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Art DesignTop 10 Best Photos Editing Software of 2026
Compare photos editing software options and what they fit for, including common tools like Adobe Photoshop for editing photos and managing workflows.
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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CyberLink PhotoDirector is the best pick for photographers who need fast, consistent first-pass portrait and event edits thanks to its face- and scene-guided auto enhancement plus batch processing, while Adobe Photoshop suits creative teams needing precision retouching and compositing in a non-destructive layer workflow.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
CyberLink PhotoDirector
Auto enhancement guided by face and scene detection that accelerates first-pass portrait and event edits.
Best for: Fits when photographers need fast, repeatable edits across many images before selective refinement.
ON1 Photo RAW
Editor pickBatch Edit in Photo RAW applies stored edit states across many images while maintaining a consistent look.
Best for: Fits when photographers need layered retouching plus batch output inside one catalog workflow.
Adobe Photoshop
Editor pickGenerative Fill for creating and revising image regions directly within the layer-based workflow.
Best for: Fits when creative teams need high control over retouching, compositing, and color-managed output.
Comparison Table
CyberLink PhotoDirector
SMBConsumer photo editing software with retouching, layer editing, and AI-assisted creative effects.
Auto enhancement guided by face and scene detection that accelerates first-pass portrait and event edits.
PhotoDirector’s workflow centers on editing panels that keep adjustments editable after application, which suits iterative refinement for portraits and event photos. The tool supports RAW files and provides histogram and clipping-aware exposure controls, plus ICC profile embedding during export to reduce color shifts. Batch processing supports consistent looks across many images when the same scene lighting needs repeated correction.
A tradeoff appears in advanced compositing depth, since mask and layer-style workflows feel less granular than in editors built around multi-layer, effect-heavy compositions. PhotoDirector fits event photographers who need fast global corrections, then a curated set of refinements before exporting multiple deliverables.
- +Non-destructive edits keep adjustment history editable for later revisions
- +Batch processing supports consistent correction across large shooting sessions
- +Histogram-guided exposure adjustments reduce harsh highlight clipping
- +Lens correction tooling helps standardize results across mixed optics
- –Layer masking and compositing controls feel less flexible than pro editors
- –Some pro-grade effects require deeper workflow knowledge to avoid artifacts
- –Tethered capture features are limited for live editorial reviews
Wedding photographers
Batch correct mixed indoor lighting
More uniform client-ready results
Event photographers
Quick portraits with guided tweaks
Faster gallery turnaround
Show 2 more scenarios
Photo retouchers
Targeted color and detail refinement
Lower risk of color shifts
Iterate highlights and midtones with histogram guidance and export color-managed files for review.
Small studios
Standardized lens correction workflow
More predictable output consistency
Apply lens corrections and maintain consistent output across shoots from different cameras.
Best for: Fits when photographers need fast, repeatable edits across many images before selective refinement.
ON1 Photo RAW
SMBAll-in-one photo editing software with raw processing, effects, masking, and asset organization.
Batch Edit in Photo RAW applies stored edit states across many images while maintaining a consistent look.
ON1 Photo RAW covers the typical non-destructive path with parametric development controls plus layer-based editing for composite-style retouching. It also includes batch workflows that apply saved edits across folders, which helps when multiple shoots need consistent output settings. Photo RAW’s catalog workflow supports organizing large libraries inside the same interface, which reduces round-trips between an editor and a separate browser.
A key tradeoff is that ON1’s modular effect stack and catalog features can add interface complexity for users who prefer a lean single-purpose raw converter. Best fit shows up when a photographer or team needs both creative retouch layers and repeatable batch processing from the same application, like seasonal event galleries or inbound client delivery pipelines.
- +Layer masks and local adjustments stay available across the workflow
- +Batch processing applies saved looks across folders without external scripting
- +Catalog and editing work in one UI for library-to-output continuity
- +Lens correction and noise reduction tools cover common capture issues
- –Catalog and effect modules increase learning time versus minimalist editors
- –Some advanced workflows depend on add-on effects and plugin components
- –High-end retouching can require extra steps compared with niche tools
- –Raw and library operations can feel slower on very large catalogs
Event photographers
Consistent gallery edits across batches
Faster gallery turnaround
Small creative teams
Catalog and local retouch in one app
Fewer app handoffs
Show 1 more scenario
Raw-heavy image makers
Iterate and revisit development states
More flexible revisions
Non-destructive adjustments let edits be refined while keeping earlier versions intact.
