Commissioned Research
Top 10 Best Digital Art Software of 2026

GITNUXSOFTWARE REVIEW

Art & Design

Top 10 Best Digital Art Software of 2026

Compare digital art software options for illustrators and designers, including Corel Painter, Clip Studio Paint, and Adobe Photoshop tradeoffs.

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

Search agents gather the source set and the review record, including transcriptions of 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

Artists, operators, and technical evaluators use digital art software to convert stylus input into production-ready images with predictable layer behavior, brush dynamics, and export workflows. This comparison narrows tradeoffs among raster editors, drawing platforms, and comic-focused tools so readers can match brush simulation, layer tooling, and device constraints to their pipeline.

Corel Painter is the best pick for digital painters who want brush realism and paint-like behavior because its brush customization controls bristle, texture, and stroke response at the moment you draw. Clip Studio Paint is a great alternative for comic and manga artists since its panel-first inking workflow stays fast and repeatable with perspective and symmetry helpers.

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

Corel Painter

Corel Painter’s brush customization lets each brush control bristle, texture, and paint behavior at stroke time.

Best for: Fits when brush realism and painting-specific tools matter more than timeline animation.

2

Clip Studio Paint

Editor pick

Comic page-centric inking workflow built around panel-friendly tools, including perspective and symmetry helpers.

Best for: Fits when manga and illustration artists need fast, repeatable drawing workflows with strong animation support.

3

Adobe Photoshop

Editor pick

Adjustment layers with mask-based control keep retouching non-destructive through repeated revisions in one PSD.

Best for: Fits when raster-first art needs long-lived editability and color-managed export control.

Comparison Table

1
Corel PainterBest overall
SMB
9.4/10
Overall
2
vertical specialist
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
8.5/10
Overall
5
vertical specialist
8.3/10
Overall
6
vertical specialist
7.9/10
Overall
7
vertical specialist
7.4/10
Overall
8
7.3/10
Overall
9
vertical specialist
6.9/10
Overall
10
6.6/10
Overall
#1

Corel Painter

SMB

Digital art application emulating traditional fine art materials.

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

Corel Painter’s brush customization lets each brush control bristle, texture, and paint behavior at stroke time.

Corel Painter is a digital art suite built around an artist-centric brush engine that simulates real-world paint behavior across large canvases. Layer stack editing, masking, and blend modes support non-destructive workflows, while color management with ICC profiles supports predictable output.

Corel Painter also adds specialized painting tools like symmetry, canvas rotation, and perspective guides to keep composition consistent. Export workflows cover common industry formats, including vector path rendering export and high-resolution raster output.

Pros
  • +Brush engine with controllable brush dynamics for paint-like results
  • +Layer stack workflow supports masking and blend modes for edits
  • +Tablet pressure sensitivity and tilt recognition help maintain stroke intent
  • +Symmetry and stabilizer tools support consistent freehand lines
Cons
  • –Learning curve is steep due to deep brush and tool controls
  • –Performance can dip on very large canvases with heavy layer stacks
Use scenarios
  • concept artists and visual teams

    painterly character and environment concepts

    style-consistent painted concepts

  • photo artists and digital painters

    paint over imagery with masks

    controlled painted edits

Show 2 more scenarios
  • tablet illustrators

    paint with pressure and tilt

    more natural mark-making

    Illustrators use tablet pressure and tilt controls to shade and paint with responsive strokes.

  • comic and manga artists

    ink and color on layers

    layered inked pages

    Artists apply pressure-sensitive pen and paint brushes for linework, shading, and layered coloring.

Best for: Fits when brush realism and painting-specific tools matter more than timeline animation.

#2

Clip Studio Paint

vertical specialist

Digital painting application for illustration and comic art.

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

Comic page-centric inking workflow built around panel-friendly tools, including perspective and symmetry helpers.

