GITNUXSOFTWARE REVIEW
Art DesignTop 10 Best Photo Manipulation Software of 2026
A roundup of top photo manipulation software options for editing photos, with tradeoffs across tools like Pixlr and GIMP for practical comparisons.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Photopea is the best pick for teams that need fast, layered raster edits in the browser across machines because its Photoshop-like interface combines adjustment layers with layer masks without installs, while GIMP fits when you want scriptable, extensible raster editing with repeatable workflows thanks to its procedural scripting framework.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Photopea
Layer masks and adjustment layers work together in a Photoshop-style interface without desktop installation.
Best for: Fits when teams need fast layered raster edits in a browser across multiple machines.
Pixlr
Editor pickLayer masking controls that work directly in the editor for targeted edits without flattening.
Best for: Fits when browser-based photo edits need layered masking and quick exports.
GIMP
Editor pickProcedural database driven scripting and batch execution through GIMP’s own procedure framework.
Best for: Fits when photo teams need scriptable raster editing with plugin extensibility and cross-platform consistency.
Comparison Table
Photopea
web-basedBrowser-based image editor with native PSD, XCF, and Sketch file support and a Photoshop-like interface.
Layer masks and adjustment layers work together in a Photoshop-style interface without desktop installation.
Photopea’s editor design emphasizes familiar layer-based controls, including clipping masks, adjustment layers, and blending modes for compositing. The app supports frequent photo tasks such as masking edges, basic color correction, and retouching with brush-based tools. It also handles documents large enough for common marketing and social images, while keeping the workflow browser-based rather than tied to a desktop publishing suite.
A key tradeoff is that it lacks dedicated, deeper RAW processing pipelines and advanced compositing automation found in desktop editors. Photopea fits situations where quick raster edits and layered mockups are needed across different machines, such as agency handoffs or form-factor testing.
- +Layer-centric workflow with adjustment layers and blending controls
- +Browser-based file editing across different devices without installs
- +Supports common selection, masking, and retouching workflows
- +Exports standard formats for downstream design tools
- –No full RAW development pipeline for repeatable color-managed grading
- –Advanced automation and batch processing are limited compared to desktop suites
Graphic designers
Edit client mockups and composites
Faster client iteration
Marketing operators
Prepare campaign images quickly
Consistent turnaround
Show 1 more scenario
Freelance retouchers
Do web-ready touch-ups on demand
Anywhere edit access
Use browser-based layer edits to deliver revisions from any workstation.
Best for: Fits when teams need fast layered raster edits in a browser across multiple machines.
Pixlr
web-basedWeb and mobile photo editor offering AI-powered tools, templates, and layer-based editing in two editor modes.
Layer masking controls that work directly in the editor for targeted edits without flattening.
Pixlr is built for quick raster editing in a web session, with layer-based composition, masking, and blend modes that cover many day-to-day photo manipulation tasks. Core color work includes histogram-style adjustments and multi-slider color controls, which help when tuning exposure and balance before export. The workflow also supports saving edited compositions so the next editing pass can reuse earlier layers and masks.
A tradeoff is that advanced RAW processing and deep, color-managed print pipelines are not the focus compared with desktop editors. Pixlr fits teams that need fast browser edits for social images, thumbnail updates, and lightweight retouching where turnaround matters more than tethered capture or color-managed ICC proofing.
- +Browser layer editing with masking and blend modes
- +Fast retouching tools for small fixes and cleanup
- +Color adjustments with immediate visual feedback
- +Project saving keeps layer edits reusable
- –Limited depth for RAW workflows compared with desktop editors
- –Color-managed CMYK proofing coverage is not comprehensive
- –Complex compositing benefits from extra manual steps
- –Automation and API access are not geared for pipelines
Social media editors
Create consistent campaign images
Faster turnaround on variants
E-commerce merchandisers
Retouch product images quickly
More uniform product listings
Show 2 more scenarios
Design ops teams
Update assets across a catalog
Reduced rework per asset
Reopens saved layered projects and makes targeted changes for multiple SKUs.
Content creators
Fix photos before publishing
On-time posting with fewer revisions
Applies quick color adjustments and edits with live preview in the browser.