Best for: Fits when photographers need layered retouching plus batch output inside one catalog workflow.
Adobe Photoshop
enterpriseIndustry-standard raster photo editor for retouching, compositing, and advanced image manipulation.
Generative Fill for creating and revising image regions directly within the layer-based workflow.
Adobe Photoshop is a pixel-editing standard for photographers and designers that pairs a deep layer model with a wide effects library. Core capabilities include non-destructive layer masks, Curves and color adjustment workflows, and retouching tools such as Healing Brush and Content-Aware Fill.
Photoshop also supports high bit depth work with 16-bit depth, lens correction profile workflows, and ICC profile embedding for color-managed output. Its automation options include actions for repeatable edits and a plugin ecosystem for extending imaging features.
- +Non-destructive layer masking workflow for precise local edits
- +High bit depth editing supports gradients and tonal recovery
- +Extensive retouching toolset for skin, objects, and cleanup work
- +Actions enable repeatable edits across batches of similar images
- –Complex UI and tool overlap increases training time for new users
- –Batch processing is limited compared with dedicated RAW workflow tools
- –Automation beyond actions often requires scripting or add-ons
- –Large projects can slow down without careful document management
Photographers and retouchers
Pixel-level object removal and detail repair
Cleaner polished photographs
Creative production teams
Generative edits for background and scene changes
Faster variations with control
Show 2 more scenarios
Graphic designers and compositors
Layered composites with masks and adjustments
Easier composite revisions
Combine photos, generated elements, masks, and color adjustments into revisable composite scenes.
Portrait and fashion retouchers
Targeted portrait and garment refinement
Refined portraits and apparel
Adjust facial details, contours, and clothing masks using AI-assisted and manual tools.
Best for: Fits when creative teams need high control over retouching, compositing, and color-managed output.
Capture One
enterpriseProfessional photo editing and tethered capture platform with strong raw color and studio workflow tools.
Color grading and raw conversion tools are tuned for fine control using parametric adjustments and selective masking.
Capture One supports non-destructive editing with a parametric adjustment pipeline, so changes remain editable through history and presets. The software includes catalog management for collections and fast browsing, and it can drive tethered capture sessions for studio use. Local edits support masks and brushes, with luminance-based masking options and targeted retouch tools for controlled cleanup. Batch processing is geared toward consistent conversions and export recipes for high-throughput deliveries.
- +Non-destructive parametric adjustments keep grading and edits consistently revisable
- +Layer mask tooling supports precise local edits with controlled edges
- +Tethered capture workflow supports studio sessions with reliable ingestion
- +Batch processing exports from rules-based recipes for repeatable delivery
- –Workflow setup takes time for cataloging, variants, and export recipe conventions
- –Some collaboration workflows rely on external file handoff instead of in-app review
Portrait photographers
Consistent skin tone with local masks
Faster, consistent deliverables
Studio production teams
Tethered capture and batch exports
Reduced rework after shoots
Show 1 more scenario
Brand imaging operators
Catalog-driven asset review
Quicker approval cycles
Asset catalogs and collections organize review and speed selection across large shoots.
Best for: Fits when photographers need repeatable raw processing with disciplined local edits.
Canva Photo Editor
SMBBrowser-based image editor that combines quick photo adjustments with template-driven design tools.
Photo edits applied directly on the design canvas let exports preserve the layout and retouch decisions together.
Canva Photo Editor edits images inside Canva’s design workspace, so photo edits become part of the same layout and export flow. It provides non-destructive-style layer-based adjustments, retouching tools like healing and background cleanup, and color adjustments such as tone curve and color grading presets.
