export supports interoperability with desktop notation tools
- +Instant notation playback supports quick musical checks
- –Advanced engraving control depth is limited versus desktop notation suites
- –Large, highly instrumented projects can feel constrained
Composition teachers
Assign scores for student feedback
Faster revision cycles
Small composer teams
Co-write arrangements in one score
Less version fragmentation
Show 2 more scenarios
Scene and theater writers
Produce rehearsal-ready printable parts
More consistent rehearsals
Scores can be exported for printing while playback supports cue timing checks before rehearsals.
Indie arrangers
Round-trip with desktop notation tools
Reduced format friction
MusicXML exchange supports moving work between Noteflight and other notation environments for final detailing.
Best for: Fits when web collaboration and MusicXML-based exchange matter more than advanced engraving fine-tuning.
Logic Pro
desktop DAWLogic Pro combines MIDI sequencing, audio recording, notation, mixing, and instrument libraries.
Apple loops plus MIDI and audio recording feed the same arrangement, keeping reharmonization and orchestration edits synchronized.
Logic Pro differentiates itself with deep macOS and Apple ecosystem integration plus a composition workflow built around audio-to-MIDI iteration. It supports MIDI sequencing, audio routing with bus-based mixing, and extensive automation for both virtual instruments and external gear via controller mapping.
- +Tight MIDI sequencing to audio iteration inside one project timeline
- +Expression mapping and articulation control for instrument playback realism
- +Audio routing and bus architecture that supports complex mix workflows
- +Score editor stays linked to arrangement playback for faster edits
- –Notation engraving controls are less extensive than notation-first editors
- –External MIDI controller mapping can become configuration-heavy on larger rigs
composers software arrangers
Compose with MIDI, notation, and instruments
Editable parts with instrumentation
composers software EDM producers
Create tempo-aligned electronic sections
Controlled transitions and structure
Show 2 more scenarios
composers software mixing engineers
Finalize recordings inside the same project
Rendered masters from one file
Use bus-based processing, automation, and rendering tools to produce finished mixes and masters.
composers software remix teams
Generate stems and alternate remix sections
Organized stems for release
Align samples to tempo, rework sections, and export separated parts for downstream delivery.
Best for: Fits when composing in a DAW first and needing notation plus production in one timeline.
LilyPond
SMBText-based music engraving program producing high-quality printed scores.
Engraving rules are generated from text input, producing consistent typography across repeated builds.
LilyPond compiles music notation from a declarative input language into high-control engraving output, including beam grouping, slur positioning, and consistent line breaking. The project’s strength is source-level automation, because changes in the input propagate through the entire score render. It also supports exporting notation formats like MusicXML for interchange, which helps when collaboration requires editing in other notation tools.
- +Deterministic score rendering for reproducible printed output
- +Text-first input enables scripted changes and version-controlled notation
- +Powerful engraving control for spacing, beams, and slur placement
- +MusicXML export supports notation interchange with other editors
- –Playback is not designed for DAW-grade audition and mixing
- –Learning the input language and layout idioms takes time
- –Interactive WYSIWYG editing is limited compared with GUI notation editors
Composers using version control
Iterate scores through Git commits
Reproducible printed editions
Orchestration editors
Generate multiple instrument parts
Faster part production
Show 2 more scenarios
Notation teams exchanging files
Move drafts into other editors
Lower interchange friction
MusicXML export supports round-tripping when collaborators prefer different notation workflows.
Academic engraving workflows
Publish notation from standard templates
Uniform document style
Reusable engraving settings support consistent staff layout across publications.
Best for: Fits when printed score iteration and reproducible layout matter more than real-time playback.
SmartScore
vertical specialistSmartScore provides optical music recognition, notation editing, MIDI playback, and MusicXML conversion.
Tight MIDI input to notation output loop with playback for rapid auditioning during score drafting.
SmartScore from musitek.com is a composers-focused desktop tool aimed at turning MIDI sketching into notation-ready scores. It supports MIDI input and score export workflows, plus performance-oriented playback so composers can audition ideas before engraving polish.