Clip Studio Paint targets illustrators who need fast sketch-to-ink iteration with brush dynamics, tablet pressure sensitivity, and stabilizers for cleaner strokes. The layer system supports masking, blend modes, and ongoing revisions without flattening early, which helps when revising thumbnails into finished pages. Animation tools add a timeline for frame-by-frame raster with keyframed transformations and interpolation across frames.

A key tradeoff is that complex vector-heavy design work can feel less direct than dedicated vector editors, because the core strength remains raster drawing and page layout. The strongest usage situation is producing manga or multi-panel illustrations where repeated perspective setup and consistent brush behavior matter across many pages.

Pros
  • +Brush engine supports responsive inking with stabilizer control
  • +Layer stack workflow supports revisions with masking and blend modes
  • +Perspective and symmetry tools reduce repetitive drawing setup
  • +Timeline animation supports frame-by-frame raster production
Cons
  • –Vector-centric layout tasks are less direct than dedicated editors
  • –Color-managed print proofing can require extra configuration work
Use scenarios
  • Manga artists

    Inking multi-panel pages

    Fewer redraws per page

  • Illustrators

    Non-destructive repaint revisions

    Faster revision cycles

Show 2 more scenarios
  • Storyboard artists

    Frame-by-frame animatics

    Quicker animatic iteration

    The animation timeline supports raster frames with transformations across the sequence.

  • Cover designers

    Mixed illustration and layout export

    Cleaner file handoffs

    PSD import and export options support handoff to common production pipelines.

Best for: Fits when manga and illustration artists need fast, repeatable drawing workflows with strong animation support.

#3

Adobe Photoshop

enterprise

Raster graphics editor for digital painting and photo manipulation.

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

Adjustment layers with mask-based control keep retouching non-destructive through repeated revisions in one PSD.

Adobe Photoshop’s core strength is its layer-centric raster workflow with non-destructive adjustment layers and masking for repeatable edits. Color management supports ICC profiles and consistent rendering for print and screen handoffs, which matters when multiple collaborators work from the same source file. The brush engine includes pressure and tilt inputs on supported tablets, plus stabilizers for cleaner strokes at sketch and inking stages.

A key tradeoff is that complex compositions become harder to maintain as layer counts and adjustment dependencies grow, especially when multiple variations must be managed. Photoshop fits best for production art that must stay editable through many rounds of retouching and asset handoffs, rather than for fully self-contained illustration sessions.

Pros
  • +Layer stack and masking enable repeatable edits across long projects
  • +ICC profile color management supports consistent print and screen output
  • +Tablet pressure and tilt inputs improve drawing fidelity
  • +PSD round-tripping keeps collaborative files editable
Cons
  • –Large layer stacks can slow navigation and revision throughput
  • –Video and animation timelines require extra setup compared with dedicated tools
  • –Automation and batch work can feel rigid for complex custom pipelines
  • –Vector path work remains secondary to raster editing for most tasks
Use scenarios
  • Retouching artists

    Multi-round photo cleanup with consistent edits

    Faster revision cycles

  • Illustration teams

    Shared PSD files for asset handoffs

    Lower rework between stages

Show 2 more scenarios
  • Print production

    Color-managed proofing from design masters

    More predictable print results

    ICC profile workflows help align preview and output for CMYK-focused production needs.

  • Digital illustrators

    Pressure-sensitive inking and sketching

    Cleaner strokes

    Tablet pressure and tilt support brush dynamics for more controlled line work.

Best for: Fits when raster-first art needs long-lived editability and color-managed export control.

#4

Krita

SMB

Open-source digital painting application for concept artists and illustrators.

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

Node-based compositing in the same workspace supports non-destructive edits that stay editable alongside the layer stack.

Krita pairs a mature raster engine with a customizable brush engine for painters who want granular stroke control. The layer stack supports advanced blending, masking workflows, and color management with ICC profile handling.