- +Edits stay inside the same canvas as typography and layout
- +Healing and background cleanup work well for quick portrait touch-ups
- +Reusable adjustment styles help keep batches visually consistent
- +Layered adjustments make it easier to refine without restarting
- –Advanced RAW pipeline controls are limited compared to dedicated editors
- –No dedicated tethered capture workflow for studio-style shooting
Marketing teams
Retouch product photos inside design projects
Ready-to-share marketing images
Social media managers
Keep consistent photo styling via saved edits
Uniform look across posts
Show 1 more scenario
Freelance designers
Edit and export in one Canva flow
Faster campaign turnaround
Make fast photo edits while building layouts, then export with the same workflow.
Best for: Fits when teams need fast photo touch-ups inside design layouts with consistent styles.
Photopea
SMBBrowser-based layer editor with Photoshop-like controls and support for PSD and other design formats.
Direct PSD file editing with layer structure retained from import through export.
Photopea targets browser-based photo editing for users who need a familiar Photoshop-like workflow without installing desktop software. Core capabilities include layered PSD editing, raster retouching with selection tools and layer masks, and export to common raster formats with ICC profile handling.
- +Layer-based PSD editing works directly in the browser
- +Non-destructive adjustment layers keep revisions easy to revisit
- +Selection and mask tools cover typical retouching needs
- +Export options include color-managed output via ICC profile embedding
- –Batch processing for large asset sets is not a first-class workflow
- –No documented API or automation surface for programmatic edits
Marketing teams and freelancers
Crop and retouch layered campaign images
Updated campaign assets
Designers and creative teams
Revise existing layered PSDs in-browser
Less file conversion
Show 2 more scenarios
Support and operations teams
Redact sensitive details in screenshots
Screenshots without sensitive info
Select, obscure, crop, and annotate screenshots before sharing them externally.
Freelance designers and clients
Provide remote image edits quickly
Shorter turnaround for edits
Edit shared image assets in a browser workflow to shorten revision cycles for client review.
Best for: Fits when individual editors need quick, layer-based raster work in a browser.
Picsart
SMBPhoto editing platform with mobile-first tools, effects, background removal, and AI image features.
Template-based photo compositing that turns multi-step edits into repeatable layouts.
Picsart combines a browser-first editor with mobile workflows for common photo fixes, collage layouts, and social-ready effects. Core tools include layer-style compositing, masking for selective edits, and a preset and template library for repeatable looks.
- +Template-driven edits speed up consistent, social-style output
- +Masking and layered composition cover everyday selective corrections
- +Mobile and web editing keep workflows in sync for quick iteration
- +Content effects and filters reduce manual steps for common looks
- –Limited control for high-end color management workflows
- –Export and batch pipelines can feel thin versus desktop editors
- –Fine-grained parametric adjustment workflows are not as deep
- –Automation and API surface are not clearly designed for studio governance
Social media creators and freelancers
Retouch and format images for posts
Faster path to sharing
Portrait creators and individuals
Beautify and face-adjust portrait photos
Polished portrait assets
Show 2 more scenarios
Content creators and social marketers
Animate still images with added effects
More dynamic visual posts
Add movement and effects to photos to create animated assets for short-form publishing.
Fashion creators and visual marketers
Generate style variations for presentations
Rapid style exploration
Use prompt-based looks, then refine with overlays, background styling, and color grading effects.
Best for: Fits when content creators need fast masked edits and templates across web and mobile for repeatable posts.
GIMP
SMBFree open-source image editor for retouching, compositing, and plug-in based photo workflows.
Highly extensible plugin architecture lets custom tools and filters integrate into the editor UI and processing pipeline.
GIMP is a photo editor built around a layer and mask workflow, and it distinguishes itself with a long-standing plugin architecture. It supports 16-bit editing, non-destructive layer effects, and a wide set of selection tools for retouching and compositing.
- +Layer masks and selection tools support precise photo retouching
- +16-bit workflows preserve gradients and reduce posterization
- +Plugin architecture extends filters, tools, and workflow pieces
- +Batch and scripting options support repeatable edits
- –Non-destructive paths depend on using layers correctly throughout edits
- –Raw and tethered capture workflows require extra setup or external tools
- –Color management workflows can feel harder than in mainstream editors
- –User interface complexity slows common retouching tasks at first
Photographers working with camera images
Refine photos using selections and layers
Export-ready refined photos
Photographers and retouchers
Manually remove blemishes with editable masks
Cleaned-up images
Show 2 more scenarios
Scrapbookers and collage designers
Build layered scrapbook and collage pages
Custom collages and pages
Assemble templates and multiple photo assets with detailed layer control for custom page compositions.