- +MIDI-to-notation workflow supports composer iteration from sketch to score
- +Notation playback helps validate phrasing before final engraving passes
- +Score export supports interchange with notation editors and DAWs
- +Editing tools map musical structure more directly than DAW-only approaches
- –Not as deep in large-scale engraving rule control as Dorico or Sibelius
- –Workflow depends on MIDI preparation quality to avoid messy notation output
- –Limited orchestration-scale tooling compared with full-featured notation suites
- –Automation and batch processing are less extensive than in top-tier competitors
composers software publishers
Recover editable notation from PDFs
Editable notation from page sources
composers software arrangers
Start arrangements from MIDI or notation
Editable draft for iteration
Show 2 more scenarios
composers software performers
Transcribe recorded input into notation
Starting score for practice
Turn MIDI or selected recorded musical input into editable notation drafts for review and refinement.
composers software music archives
Digitize printed repertoire into edits
Reusable digital scores
Convert scanned or photographed sheet music into editable notation to correct and reuse content.
Best for: Fits when MIDI sketches must convert into readable notation quickly for review and revision.
FL Studio
desktop DAWFL Studio combines pattern sequencing, piano roll composition, audio recording, mixing, and plugin hosting.
Pattern-based sequencing with mixer-linked automation lets MIDI ideas stay connected to audio effects throughout arrangement.
FL Studio pairs an event-focused MIDI sequencer with dense audio routing and a built-in VST plugin host.
- +Mixer-first audio routing keeps automation tied to FX and bus paths
- +Step sequencing and piano roll editing support fast rhythmic sketching
- +Per-pattern and per-clip workflows reduce friction for loop-based composing
- +Built-in plugin hosting supports multitrack instrument and effect chains
- –Score engraving and staff layout controls are weaker than dedicated notation tools
- –Large projects can feel harder to administer across many instruments and versions
- –Automation targets can require careful lane management to stay readable
- –Notation workflows depend on export and mapping rather than full editorial control
composers software keyboard writers
Program parts in Piano Roll
Detailed instrumental sketches
composers software media composers
Mock up cues from MIDI motifs
Shareable cue mockups
Show 2 more scenarios
composers software home studios
Capture performances and refine takes
Recorded audio ready to edit
Record microphones and instruments in the project and then edit for arrangement and processing.
composers software track producers
Automate mixer controls and FX
Automation-driven processed mixes
Route channels through inserts and sends while drawing automation for instruments and effects over time.
Best for: Fits when writing compositions in MIDI and sound first, with light export to notation.
REAPER
SMBREAPER is a configurable DAW for MIDI sequencing, audio recording, routing, editing, and mixing.
Script-driven automation that maps composer workflows into repeatable actions across MIDI, audio, and routing.
REAPER provides a full DAW environment for MIDI sequencing and audio recording, with automation envelopes that composers can shape per track and per parameter.
- +Extensible workflow with REAPER scripts and macros for repeatable composition tasks
- +High-granularity MIDI editing with per-event control and dense automation lanes
- +Flexible audio routing with track and bus architecture for complex cue mixes
- +Efficient audio bounce workflow through customizable render settings
- –Notation authoring is not score-first, so engraving-heavy edits cost more time
- –Deep configuration options can slow onboarding for MIDI-first composers
- –Plugin hosting depends on third-party instruments and effects for final sound
- –Cross-app interchange needs manual attention for consistent formatting
composers software small studios
Record bands and mix in one project
Completed multitrack mix
composers software sound designers
Build nested buses and sidechains
Advanced routing control
Show 2 more scenarios
composers software home producers
Produce songs from idea to export
Idea-to-export workflow
Combine audio recording, MIDI sequencing, and plugin production in a single arrangement timeline.
composers software audio editors
Render stems for delivery
Repeatable export deliveries
Use offline rendering and configurable bounce workflows to export stems and alternate mixes.
Best for: Fits when composers need one timeline for MIDI orchestration, cue playback, and audio production without switching tools.