Pros
  • +Brush engine settings cover dynamics, texture, and stabilizer controls
  • +Node-based compositing supports non-destructive color and effects chains
  • +OpenRaster project support helps preserve editable layer structure
  • +Python scripting supports repeatable automation for studio workflows
Cons
  • –Deep customization can feel slower to learn than mainstream editors
  • –Vector path tools are limited compared with dedicated vector editors
  • –Animation timeline features need more setup for complex frame workflows
  • –Extensibility depends on maintaining community scripts and plugins
Use scenarios
  • digital illustration teams

    editable raster paint passes

    controllable paint passes

  • comic artists

    revise pages with layered canvases

    layered comic artwork

Show 2 more scenarios
  • 2D animators

    paint frames with onion skin

    editable animation frames

    Animators paint individual frames and refine motion using a timeline and onion skinning.

  • figure study artists

    iterative anatomy and pose studies

    reusable study paint

    Artists build reusable figure studies using pressure-sensitive brushes, overlays, and editable layers.

Best for: Fits when painters want scriptable automation plus node-based compositing for non-destructive finishing.

#5

Procreate

vertical specialist

Raster graphics editor designed for iPad digital painting.

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

Custom brush creation with brush dynamics lets stroke feel stay consistent across projects.

Procreate fits illustrators and concept artists who want pen-first responsiveness, with pressure and tilt support driving brush dynamics in real time. The app’s layer workflow supports non-destructive iteration via masks and blend modes, so revisions stay localized instead of flattening the whole image. Brush creation and tuning sit at the center, because brush dynamics controls how textures and stamps behave across strokes.

Pros
  • +Brush engine tuning creates repeatable, texture-rich stroke behavior
  • +Layer stack plus masking supports non-destructive composition revisions
  • +PSD import and layered export streamline desktop handoff
  • +Frame-by-frame animation works directly on the drawing canvas
Cons
  • –No built-in multi-user collaboration with RBAC or audit logs
  • –Export formats and pipelines for print color proofing are limited
  • –PSD compatibility can require manual cleanup after import
  • –Desktop-style automation and batch processing are not built around Procreate
Use scenarios
  • Freelance illustrators

    Sketch, paint, and revise fast

    Faster iteration on concepts

  • Game concept artists

    Build layered key art

    Cleaner handoff to production

Show 2 more scenarios
  • Storyboard artists

    Animate frame-by-frame panels

    More tests per day

    Timeline-style frame editing supports quick motion tests without a separate tool.

  • Studio art directors

    Prep files for Photoshop retouching

    Lower rework in desktop editors

    PSD import and layered export reduce friction when artists finish in Procreate.

Best for: Fits when solo artists need tablet-first raster workflows and simple desktop handoff.

#6

TwistedBrush

vertical specialist

Digital painting software with a focus on natural media brushes.

7.9/10
Overall
Features7.9/10
Ease of Use7.9/10
Value7.9/10
Standout feature

TwistedBrush includes built-in brush customization and dynamics controls designed around repeatable stroke behavior.

TwistedBrush turns tablet input into brush strokes inside a painting-oriented interface with layered canvases. The software emphasizes a dedicated brush engine with dynamics like pressure and tilt, plus symmetry and stabilization for consistent marks.

Pros
  • +Strong brush dynamics with pressure and tilt support for controlled stroke feel
  • +Symmetry and stabilizer tools help reduce wobble on long lines and curves
  • +Layer stack workflow supports masks, blend modes, and alpha-aware edits
  • +Brush customization tools help creators build repeatable mark styles
Cons
  • –Vector path editing is limited compared with dedicated vector-first tools
  • –Animation and timeline features are not the focus for frame-based work
  • –Color management and ICC workflow depth can feel lighter than pro photo editors
  • –Large document performance depends on canvas size and layer count
Use scenarios
  • illustrators and comic artists

    ink lines and painted fills

    layered inked artwork

  • tablet sketch artists

    pressure and tilt sketching

    responsive sketching

Show 2 more scenarios
  • character concept artists

    mirrored shape exploration

    rapid concept sketches

    Artists iterate on character and painted studies using symmetry tools and brush presets.

  • traditional-media painters

    oil and watercolor style painting

    painterly textured artwork

    Painters build digital paintings using brushes designed to resemble textured traditional media marks.

