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Top 10 Best Image Manipulation Software of 2026

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Top 10 Best Image Manipulation Software of 2026

Top 10 picks for image manipulation software with side-by-side notes on features and limits for photo editing, retouching, and graphic work.

20 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

Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Image manipulation tools matter because they control the edit data model, layer behavior, and throughput from raw import to export while supporting formats like PSD and native stacks. This comparison helps analysts and operators weigh tradeoffs between scriptable automation, non-destructive editing, and collaboration-ready workflows, including choices centered on Adobe Photoshop and alternatives such as GIMP.

GIMP is the best overall pick for teams that need raster layer editing with repeatable automation, thanks to layer masks for controlled non-destructive-style retouching and a scriptable, plugin-driven workflow. Adobe Photoshop is the alternative for studio PSD pipelines since adjustment layers and masks keep edits fully reversible.

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

GIMP

Non-destructive-style editing through layer masks combined with a deep selection and painting toolset.

Best for: Fits when teams need raster layer editing and repeatable automation without proprietary dependencies.

2

Photopea

Editor pick

PSD compatibility that retains layers and masks inside a browser workflow.

Best for: Fits when quick photo edits must preserve PSD layer structure without installing software.

3

Krita

Editor pick

Krita’s brush engine includes detailed brush dynamics controls and robust custom brush preset management.

Best for: Fits when illustration-first teams need strong brush workflows and layered editing without heavy admin governance.

Comparison Table

1
GIMPBest overall
SMB
9.4/10
Overall
2
8.8/10
Overall
3
8.6/10
Overall
4
enterprise
8.5/10
Overall
5
8.1/10
Overall
6
7.8/10
Overall
7
7.5/10
Overall
8
7.3/10
Overall
9
6.8/10
Overall
10
6.6/10
Overall
#1

GIMP

SMB

Open-source raster graphics editor providing retouching, image composition, and scriptable automation.

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

Non-destructive-style editing through layer masks combined with a deep selection and painting toolset.

GIMP’s core workflow centers on layers with blend modes, selection tools, and color and tonal controls that work directly on raster content. It can read and write common image formats and provides a sizable plugin ecosystem for effects, batch operations, and niche filters. Automation is available through scripting and macro-style repeatable actions, which helps when multiple images need consistent adjustments.

A tradeoff appears in professional PSD-to-layer fidelity when complex documents rely on proprietary features. GIMP fits when a small team needs dependable layer-mask editing and repeatable filters for batches, while accepting less exact parity with advanced commercial project files.

Pros
  • +Layer masks enable controlled, non-destructive-style retouching
  • +Plugin architecture expands filters and workflow beyond the core install
  • +Scripting and macros support repeatable edits across many images
  • +Brush and pressure input mapping supports pen-tablet style painting
Cons
  • –Some advanced PSD structures import with imperfect layer semantics
  • –Vector tooling is limited compared with dedicated vector editors
  • –Large batch jobs can require careful memory and cache tuning
  • –UI learning curve is higher than streamlined commercial editors
Use scenarios
  • Photography retouching teams

    Consistent face and skin cleanup batch edits

    Fewer manual touchups

  • Marketing design operators

    Image preparation for social and ads

    Consistent deliverables

Show 2 more scenarios
  • Indie developers and technical artists

    Custom filters via scripting and plugins

    Automated custom workflows

    Plugin architecture and scripting enable repeatable effect pipelines for internal tools.

  • Prepress and production editors

    Channel-based color adjustments

    Tighter visual control

    Channel workflows and color conversion tools support targeted tonal and color corrections.

Best for: Fits when teams need raster layer editing and repeatable automation without proprietary dependencies.

#2

Photopea

SMB

Browser-based image editor supporting PSD, XCF, and Sketch file formats with layer-based manipulation.

8.8/10
Overall
Features8.8/10
Ease of Use8.7/10
Value8.9/10
Standout feature

PSD compatibility that retains layers and masks inside a browser workflow.

Photopea pairs a browser-based image editor with a desktop-like layer stack for common photo workflows. It supports PSD files with layer structure, blend modes, and masks, which reduces friction when edits move between tools.

Raster editing features cover selections, channel operations, and color adjustments with live layer updates. File handling also includes frequent formats like JPEG and PNG alongside Photoshop-style exports.