Capella
SMBMusic notation software popular in European markets for choir and ensemble scores.
Engraving rulesets that preserve layout decisions while iterating, reducing manual reformatting between drafts.
Capella is a composing environment that targets fast score-first workflows, with built-in playback and notation editing focused on repeatable layout decisions. It provides engraving rulesets, staff and voice controls, and expression handling aimed at keeping rendered notation consistent during iteration.
- +Engraving rules keep spacing and staff layout consistent across edits
- +Expression and playback mapping helps keep notation and audition aligned
- +MusicXML export supports round-tripping to notation and DAW toolchains
- +Voice and part management reduces rework during multi-part revisions
- –Workflow depends on setup of per-project playback and mapping choices
- –Advanced MIDI sequencing tasks feel less deep than DAW-first editors
- –Some complex notation edge cases require manual tweaks to match expectations
- –Extensibility centers on built-in features rather than third-party plugin ecosystems
composers software piano writers
Write expressive multi-voice piano scores
Editable piano score
composers software choral directors
Arrange multi-part choir or ensemble writing
Ensemble score plus parts
Show 2 more scenarios
composers software music editors
Exchange scores using MusicXML import
Transferable editable notation
Use MusicXML import and export to continue edits in other notation applications.
composers software publishers
Format engraved sheet music for print
Distribution-ready sheet music
Refine page formatting and engraving settings to produce print-ready scores and parts.
Best for: Fits when score-first composition needs repeatable engraving behavior and consistent playback.
Finale
professionalLong-established notation software for composers and educators.
Document-wide engraving rules and saved appearance settings that keep staff layout consistent across large multi-part scores.
Finale targets composers who need edit control over staff layout, engraving rules, and a mature notation workflow built around mature file exchange. Score engraving and notation playback are driven by detailed score settings, part extraction, and repeatable appearance choices tied to the document.
- +Deep control over staff layout and engraving rules per document and part
- +Strong MusicXML export for exchanging scores with other notation tools
- +Playback configuration that maps notation to articulations and dynamics
- +Reusable libraries for expressions and common engraving decisions
- –Large feature surface makes first-time setup and workflows slower
- –Advanced engraving changes can require careful step-by-step configuration
- –Interchange with MIDI sequencing can need manual cleanup after import
- –Some layout outcomes depend on document-wide settings that affect many objects
composers software media orchestrators
Extract orchestral parts from full scores
Organized documents and parts
composers software guitar arrangers
Write standard notation and tablature
Playable engraved parts
Show 2 more scenarios
composers software educators
Verify arrangements by score playback
Audio-based revision checks
Play back score material to check rhythm, harmony, articulation, and instrumentation before release.
composers software transcription specialists
Convert MIDI performances into refined scores
Editable score from MIDI
Import MIDI performance data, then manually refine notation and layout for an editable score.
Best for: Fits when notation work needs fine engraving control and reliable exchange via MusicXML between tools.
Conclusion
After evaluating 10 composers 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.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Composers Software
This buyer’s guide covers composers software built for score drafting and playback-driven revision, with LilyPond at the top of the short list and Sibelius, Dorico, and Finale used as the desktop notation benchmarks. The remaining coverage spans Noteflight, Flat, PreSonus Notion, Capella, Logic Pro, FL Studio, REAPER, and SmartScore, so notation-first and production-first workflows are both represented.
The ranking emphasis follows repeatable output, collaboration and exchange workflows, and how tightly notation edits drive playback. Each entry is grounded in concrete mechanisms like deterministic score rendering in LilyPond and browser-canvas playback feedback in Flat so comparisons map to real composer tasks.
Composers Software for score engraving plus MIDI and playback iteration
Composers software is used to write notation, control engraving and layout behavior, and validate musical phrasing through notation playback and MIDI workflows. Tools like LilyPond focus on deterministic engraving from text input so repeated builds reproduce typography and spacing consistently across iterations.