Best for: Fits when illustration work depends on brush feel, layered non-destructive edits, and consistency tools.

#7

ArtRage

vertical specialist

Digital painting tool focusing on realistic traditional media simulation.

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

Material-aware brush behavior that simulates paint texture and drying-like stroke characteristics.

ArtRage targets artists who want paint-like interaction with a brush engine that prioritizes physical-looking strokes over strict editing toolchains. It supports a layered canvas with blending, masking-style workflows, and high-resolution painting where undo history and stroke refinement stay central to the experience.

Pros
  • +Paint-first brush engine with natural media stroke behavior
  • +Layer stack workflow with blending modes for painterly results
  • +Fast canvas interaction suited to stylus drawing
  • +Built-in texture and material feel for brushes
Cons
  • –Limited vector path editing compared with dedicated vector tools
  • –Animation timeline and frame-by-frame tools are not the focus
  • –Fewer professional integration options than mainstream editors
  • –Advanced color management controls are narrower than high-end suites
Use scenarios
  • digital oil painters

    textured oil-style paint layers

    painterly oil studies

  • concept artists and illustrators

    pressure-based freehand sketching

    fast concept images

Show 2 more scenarios
  • art instructors and reviewers

    reviewable session exports

    time-lapse-style reviews

    Artists record painting sessions and export images for critique and presentation using process material.

  • art students and teachers

    practice washes and edge control

    repeatable technique studies

    Students practice washes, edge behavior, brush handling, and paint layering in a digital environment.

Best for: Fits when brush-driven painting matters more than deep node compositing or vector precision.

#8

Artweaver

SMB

Raster graphics painting application for artists of all skill levels.

7.3/10
Overall
Features7.3/10
Ease of Use7.3/10
Value7.3/10
Standout feature

Artweaver’s built-in stroke stabilizer improves line quality for freehand drawing without external plugins.

Artweaver targets artists who want a lightweight raster-first workflow with paint-focused tools and a familiar layer stack. It includes brush dynamics controls, stabilizers for steadier strokes, and common editing operations like masking and blend modes.

Pros
  • +Brush engine controls support stroke dynamics and realistic feel
  • +Stroke stabilizer reduces wobble for freehand sketching
  • +Layer stack editing covers masking and blend modes
  • +OpenRaster support helps move projects between tools
Cons
  • –Node-based compositing and animation timelines are not built in
  • –Vector path rendering and SVG export are not core workflows
  • –Automation and API extensibility are minimal for team pipelines
  • –Color management and CMYK proofing options are limited
Use scenarios
  • digital painters

    oil and acrylic style wet blending

    layered study paintings

  • comic and line artists

    stabilized ink with symmetry

    cleaner consistent linework

Show 2 more scenarios
  • students and hobbyists

    texture and portrait painting exercises

    completed practice studies

    Beginners practice brush control, portraits, textures, and composition on flat or textured canvases.

  • illustrators and digital artists

    textured raster illustration passes

    layered painterly artwork

    Artists create painted illustrations with textured brushes, layers, and tablet dynamics.

Best for: Fits when raster artists need a fast brush workflow with layers and masking, and no heavy pipeline automation.

#9

MediBang Paint

vertical specialist

Cloud-based comic creation and digital painting software.

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

Symmetry tools combined with brush stabilizer options speed up clean linework on character sheets.

MediBang Paint is a raster-first digital art editor with a brush engine and a layer stack designed for mobile-to-desktop workflows. It supports PSD import, OpenRaster export, and common illustration finishing tools like masking and blend modes.

Pros
  • +Mobile and desktop project workflow with shared brush and document habits
  • +PSD import support helps replace parts of an existing Photoshop pipeline
  • +Symmetry tools speed up character turnarounds and repeated motifs
  • +Frame-by-frame animation timeline supports small motion studies
Cons
  • –Vector path editing and SVG export are not the primary focus
  • –Advanced color management and CMYK proofing workflows feel limited
Use scenarios
  • cartoon and anime illustrators

    finished characters and scenes

    completed digital illustrations

  • tablet sketch artists

    pressure drawing with stabilizers

    consistent ink lines

Show 2 more scenarios
  • multitool illustrators

    handoff layered files between apps

    cross-tool continuous artwork

    Artists import layered files and export common formats to continue work across drawing and editing tools.