Best for: Fits when browser-based photo edits need layered masking and quick exports.
GIMP
open-sourceFree and open-source raster image editor supporting layers, masks, filters, and scripting.
Procedural database driven scripting and batch execution through GIMP’s own procedure framework.
GIMP is a raster-first photo manipulation editor with a long-established plugin architecture and cross-platform support. Image work centers on layer-based workflows, masking, blend modes, and batch-capable automation through scripted procedures.
Color and tonal adjustments include histogram-driven tools, multiple resampling modes, and color-management options for working with ICC profiles. For advanced composition, GIMP supports vector paths for precision selections and camera-ready output formats like layered PSD and multi-page TIFF.
- +Strong layer and masking workflow for non-destructive-style edits
- +Extensible plugin system broadens editing and export capabilities
- +Procedural scripting enables repeatable transformations and batch runs
- +Vector paths improve precision for selections and clipping paths
- –Raw processing and tethering depend on external workflows and add-ons
- –High control comes with a steeper learning curve than common editors
Photographers working with camera images
Refine selections and layers before export
Edited raster photos ready
Photo retouchers and photographers
Remove blemishes with clone and heal
Cleaned-up images with refine
Show 2 more scenarios
Scrapbookers and collage designers
Build layered page compositions
Custom collages created
Users assemble custom collages from photos and assets using templates, masks, and detailed layer control.
Small business label designers
Create photo-based label textures
Raster artwork for label
Users produce or refine raster label artwork using painting, filters, and layered workflows around photo assets.
Best for: Fits when photo teams need scriptable raster editing with plugin extensibility and cross-platform consistency.
Luminar Neo
creative-proAI-driven photo editing application with sky replacement, object removal, and relighting tools.
AI-powered sky and subject relighting tools that generate targeted edits without manual selection rebuilding.
Luminar Neo targets photographers and designers who want fast, guided photo manipulation without building every edit from scratch. It combines RAW processing with a large collection of effect-based tools, including masking-oriented workflows for targeted changes.
- +Guided editing tools reduce the time spent assembling complex effects
- +Mask-aware edits keep adjustments localized without rebuilding selections
- +Batch processing supports consistent output across large sets
- +Non-destructive adjustment history keeps changes reversible
- –Layer depth and advanced compositing tools lag behind pro editors
- –Control granularity for fine color work feels less extensive than top alternatives
Photographers and content creators
Remove distractions and small marks
Cleaner images with fewer
Photographers working with RAW files
Develop RAW exposure and detail
Finished images from RAW
Show 2 more scenarios
Event photographers and content teams
Apply repeated looks across batches
More consistent imagery
Users apply saved looks and repeated enhancements to multiple images for consistent gallery or campaign results.
E-commerce content teams
Sharpen portraits and product areas
Sharpening focused on selection
Users apply masked sharpening to selected regions to enhance portraits, products, distant subjects, or print assets.
Best for: Fits when teams need fast, repeatable edits with non-destructive masking and batch exports.
Adobe Photoshop
enterpriseIndustry-standard raster graphics editor for professional photo manipulation, compositing, and digital painting.
Tethered RAW capture with live review helps align exposure and color decisions before compositing.
Adobe Photoshop combines precision raster editing with a mature layer system that supports masking and complex blend modes. RAW processing tools help normalize exposure and color before compositing, which reduces rework later in the pipeline. Tethered shooting and camera raw adjustments streamline on-set capture and immediate quality checks.
- +Layer masking and blend modes enable controlled compositing revisions
- +RAW processing supports tethered shooting for immediate capture review
- +Actions and scripting support repeating retouch steps at scale
- +Third-party plugins extend filters, effects, and color workflows
- –Deep features increase training time for consistent results
- –Automation often needs scripting or plugin-specific workarounds
- –Large PSD files can slow down editing on constrained machines
- –Non-destructive stack management becomes complex in heavy compositing
Wedding and portrait photographers
Consistent skin and background retouching
More consistent deliveries
Product photo retouching teams
Cutouts and composited catalog images
Fewer approval rounds
Show 2 more scenarios
Creative agencies
Complex image composites
Faster revisions
Plugin filters and actions help standardize special effects while preserving layered revision paths.