Pros
  • +PSD import and export preserves layer structure and masks
  • +Layer stack editing supports blend modes and adjustment workflows
  • +Selection tools include refinement controls like feathering and edge handling
  • +Works entirely in-browser with immediate file operations
Cons
  • –No exposed scripting or automation API for batch processing
  • –Vector editing depth is limited compared with dedicated vector tools
  • –Large-canvas work can feel slower than native desktop editors
  • –Plugin architecture and third-party extension hooks are not available
Use scenarios
  • Web teams and content creators

    Resize and export website and social images

    Web-ready assets with consistent sizing

  • Marketing teams and freelancers

    Crop and retouch layered campaign visuals

    Campaign creatives in common formats

Show 2 more scenarios
  • Ecommerce and marketing operators

    Clean product cutouts for listings

    Cleaner product images for publishing

    Refines product imagery by adjusting selections and removing small defects for clearer storefront presentations.

  • Support and operations teams

    Redact sensitive details in screenshots

    Screenshots safe for external sharing

    Allows teams to select, obscure, crop, and add marks before sharing screenshots externally.

Best for: Fits when quick photo edits must preserve PSD layer structure without installing software.

#3

Krita

SMB

Open-source digital painting application with raster manipulation, HDR support, and animation tools.

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

Krita’s brush engine includes detailed brush dynamics controls and robust custom brush preset management.

Krita edits raster images with a full layer stack for painting, compositing, and color adjustments. It also includes a node-based workflow for non-destructive effects through its filter and adjustment stack, plus precise selection tools built around alpha channels and layer masks.

Krita supports pressure sensitivity for pen tablets and includes brush engine features for brush dynamics and preset management. Export formats cover common raster workflows, with strong PSD compatibility for round-tripping layered files.

Pros
  • +High control painting with pressure-sensitive brush dynamics and preset management
  • +Layer stack editing with masks and blend modes for iterative compositing
  • +Node-like filter and adjustment workflow for effect iteration without destructive edits
  • +Good layered PSD compatibility for exchanging files with Photoshop users
Cons
  • –RAW pipeline features are weaker than dedicated RAW editors
  • –Automation tooling lacks a full batch and scripting parity with pro competitors
  • –Color-managed CMYK workflows and soft proofing controls are not as deep as print-focused tools
  • –Workspace setup takes time for teams that rely on standardized layouts
Use scenarios
  • Portrait artists

    Transform photo references into painted sketches

    Stylized painted sketch

  • Freelance illustrators

    Send layered artwork for further editing

    Layered handoff for edits

Show 2 more scenarios
  • Storyboard artists

    Build shot frames with editable references

    Editable storyboard frames

    They maintain layered scene elements and reference overlays to revise shot plans efficiently.

  • Comic creators

    Revise comic pages with layered revisions

    Print-ready comic pages

    They work with layered canvases and masks to rework inks, shading, and panel details.

Best for: Fits when illustration-first teams need strong brush workflows and layered editing without heavy admin governance.

#4

Adobe Photoshop

enterprise

Industry-standard raster graphics editor for photo retouching, compositing, and digital painting.

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

Adjustment layers plus layer masks enable fully reversible color and localized edits inside a single PSD workflow.

Photoshop fits teams that need deep control over layered compositions with non-destructive edits. Layer masks and adjustment layers support iterative color grading, targeted edits, and reversible transformations across a long edit history. Content-aware tools and retouching brushes handle common restoration and cleanup tasks, while color management features support controlled color space conversion and consistent print or screen output.

Pros
  • +Non-destructive edits across layers via masks and adjustment layers
  • +Strong PSD round-tripping for studio and agency pipelines
  • +Extensive brush and selection tooling for high-precision retouching
  • +Automation via scripting and recorded actions for repeatable steps
Cons
  • –Steeper learning curve than simpler photo editors
  • –Vector editing workflows are weaker than vector-first applications
  • –Memory use can become a bottleneck on large PSD files
  • –Extensibility depends on third-party plugins and compatibility
Use scenarios
  • Creative agencies and retouching teams

    PSD-based ad revisions with layered approvals

    Faster revisions with fewer rebuilds

  • Product photo operators

    Consistent background removal and cleanup

    More consistent product imagery

Show 2 more scenarios
  • Photo editors processing RAW

    RAW conversion with controlled color output

    Predictable output across devices

    Color management and RAW controls help maintain consistent tone and color across batches.

  • Automation-focused creative teams

    Batch exports driven by action scripts

    Lower manual effort per asset

    Recorded actions and scripting support repeatable resizing, formatting, and preprocessing steps.

Best for: Fits when studio teams need raster-first, PSD-based revision workflows with repeatable automation.

#5

Fotor

SMB

Online photo editor and design maker with AI enhancement, collage, and template tools.

8.1/10
Overall
Features8.1/10
Ease of Use8.1/10
Value8.1/10
Standout feature

Template-based design and marketing exports with built-in background removal for quick production.

Fotor is a web-first image manipulation tool built around quick edits, templates, and marketing-focused outputs. It covers core raster workflows like cropping, resizing, background removal, and layered styling using an editor that stays simple compared with pro desktop suites.