  • beginner animators

    short frame-by-frame motion

    short animated sequences

    Creators produce simple animated sequences using timeline-based frame-by-frame raster drawing.

Best for: Fits when artists need a sketch-to-illustration raster workflow across devices with basic animation support.

#10

Autodesk Sketchbook

SMB

Drawing and painting software for concept design and illustration.

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

Stabilizer and symmetry controls tuned for sketch speed inside a minimal drawing workspace.

Autodesk Sketchbook pairs a fast, stylus-first drawing experience with a simplified interface that keeps focus on canvas work. Core capabilities include a brush engine with configurable brush dynamics, a flexible layer stack, and common canvas tools such as symmetry, masking, and stabilizer-style stroke assistance.

Pros
  • +Stylus-first brush workflow with responsive stroke behavior
  • +Symmetry and stroke stabilization tools for faster ideation
  • +Layer stack workflows that support iterative refinement
  • +Clean workspace layout that reduces panel management overhead
Cons
  • –Fewer production-oriented tools than major raster editors
  • –Limited advanced animation timeline support for frame-by-frame work
  • –Restricts deep color-managed publishing workflows compared with pro suites
  • –Collaboration and automation hooks are minimal for teams
Use scenarios
  • illustrators

    separate rough, line, and color

    flexible raster rework

  • students and hobbyists

    pen practice with pressure and tilt

    pen-first practice workflow

Show 2 more scenarios
  • visual development artists

    quick color blocking and texture passes

    rough color direction

    Painters use configurable brushes, layers, and blend modes to produce exploratory painted studies.

  • concept artists

    thumbnail to refined sketch passes

    faster draft development

    Artists move from thumbnails to more refined raster sketches with quick brush access and responsive pen input.

Best for: Fits when solo artists need a low-friction sketching app with strong drawing ergonomics.

Conclusion

After evaluating 10 digital art software, Corel Painter 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
Corel Painter

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 Digital Art Software

How do Photoshop and Krita handle non-destructive edits when masks and adjustments multiply across revisions?
Photoshop keeps retouching non-destructive through adjustment layers stacked over the layer stack with mask-based control. Krita keeps edits non-destructive by combining its layer stack with node-based compositing so changes can stay editable without flattening.
Which tool is best for tablet-first painting speed on a mobile canvas, Procreate or Autodesk Sketchbook?
Procreate targets fast sketch-to-paint on iPad with canvas-focused navigation and an interface built around the active drawing surface. Autodesk Sketchbook prioritizes a minimal, stylus-first layout with configurable brush dynamics, symmetry tools, and stabilizer-style stroke assistance.
When is Clip Studio Paint the better choice for animation inside a drawing workflow?
Clip Studio Paint supports timeline-based animation for frame-by-frame raster edits and exports from the same drawing environment used for inking and coloring. Procreate also supports animation, but Clip Studio Paint’s comic-centric page and panel workflow tends to fit multi-frame art production better.
What breaks if an artist needs API access or automation for production pipelines in Artweaver?
Artweaver lacks a comparable integration or API surface to support provisioning, automated asset syncing, or governance workflows. Krita can be extended with Python scripting for repeatable automation steps, which suits pipeline throughput when manual actions would bottleneck revisions.
How do Krita and Clip Studio Paint differ in node-based compositing versus comic-focused inking controls?
Krita provides node-based compositing in the same workspace, letting artists build a non-destructive graph alongside the layer stack. Clip Studio Paint centers on panel-friendly inking with perspective and symmetry helpers designed to reduce setup time for comic pages.
Which format interchange matters most when moving projects between programs, PSD or OpenRaster?
Photoshop and Procreate both support PSD import and layered handoff into desktop workflows, which keeps adjustment and layer structure recoverable in common pipelines. Krita and MediBang Paint support OpenRaster for portable project interchange when an artist wants a project container that can move between raster tools.
How do vector shape export workflows compare across Corel Painter and Photoshop?
Corel Painter can export vector path rendering for selected shapes, which supports controlled geometry handoff from painting workflows. Photoshop supports vector path work for controlled shapes, but its dominant strength is raster composition with masks and blend modes rather than production-first vector export.
What security and access controls are typically missing or limited in non-enterprise tools like TwistedBrush?
TwistedBrush focuses on a focused brush-and-layer workflow and does not provide enterprise-grade identity features like SSO or RBAC. Photoshop and Krita are more commonly integrated into managed environments where audit logs, provisioning practices, and role-based access controls are handled outside the art app.
When stabilizers and symmetry tools matter most, how do TwistedBrush and MediBang Paint compare for linework?
TwistedBrush combines brush dynamics with symmetry and stabilization to keep tablet strokes consistent, which reduces variance during character linework. MediBang Paint pairs symmetry tools with brush stabilizer options for cleaner linework while staying oriented around raster sketch-to-illustration across devices.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Digital Art Software