Prepress and color workflow owners
Print-ready image preparation
More predictable prints
RAW adjustments and color management tools help stabilize output appearance for downstream proofing.
Best for: Fits when retouching teams need repeatable layer-based control and scriptable batch workflows.
Corel PaintShop Pro
prosumerWindows photo editing and graphic design software with AI tools, raw processing, and layer-based compositing.
Photo Blend combines exposure and subject layers with guided masking controls in one editing flow.
Corel PaintShop Pro performs raster photo manipulation with layers, masking, and retouching tools designed for end-to-end edits. The workflow includes RAW processing, non-destructive layer adjustments, and targeted color correction using curves, histogram controls, and blending options.
- +Layer-based editing with masking supports controlled composite cleanup
- +RAW processing workflows keep exposure and white balance changes editable
- +Brush retouch tools make targeted portrait edits faster than selection-only methods
- +Batch export tooling helps maintain consistent settings across image sets
- –Frequency separation is available for select effects but not as deep as specialist tools
- –Advanced compositor workflows are less flexible than node-based editors
- –Color management options are adequate but weaker for tight pro ICC proofing needs
- –Automation depth depends more on scripted actions than on a broad plugin API
Graphic designers and creative teams
Compose masked raster photo layers
Layered composites that remain editable
Photo restoration editors and consumers
Repair scratches, red-eye, and color
Improved photographs with corrected
Show 2 more scenarios
Photographers shooting low light
Reduce noise using layered retouching
Cleaner photographs with detail
Users combine automated and manual noise controls with layered retouching to keep detail under control.
Photographers and photo editors
Tune RAW exposure and lens corrections
RAW files prepared for delivery
Users adjust exposure, color, sharpening, and lens corrections in RAW before moving into the main raster workspace.
Best for: Fits when photo editors need layer-based retouching, reliable RAW edits, and batch export without a node compositor.
Krita
open-sourceFree and open-source painting and image manipulation program with brush engines, layers, and HDR support.
Krita’s brush engine with programmable brush dynamics enables retouching that behaves like digital painting.
Krita is a raster-first creator focused on painting workflows, with extensive layer and masking controls for photo retouching. Its core toolset includes brush engines with dynamics, a mature layer stack, and non-destructive adjustment options that support iterative edits.
- +Brush engines with dynamics support precise retouching and texture painting.
- +Layer masks and clipping-style workflows make iterative compositing straightforward.
- +Non-destructive adjustment layers keep changes editable after refinements.
- +Node-based compositing supports repeatable image transformations.
- –RAW processing and color management tools are limited compared to photo editors.
- –Large projects can feel slower without careful layer organization.
- –Automation and API access are thin for pipeline integration needs.
- –Some advanced photo retouch filters require setup or add-on components.
Portrait artists and image editors
Turn photos into painted sketch styles
Stylized sketch or painted
Freelance illustrators and creative teams
Export layered work for handoff
Transferable artwork exported
Show 2 more scenarios
Storyboard artists and animation teams
Plan shots with editable frames
Editable shot planning created
Users sketch storyboard frames on layered canvases while maintaining character, prop, and scene references.
Digital painters and illustrators
Build detailed raster illustrations from brushes
Editable finished artwork
Users create raster illustrations using customizable brushes, layers, masks, and blending modes for controllable paint passes.
Best for: Fits when fine brush-based retouching and compositing matter more than RAW and ICC proofing pipelines.
Fotor
consumerWeb and mobile photo editor offering AI tools, collage making, and design templates.
Layer masking in a guided, effect-friendly interface that favors fast compositing iterations.
Fotor is a browser-first photo manipulation suite that focuses on fast raster edits, guided effects, and quick compositing for social-ready results. It supports layer-based workflows with masks, blend modes, and common retouching tools, then outputs edited files without requiring a specialized desktop stack.