Small business and label designers
Create label graphics from photo textures
Custom label artwork
Paint, filter, and layer photo-based raster textures to produce graphics for label design workflows.
Best for: Fits when individuals or small teams need customizable editing workflows without vendor lock-in.
BeFunky
SMBOnline photo editor that combines touch-up tools, filters, collages, and simple graphic design features.
Preset-driven effects paired with built-in collage and banner templates for end-to-end social publishing.
BeFunky performs browser-based photo editing with a guided workflow for common retouching and styling tasks. It includes a large preset library, plus layout tools for creating collages, banners, and social graphics from edited photos.
- +Browser editor keeps editing in one workflow for quick edits
- +Preset library accelerates consistent looks for social output
- +Collage and graphic layout tools reduce tool switching
- +Touch-up tools handle spot fixes and simple blemish cleanup
- –Advanced mask workflows are limited versus dedicated pro editors
- –No reliable deep control for RAW parametric adjustments
- –Export options prioritize share formats over strict color-managed pipelines
- –Layer and compositing depth is thin for complex multi-layer work
Home photographers and consumers
Guided photo enhancement without installs
Cleaner share-ready images
Consumers and event organizers
Make themed event photo collages
Organized collages for sharing
Show 2 more scenarios
Freelance designers and occasional users
Do quick edit and layout exports
Faster lightweight visual projects
Handle photo edits, layouts, and exports in one web flow when desktop production tooling is unnecessary.
Freelance photographers
Fix portraits and event distractions
Polished portraits and events
Use retouching brushes, healing tools, and portrait adjustments to reduce blemishes and distractions.
Best for: Fits when small teams need fast, preset-driven edits and basic compositing for social graphics.
Luminar Neo
SMBAI-focused photo editor for enhancement, masking, relighting, and portrait retouching.
Neo AI tools combine guided edits with controllable strength and masking behavior for targeted enhancement.
Luminar Neo from Skylum focuses on AI-guided editing that drives repeatable results through guided steps, not just manual sliders. Core tools include RAW-capable development with non-destructive adjustment controls, local masks for targeted edits, and a tone and color workflow built around histogram-aware adjustments.
- +AI-assisted tools speed up common fixes like sky and subject enhancement
- +Local masks support targeted edits without flattening the image
- +Batch processing makes consistent looks feasible across large photo sets
- +Non-destructive adjustments keep parameter changes easy to revise
- –Advanced workflows can feel less granular than pro RAW editors
- –Some pro-grade color management paths require extra care with ICC workflows
- –Plugin customization and API automation options are limited compared with extensible editors
- –Complex mask stacks take more steps than layer-centric alternatives
Event photographers
Apply consistent saved edits to batches
More consistent imagery
Photographers finishing RAW
Develop RAW files with non-destructive controls
Finished images from RAW
Show 2 more scenarios
Photographers and content creators
Remove people and small marks with tools
Fewer distracting elements
Clean scenes by removing people, wires, objects, and small marks using generative fill and healing-style tools.
Photographers and e-commerce teams
Mask sharpening for portraits and products
Sharper selected areas
Sharpen only selected areas using masked sharpening and detail enhancement for print and product assets.
Best for: Fits when solo photographers want AI-guided edits, local masking, and batch consistency for large shoots.
Conclusion
After evaluating 10 photos editing software, CyberLink PhotoDirector 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 Photos Editing Software
Photos editing software covers raw conversion, layer-based retouching, and local adjustments for turning captured images into deliverable files. This guide covers CyberLink PhotoDirector, Capture One, ON1 Photo RAW, Adobe Photoshop, Canva Photo Editor, Photopea, Luminar Neo, Picsart, BeFunky, and GIMP.
The standout differences show up in how each tool handles non-destructive editing and local mask precision. Tools like Capture One and ON1 Photo RAW emphasize repeatable raw workflows and batch look application. Photoshop, Photopea, and GIMP focus more on layer-driven raster work and extensibility patterns. CyberLink PhotoDirector targets fast portrait and event edits through face and scene detection.