Desktop notation suites like Finale prioritize document-wide engraving rules and saved appearance settings that keep multi-part layout consistent. Music-first environments like Logic Pro and REAPER instead align MIDI sequencing and audio production on one timeline, with notation support that trades engraving depth for tighter orchestration-to-audio iteration.
Composer workflow features that change output quality and iteration speed
The fastest composers move between notation edits and audition, because playback settings that follow score changes reduce rehearsal rework. The ranking emphasizes tools where engraving behavior stays consistent across repeated builds, or where browser-native editing keeps the score canvas and audio feedback synchronized.
Deterministic engraving from script or text-first input
LilyPond generates engraving rules from text input so repeated builds reproduce typography and spacing consistently across revisions. This approach is typically more reproducible than canvas-first browser editors like Flat for the same repeated layout goals.
Document-wide engraving rules for large multi-part consistency
Finale stores engraving rules and appearance settings per document so staff layout stays consistent across large scores. Dorico and Sibelius target similar desktop expectations, but Finale’s document-wide saved controls are the clearest match to multi-part layout stability.
Score-integrated playback that updates with notation edits
PreSonus Notion links playback settings to staff edits so rehearsal playback reflects notation changes as the score evolves. SmartScore also supports a quick MIDI-to-notation audition loop, but Notion’s approach is notation-led and designed for rehearsal iteration.
Browser-native editing with immediate playback checks
Flat keeps notation input and layout controls tightly coupled to the score view while providing near-real-time playback feedback. Noteflight also runs in the browser for collaboration, but Flat’s immediate canvas feedback is the sharper fit for fast playback spot checks.
Real-time collaboration and review workflows
Noteflight enables real-time collaborative score editing through web-native sharing and review workflows. It trades off advanced engraving fine-tuning versus desktop suites, which makes collaboration the central differentiator for teams that co-write in one score.
Automation depth across MIDI sequencing and audio production
Logic Pro ties Apple loops plus MIDI and audio recording into one arrangement timeline, which keeps orchestration edits synchronized with audio iteration. REAPER provides script-driven workflow automation across MIDI, audio, and routing, which suits composers who want repeatable actions across sessions.
Choose Composers Software by workflow control points and iteration loop
A composer choosing software should start with the loop that must be fast and trustworthy, either repeated printed output or rehearsal-ready playback as notation changes. The right choice depends on whether the primary control point is engraving rules stored in a document, browser-canvas feedback tied to live edits, or a DAW timeline where audio and MIDI move together.
Pick the iteration philosophy: reproducible printed output vs real-time audition loops
If repeated builds must yield the same spacing and typography, LilyPond’s deterministic score rendering from text input matches that requirement. If auditions must stay tightly coupled to what is being changed on screen, Flat’s browser-first canvas with immediate playback feedback is a closer fit.
Decide where playback authority lives: notation-led playback or DAW timeline production
If rehearsal playback should update as staff edits change articulation and instrument mapping, PreSonus Notion keeps playback settings aligned to notation changes. If production and orchestration live on one timeline, Logic Pro or REAPER aligns MIDI sequencing with audio iteration.
Select the scaling model: multi-part engraving rules vs orchestration administration overhead
For multi-part document work where engraving rules and saved appearance settings must persist across many parts, Finale’s document-wide controls provide a consistent framework. If large instrument projects feel constrained in the browser, choose a desktop-first option like Finale, Dorico, or Sibelius instead of Noteflight or Flat for day-to-day heavy orchestration.
Choose exchange and review workflows as a first-class requirement
If collaborative co-writing and review are central, Noteflight’s web-native sharing supports real-time editing and comment-style workflows. If handoff to other notation pipelines must be routine, PreSonus Notion’s MusicXML export support and LilyPond’s deterministic builds give more predictable cross-tool outcomes.
Match sketch-to-score conversion needs to the MIDI-to-notation depth available
When MIDI sketches must convert quickly into readable notation for review and revision, SmartScore focuses on a tight MIDI input to notation output loop with notation playback. When draft-to-draft engraving behavior must stay stable as spacing decisions persist, Capella’s engraving rulesets help preserve layout decisions during iteration.