- +Browser editing keeps common retouching tools available without setup steps
- +Layer masking and blend modes support practical compositing for single-image work
- +One-click style effects are easy to apply and iterate for social outputs
- +Batch resize and similar adjustments speed up multi-image formatting
- –Advanced non-destructive parameter stacks are limited compared with pro editors
- –RAW processing depth and control are not aimed at professional color-managed workflows
- –Frequency separation style retouching is not a native dedicated workflow
- –Plugin-style extensibility is limited for niche automation and custom tools
Consumers and photo service providers
Enhance many photos automatically
Consistent shareable photo collections
Freelancers and small print teams
Create calendar and framed photo layouts
Printable photo designs
Show 2 more scenarios
Filmmakers and visual designers
Produce noir and low-key stills
Mood-focused still images
Users use masking plus monochrome, contrast, and grain-like effects to craft stylized low-key images.
Real-estate marketers and photographers
Replace skies with refined boundaries
Composited images with changed sky
Users swap detected sky regions and adjust color matching so the composite fits real-estate and product imagery.
Best for: Fits when small teams need quick, layer-based raster edits and batch formatting for content pipelines.
RawTherapee
SMBFree cross-platform raw image processing program with advanced demosaicing and tone mapping algorithms.
Advanced RAW engine tuning with per-module parameters for tone, color, sharpening, and noise reduction.
RawTherapee performs RAW processing and photo editing with non-destructive adjustments built around an offline pipeline. It combines high-control color tools like white balance, tone mapping, and color space conversion with detailed sharpening, noise reduction, and lens correction modules.
- +Deep RAW parameter controls for tone, color, and optics correction
- +Batch processing exports consistent results using saved profiles
- +Extensible plugin architecture for additional processing and output behavior
- +Non-destructive adjustment history supports iterative refining
- –Layer-based compositing is limited compared with full pixel editor suites
- –Interface requires learning many coupled parameter controls
- –Automation is stronger for batch exports than for interactive multi-step workflows
- –Some advanced workflows rely on third-party tools
Photographers editing camera RAW files
Refine tone, color, and detail
Refined raster image rendered
Photographers processing full sessions
Queue consistent export batches
Consistent processed images
Show 2 more scenarios
Photographers needing selective edits
Local tonal and color refinement
Targeted adjustments in place
Users apply local adjustments and masks to modify specific regions without changing the full image.
Photographers preparing print output
Export with color-managed profiles
Color-managed exported images
Users make profile-aware export decisions so output fits downstream use or print workflows with controlled color.
Best for: Fits when photo workflows need repeatable RAW processing and precision tuning without layer-heavy compositing.
ACDSee Photo Studio
SMBDigital asset management and photo editing suite with layer support and non-destructive adjustments.
Integrated photo workflow ties RAW editing, masking, and batch export into one session.
ACDSee Photo Studio targets photographers who need fast raster photo edits plus workflow features like organization and batch export. Core tools cover RAW processing, layer-based adjustments, and masking options for local corrections.
- +RAW processing workflow stays close to editing and export
- +Layer masking supports local fixes without leaving the editor
- +Batch processing speeds up repeating adjustments across many files
- +Non-destructive retouching behavior fits iterative photography edits
- –Fewer advanced compositing tools than dedicated node workflows
- –Limited control for high-end color grading versus specialized editors
- –Plugin ecosystem is thinner than major Photoshop-compatible ecosystems
- –Deep workflow automation needs more manual setup than scriptable competitors
Photographers and image archivists
Catalog and retrieve photos faster
Faster library retrieval
RAW photographers and photo editors
Develop with revisable RAW history
Reversible edits supported
Show 2 more scenarios
Editorial photographers and image managers
Clean and preserve delivery metadata
Searchable descriptive information
Users clean, apply, and preserve image metadata during export to support client, editorial, and archive workflows.
Freelance photographers and creative teams
Prepare print, web, and archive exports
Repeatable exports for destinations
Users apply consistent edits then generate repeatable output files for print, web, archives, and client delivery needs.
Best for: Fits when photographers need straightforward RAW edits, masking, and batch export for consistent output.
Conclusion
After evaluating 10 photo manipulation software, Photopea 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 Photo Manipulation Software
Photo manipulation software covers raster editing with layer masking, blend modes, and RAW processing, plus export paths for quick revisions or batch output. This guide compares Pixlr, Adobe Photoshop, and eight other editors that differ in masking depth, compositing workflow, and automation options.