Photos Editing Software for Non-Destructive RAW Conversion, Masked Retouching, and Export Pipelines
Photos editing software is built to process images with non-destructive edits, so adjustments remain editable while retouching and color work progress. Capture One uses non-destructive parametric adjustments plus selective masking to keep raw processing and local edits revisable through repeated revisions. ON1 Photo RAW pairs layer masks and local adjustments with batch edit behavior that applies stored edit states across many images.
Beyond single-image retouching, these tools differ in how they scale edits into repeatable workflows. Adobe Photoshop centers on a layer masking workflow and Generative Fill for revising image regions directly within the document structure. CyberLink PhotoDirector emphasizes guided auto enhancement using face and scene detection, then extends consistency with batch processing for large shooting sessions. Photopea provides browser-based PSD layer editing, while GIMP adds a plugin architecture that integrates custom tools into the editor UI and processing pipeline.
Non-Destructive Editing, Mask Precision, and Workflow Scale Tests
Photos editing software needs repeatable non-destructive paths so edits remain revisable after retouching and color passes. Capture One and ON1 Photo RAW score higher here by keeping parametric adjustments and local mask edits editable as revisions compound.
Editable non-destructive workflows
Capture One keeps non-destructive parametric adjustments and selective masking revisable during repeated grading. CyberLink PhotoDirector and ON1 Photo RAW also preserve edit history so later refinements do not require starting over.
Local mask and edge control tools
Adobe Photoshop delivers non-destructive layer masking that supports precise local edits in a complex compositing environment. Capture One and ON1 Photo RAW pair local mask tooling with more disciplined raw processing workflows.
Batch processing for consistent look across sessions
CyberLink PhotoDirector uses batch processing to apply consistent corrections across large shooting sessions after guided auto enhancement. ON1 Photo RAW and Photo RAW apply stored edit states across many images to maintain a uniform look.
Automation and guided editing for first-pass speed
CyberLink PhotoDirector targets fast portrait and event edits using face and scene detection. Luminar Neo uses guided AI tools with controllable strength and masking behavior for targeted enhancement.
Extensibility and layer-first editing surfaces
GIMP offers a highly extensible plugin architecture that integrates custom tools into the editor UI and processing pipeline. Photopea retains PSD layer structure for non-destructive adjustment layer workflows inside a browser.
Choose by Editing Architecture: Guided Automation vs Catalog Discipline vs Layer Engines
Selection should start with the editing architecture each tool assumes so the workflow does not fight the software. CyberLink PhotoDirector prioritizes guided auto enhancement then consistency via batch processing, while Capture One prioritizes disciplined raw processing with parametric revisability.
Map the workflow to guided first-pass automation needs
If the primary goal is fast portrait and event cleanup, CyberLink PhotoDirector provides face and scene detection plus auto enhancement guided edits before deeper refinement. If the primary goal is AI-assisted targeted enhancement with adjustable strength and masking behavior, Luminar Neo provides guided AI tools that keep masking controllable.
Pick parametric RAW discipline when revisions must stay consistent
If repeatable raw processing and disciplined local edits matter, Capture One is built around non-destructive parametric adjustments and selective masking. If non-destructive layered retouching plus batch look application inside one catalog workflow matters, ON1 Photo RAW applies stored edit states across many images while keeping layer masks available.
Choose layer-centric retouching when compositing control is the priority
If detailed retouching and region revisions inside a layer document drive the workflow, Adobe Photoshop uses a non-destructive layer masking approach plus Generative Fill to revise image regions directly in the layer-based structure. If layer editing in a browser with PSD structure retention is the priority, Photopea keeps PSD layer structure from import through export.
Decide whether browser-based or desktop-native scaling fits the way work is done
If editing happens in a browser with PSD layer retention, Photopea supports quick layer-based raster work but treats batch processing as non-first-class. If editing targets high-throughput sessions across many images with consistent corrections, CyberLink PhotoDirector and ON1 Photo RAW treat batch as a core behavior.
Select extensibility when custom processing is part of the pipeline
If customization through plugins inside the editor UI and processing pipeline is a key requirement, GIMP supports a highly extensible plugin architecture. If the editing pipeline must be template-driven for social publishing rather than deep RAW control, Picsart and BeFunky organize workflows around templates and preset-driven effects.