Who these Composers Software tools fit best
Composers should map their work to the tool’s control points, either engraving rules that protect layout consistency, collaboration workflows that keep teams in one shared score, or timeline-driven production that unifies MIDI and audio. The segments below target concrete workflow outcomes rather than generic user levels.
Composers who iterate on printed layout and want reproducible typography across builds
LilyPond fits when deterministic score rendering must preserve spacing and typography from repeated text-driven builds, reducing manual cleanup between drafts.
Composers running co-writing and review with collaborators who need web-native access
Noteflight fits when real-time collaborative score editing and browser-native sharing reduce file-sync friction and keep reviewers working in the same score.
Notation-led composers who need rehearsal playback to reflect staff edits immediately
PreSonus Notion fits when playback settings follow staff edits so articulation and instrument mapping stay aligned during rehearsal iterations.
Composers producing audio-first arrangements while still keeping notation as a controlled output
Logic Pro fits when a DAW timeline drives orchestration and reharmonization while MIDI and audio recording stay synchronized with notation output.
Composers who convert MIDI sketches into readable notation for quick validation
SmartScore fits when a tight MIDI-to-notation audition loop helps validate phrasing before deeper engraving passes are applied.
Common selection mistakes that create avoidable rework
Most rework comes from picking a tool that optimizes the wrong control point, such as treating a notation editor like a DAW or treating a DAW like a score engraving system. The mistakes below show where composers typically lose time based on the tools’ stated strengths and limitations.
Assuming a notation-first tool will provide DAW-grade auditioning and mixing workflow
LilyPond prioritizes deterministic printed output and makes playback a secondary concern, so it is best paired with a playback-driven audition workflow instead of expecting DAW mixing depth inside the engraving system.
Choosing browser collaboration without planning for engraving fine-tuning on complex scores
Noteflight supports real-time collaboration but has limited advanced engraving control depth versus desktop notation suites, so complex layout work should be scheduled for a desktop tool when the score demands it.
Skipping setup discipline for template libraries and playback mapping in notation-led projects
PreSonus Notion can update playback with staff edits, but large template libraries require consistent setup to avoid playback drift, so templates and instrument mapping should be validated early.
Overloading desktop-first engraving workflows into a score view that becomes sluggish for large orchestral layouts
Flat provides near-real-time playback tied to the score canvas, but large orchestral scores can become sluggish compared with desktop editors, so heavier orchestration sessions may need a desktop notation suite.
Expecting MIDI sketch quality problems to be fixed by the notation tool
SmartScore’s MIDI-to-notation output quality depends on MIDI preparation quality, so quantization and note data cleanup before import prevents messy notation output.
How We Selected and Ranked These Tools
We evaluated engraving control fit, playback iteration behavior, and collaboration or exchange workflows across LilyPond, Sibelius, Dorico, Finale, Noteflight, Flat, PreSonus Notion, Capella, Logic Pro, FL Studio, REAPER, and SmartScore. Features counted for 40% because engraving rules control, playback linkage, and MIDI sketch handling drive day-to-day rework.
Ease and value each counted for 30% because learning time affects throughput and dense configuration can slow adoption. LilyPond took the top position because deterministic engraving rules generated from text input produce consistent typography across repeated builds, which directly supports reproducible printed score iteration.
Frequently Asked Questions About Composers Software
How do Sibelius, Dorico, and Finale differ in built-in engraving control during iteration?
Which notation tools handle real-time browser collaboration best?
When exporting for downstream DAW work, which tools focus on MIDI file workflows versus MusicXML?
What breaks if a MIDI sketch generated in SmartScore needs deterministic, reproducible engraving on every build?
How does REAPER manage automation and routing when composers move between MIDI orchestration and audio bounce?
How do Noteflight and Flat compare for score playback checks during note entry?
Which tools provide structured extensibility through scripts or automation beyond in-app settings?
When importing external notation, where do common MusicXML round-trip issues show up?
How do data migration and admin controls differ between desktop notation tools and browser-based editors?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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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