The tool set spans browser-first editors like Pixlr and Photopea, desktop-first suites like Adobe Photoshop, and RAW-tuning specialists like RawTherapee. Each coverage section highlights where the workflow stays fast, where color control narrows, and where automation relies on scripts or limited batch tools.
Photo Manipulation Software for layered raster edits, RAW processing, and compositing
Photo manipulation software lets editors combine non-destructive-style layer masking with localized adjustments, then export the result as finished raster files. The best tools support layered compositing for targeted fixes without flattening too early, using masking and blending controls that stay editable.
Some editors focus on immediate workflow inside the editing canvas, like Pixlr with layer masking controls designed for targeted edits and quick exports in a browser. Other tools prioritize repeatable capture and revision control, like Adobe Photoshop with tethered RAW capture for live review and scriptable batch workflows that support team repeatability.
Photo Manipulation Software feature checklist for layered edits and repeatable output
Photo manipulation software earns its everyday value when masking and compositing stay editable after the first adjustment so revisions do not turn into rebuilds.
This guide focuses on concrete workflow points seen across Pixlr, Adobe Photoshop, Photopea, and RawTherapee such as layer masking depth, compositing flexibility, and how well RAW processing supports repeatable results.
Layer masking depth for targeted edits
Pixlr provides browser layer masking controls for targeted edits without flattening, which fits quick cleanup. Adobe Photoshop delivers layer masking and blend modes for controlled compositing revisions in desktop workflows.
Browser-based layered raster editing across machines
Photopea combines layer masks with adjustment layers in a Photoshop-style interface without desktop installation. Pixlr also stays browser-based while keeping masking controls designed for quick exports.
Tethered RAW capture and capture-to-edit review
Adobe Photoshop supports tethered RAW capture with live review so exposure and color decisions align before compositing. ACDSee Photo Studio keeps RAW editing close to masking and batch export in one session rather than using tethered capture review.
RAW engine control for consistent color and tone output
RawTherapee emphasizes advanced RAW parameter tuning with per-module controls and batch exports using saved profiles. Corel PaintShop Pro focuses on keeping RAW edits editable within a layer-based retouching workflow and supports batch export.
Compositing flexibility for advanced workflows
Adobe Photoshop supports deep compositing revisions through layer controls and desktop-scale editing. GIMP supports plugin extensibility and scripted batch execution but compositing can be less flexible than node-style systems for complex graphs.
Automation surface for batch processing and scripting
GIMP runs procedural database driven scripting and batch execution through its own procedure framework. Adobe Photoshop enables scriptable batch workflows but automation can require scripting or plugin-specific workarounds.
How to choose Photo Manipulation Software by masking workflow, RAW needs, and automation
The best choice hinges on where the editing work happens in the workflow. Some tools optimize layered raster edits in a browser while others center on desktop capture review or deep RAW tuning.
The next checks separate products that treat RAW as a precision pipeline from products that treat RAW edits as input to layer-based compositing. The decision steps below also split tools by automation approach, including GIMP’s procedure framework versus Photoshop-style scripting and batch behavior.
Choose a masking-first editor if revisions must stay local
Select Pixlr if browser-based edits need layer masking controls that keep targeted fixes editable until export. Select Adobe Photoshop if masking and blend modes must support controlled compositing revisions for retouching teams.
Pick browser-native workflows when the same layered edits must run on multiple machines
Choose Photopea if teams want a Photoshop-style interface with layer masks and adjustment layers without desktop installation. Choose Pixlr if quick browser retouching and cleanup matter more than building repeatable color-managed RAW grading pipelines.
Fork for capture-to-edit review versus batch-centric RAW processing
Choose Adobe Photoshop if tethered RAW capture and live review must influence compositing decisions in real time. Choose RawTherapee if repeatable RAW processing depends on saved profiles and deep per-module tuning rather than compositing-first capture review.
Fork for scripted raster batch control when automation is a core requirement
Choose GIMP if the workflow needs procedural database driven scripting and batch execution through GIMP’s procedure framework with plugin extensibility. Choose Adobe Photoshop if scriptable batch workflows are acceptable but automation may require scripting or plugin-specific workarounds for consistent results.