Which Photographers and Teams Fit Each Editing Model
Different tools assume different editing rhythms, so the best match depends on whether edits start with automation, parametric RAW discipline, or layer-driven compositing control. CyberLink PhotoDirector fits editors who need repeatable first-pass results, while Capture One fits editors who need a structured raw conversion and grading workflow.
Photographers covering events and mixed lighting who process many portraits quickly
CyberLink PhotoDirector provides face and scene detection guided auto enhancement plus batch processing for consistent corrections across large shooting sessions.
RAW photographers who grade with local masks and expect iterative revisions
Capture One centers on non-destructive parametric adjustments with selective masking so grading edits remain revisable through repeated iterations.
Retouchers who want layered retouching plus batch look reuse inside one catalog flow
ON1 Photo RAW keeps layer masks and local adjustments available while Batch Edit applies stored edit states across folders without external scripting.
Creative teams that do complex retouching and region revisions inside a layer document
Adobe Photoshop offers non-destructive layer masking and Generative Fill for revising image regions directly within the layer-based workflow.
Creators who publish social graphics alongside photo touch-ups in layout or template workflows
Canva Photo Editor keeps edits on the design canvas with typography and layout together, while Picsart and BeFunky prioritize template and preset-driven compositions for consistent social output.
Common Buyer Pitfalls When Photos Editing Software Becomes a Workflow Bottleneck
Most workflow failures happen when the purchased tool’s editing architecture conflicts with the way assets are processed and scaled. The symptoms show up as slow batch throughput, brittle handoffs, or mask tools that feel too limited for high-control retouching.
Buying a browser editor expecting automation at production batch scale
Photopea supports direct PSD file editing with layer structure retained, but batch processing for large asset sets is not a first-class workflow and there is no documented API or automation surface.
Expecting pro-grade mask flexibility from tools built around guided or template workflows
CyberLink PhotoDirector’s layer masking and compositing controls feel less flexible than pro editors, and Picsart’s advanced color management and batch pipelines feel thin versus desktop editors.
Underestimating setup time for disciplined catalog workflows
Capture One can take time to set up for cataloging, variants, and export recipe conventions, and some collaboration relies on external file handoff rather than in-app review.
Assuming every tool’s non-destructive behavior matches the layer-first editing model
GIMP’s non-destructive paths depend on using layers correctly throughout edits, so skipping layer discipline can make later revisions harder than expected.
Overlooking the training and overlap cost of general-purpose editors
Adobe Photoshop has a complex UI and tool overlap that increases training time for new users, and its batch processing is limited compared with dedicated RAW workflow tools.
How We Selected and Ranked These Tools
We evaluated CyberLink PhotoDirector, Capture One, ON1 Photo RAW, Adobe Photoshop, Canva Photo Editor, Photopea, Luminar Neo, Picsart, BeFunky, and GIMP on features coverage, ease of use, and value. Features counted for 40% of the score, while ease and value each counted for 30%.
CyberLink PhotoDirector ranked highest because face and scene detection guided auto enhancement accelerates first-pass portrait and event edits and batch processing supports consistent correction across large shooting sessions. Its non-destructive edits keep adjustment history editable for later revisions, which reduces rework when first results need follow-up refinements.
Frequently Asked Questions About Photos Editing Software
Which tool supports non-destructive parametric RAW processing with a disciplined layer and local-edit workflow?
How does Photoshop’s layer and mask model affect retouching workflows compared with Photopea’s PSD-in-browser approach?
When do batch workflows in PhotoDirector, ON1 Photo RAW, and Luminar Neo stay consistent across large photo sets?
What breaks if a team needs tethered capture and strict catalog operations rather than preset-first editing?
Where does GIMP fall short compared with Photoshop when working with advanced generative edits inside a layer workflow?
Which applications make lens correction and color management a first-class workflow step during editing and export?
How do extensibility and plugin architectures differ between GIMP and Photoshop when teams add custom tools?
Which tool is better for integrating photo edits directly into layout production without exporting intermediate files?
What tradeoff appears when using browser-first editors like Photopea, Picsart, or BeFunky for metadata and file-accurate workflows?
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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