Digital art software differs most in how it handles your workflow: whether edits stay controllable after you move on, how reliably it converts between file types, and how fast it responds while you paint and organize complex work. Focus on Control persistence, File format interchange, and Performance under load before the feature list turns into noise.

Control persistence for edits

Why it matters

Control persistence for edits lets us revise choices later (for example, re-tuning color or reusing strokes) without repainting from scratch. That matters when our drafts evolve after feedback or when we revisit a piece weeks later.

How to check

Open an example image, make a few adjustments, and then toggle or edit the earlier steps after you keep working. Export a version, then modify the source layers/effects again and verify the change carries through without quality loss or flattening surprises.

Interchange with common formats

Why it matters

Interchange with common formats reduces rework when we collaborate or hand files to another editor. It’s especially important for keeping layers, transparency, and paint-specific data where the receiving app expects them.

How to check

Import a PSD-like layered sample and a flattened PNG/JPG, then check what stays editable versus what gets merged. Export to at least one layered format and one raster format, then re-import into a second instance to confirm key elements remain intact.

Performance under large canvases

Why it matters

Performance under large canvases keeps our iteration loop usable when the canvas, layer count, or brushes get heavy. If strokes lag or operations hitch, it interrupts the way we build detail.

How to check

Load a document with many layers and a high-resolution canvas, then do fast repeated strokes plus a blur or transform operation. Watch cursor latency, brush responsiveness, and whether common actions freeze; test both on a simple project and the heaviest one you plan to create.

Brush response and predictability

Why it matters

Brush response and predictability determine whether our lines feel consistent from sketch to final detail. This shows up in how the brush engine reacts to speed changes, smoothing, and stabilization settings.

How to check

Paint the same stroke pattern at different speeds and angles. Turn smoothing on/off and adjust sensitivity, then confirm the output matches what you see while painting, not only after the stroke finishes.

Layer and visibility controls

Why it matters

Layer and visibility controls matter because digital art work is mostly structure and timing, not just pigment. Clear grouping, ordering, and selection behavior prevents mistakes and saves time when revisions get frequent.

How to check

Create a small layered scene with masks/transparent areas, then reorder layers, toggle visibility, and duplicate groups. Confirm selection, movement, and transparency behave as expected and that undo/redo stays consistent after visibility changes.

Red flags

  • Key settings don’t survive exports, so our edits get flattened unexpectedly.
  • Importing layered files collapses groups or breaks transparency in a way we can’t fix.
  • Brush strokes feel delayed or inconsistent during active painting, not just on export.

Fit by situation

  • If we expect to iterate on drafts over time, prioritize Control persistence for edits.
  • If we collaborate across different editors, prioritize Interchange with common formats.
  • If we routinely work on detailed high-resolution pieces, prioritize Performance under large canvases.
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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