Select based on compositing depth when effects require more than guided effects
Choose Adobe Photoshop when advanced compositing revisions and layer-based control must scale with complex edits. Choose Luminar Neo when guided sky and subject relighting generates localized edits without rebuilding selections, and compositing depth is not the limiting constraint.
Who should use each type of Photo Manipulation Software
Different teams adopt photo manipulation software based on how they handle revisions, RAW tuning, and automation in production.
The segments below map specific workflows to the tools that match them best.
Retouching teams that revise layered composites repeatedly
Adobe Photoshop fits retouching teams that need repeatable layer-based control through layer masking and blend modes for controlled compositing revisions.
Small teams that need browser edits with masking for fast turnaround
Pixlr suits browser-based photo edits that require layer masking controls for targeted edits and quick exports. Fotor also supports guided layer masking for practical compositing iterations when advanced non-destructive parameter stacks are not central.
Photographers who prioritize RAW precision and repeatable export profiles
RawTherapee fits workflows that depend on deep RAW engine tuning with per-module parameters and batch exports using saved profiles. ACDSee Photo Studio fits photographers who want RAW processing close to masking and batch export in one session.
Teams that build automation and extend editing behavior
GIMP fits photo teams that need procedural database driven scripting and batch execution through its own procedure framework plus a plugin system for export and editing extensions.
Artists focused on brush-driven retouching and texture work
Krita fits brush-centric workflows with programmable brush dynamics for retouching behavior that matches digital painting. It can work with layer masks and clipping-style workflows but offers limited RAW processing and color management compared with photo editors.
Common mistakes when selecting Photo Manipulation Software for real workflows
Misalignment usually shows up when the chosen tool cannot preserve edit locality, cannot support the RAW workflow needed for repeatable output, or cannot meet automation expectations.
The pitfalls below come from concrete feature gaps highlighted across Pixlr, Photopea, RawTherapee, and Photoshop-style editors.
Assuming browser editors provide the same RAW pipeline depth as desktop photo suites
Pixlr and Photopea emphasize browser layered raster edits but provide limited depth for professional, color-managed RAW grading. Choose RawTherapee or ACDSee Photo Studio when repeatable RAW processing using saved profiles or close-to-edit RAW workflow is required.
Picking a tool for masking and then discovering automation does not match batch and scripting needs
GIMP offers procedural database driven scripting and batch execution through its own procedure framework, which suits automation-first teams. Adobe Photoshop can support scriptable batch workflows but automation often needs scripting or plugin-specific workarounds.
Underestimating training time for deep desktop feature sets
Adobe Photoshop includes deep features that increase training time for consistent results, so teams expecting immediate mastery should plan onboarding. Pixlr and Photopea focus on fast layer-centric workflows in their browser interfaces with masking controls designed for quick edits.
Overvaluing advanced compositing depth for guided AI edits
Luminar Neo delivers guided sky and subject relighting that generates targeted localized edits, but it lacks the layer depth and advanced compositing tools seen in pro editors. Use it when speed and localized generation matter more than complex compositing graphs.
How We Selected and Ranked These Tools
We evaluated Pixlr, Adobe Photoshop, and the other included editors by scoring features at 40 percent weight and ease plus value each at 30 percent. Features coverage prioritized layer masking usability for targeted revisions and compositing workflow flexibility for multi-step edits.
Ease scoring emphasized whether layered workflows stay practical without desktop installs in browser tools like Pixlr and Photopea. Value scoring emphasized whether the tool’s strengths match the stated workflow for masking, RAW processing, and batch export, which is why Pixlr ranked highest with its layer masking controls that work directly in the browser for targeted edits and quick exports.
Frequently Asked Questions About Photo Manipulation Software
Which tool supports tethered RAW review during capture for faster exposure decisions?
How do browser-first editors handle saving editable layer stacks for later revisions?
What breaks if heavy compositing relies on a node-based workflow rather than layers?
When does plugin extensibility matter more than built-in retouch tools?
How does data migration typically work when moving existing PSD or multi-layer files into a different editor?
Which application provides a programmable approach to batch processing for large image sets?
How do security and access control expectations differ between desktop editors and browser tools?
Where does layer masking behave differently across editors during targeted retouching?
When should a workflow prioritize RAW color tuning over layer-heavy compositing?
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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