Pros
  • +Guided editor layout reduces steps for common photo fixes
  • +Background removal and one-click styling fit product and portrait use
  • +Color and tone adjustments support fast, repeatable cleanup
  • +Template-driven design flow speeds consistent social and banner output
Cons
  • –Layer control and masking tools are limited versus pro editors
  • –Workflow depth for color management and ICC handling is minimal
  • –Format fidelity for complex documents is weaker than Photoshop-grade tools
  • –No documented scripting or automation API limits integration and throughput
Use scenarios
  • Online sellers and e-commerce teams

    Produce cleaner product listing images

    Cleaner, consistent listing visuals

  • Freelance creators and marketing teams

    Draft AI visual concepts for campaigns

    Faster campaign concept drafts

Show 2 more scenarios
  • Photographers and visual designers

    Create noir and low-key stills

    Stylized mood-ready images

    Use masking and tone controls to apply monochrome, contrast, and grain-like looks.

  • Consumers and small print teams

    Build printable photo projects with templates

    Printable photo designs

    Combine photos, text, frames, and templates into calendar and framed image layouts.

Best for: Fits when teams need fast, web-based edits for social and product images without deep compositing control.

#6

Pixlr

SMB

Web and mobile image editor offering AI-powered tools, templates, and layer-based editing.

7.8/10
Overall
Features7.8/10
Ease of Use7.8/10
Value7.8/10
Standout feature

Layer masks plus adjustment layers enable non-destructive refinements without breaking the edit history.

Pixlr fits teams that need fast, browser-based image edits without installing a full desktop editor. Core capabilities include a layer stack with adjustment layers and layer masks for non-destructive refinement, plus selection tools for targeted edits.

Pros
  • +Layer masks and adjustment layers support non-destructive edits
  • +Browser workflow reduces setup time for ad and social edits
  • +Common selection tools cover typical retouching and compositing tasks
  • +Effects and filters are quick for standard look changes
Cons
  • –Advanced retouching depth lags desktop editors for precision work
  • –Limited automation features compared with scriptable desktop tools
  • –Color management and CMYK workflows are not as production-grade
Use scenarios
  • Web and marketing teams

    Resize and export images for web placements

    Consistent web image dimensions

  • Small marketing teams

    Revise campaign photos during approvals

    Faster revision cycles

Show 2 more scenarios
  • Consumer photo editors

    Do quick fixes and selective cleanup

    Improved personal images

    Individuals perform fast corrections and targeted edits before exporting personal photos for sharing.

  • Creative teams and content creators

    Generate concepts and refine selected regions

    Quick visual concept iterations

    Creators produce image variations and adjust chosen areas in the editor for ad-ready mockups.

Best for: Fits when small teams need fast browser edits for social graphics and lightweight compositing.

#7

PaintShop Pro

SMB

Windows photo editing and graphic design software with RAW processing and AI-based correction tools.

7.5/10
Overall
Features7.5/10
Ease of Use7.6/10
Value7.4/10
Standout feature

Production-oriented batch processing with scripting support for applying the same edit steps at scale.

PaintShop Pro focuses on fast raster photo editing with a full layer stack, so common retouching workflows feel direct compared with editors that bias toward heavy design tooling.

Pros
  • +Layer-based non-destructive editing with adjustment layers and masks
  • +Batch processing supports repeat edits across large photo libraries
  • +Fast selection and retouch tools for everyday photo cleanup
  • +Scripting automation supports repeatable edits beyond manual steps
Cons
  • –Vector workflow is weaker than dedicated vector editors like Affinity Photo
  • –Complex multi-document projects can feel less structured than Photoshop
  • –RAW workflow tools are less comprehensive than raw-first pipelines
  • –High-end compositing tooling lags behind dedicated compositors
Use scenarios
  • Small studios and photographers

    Batch-correct photo folders with repeatable recipes

    Less repetitive manual editing

  • Operations and technical teams

    Prepare screenshot edits for visual reviews

    Faster review and sign-off

Show 2 more scenarios
  • Freelance designers and marketers

    Clean, resize, and export raster assets

    Publish-ready raster graphics

    Edit photos and graphics for web, print, and layout readiness without switching tools.

  • Landscape and architectural photographers

    Process HDR brackets into finished composites

    Cohesive HDR images

    Merge bracketed exposures and refine tone and recovery for a balanced final look.

Best for: Fits when photographers need repeatable raster retouching with layer masks and batch runs.

#8

Polarr

SMB

Cross-platform photo editor with AI filters, batch processing, and custom filter creation.

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

Browser-first editor with a reusable adjustment stack for consistent looks across single and batch exports.

Polarr performs browser-based photo editing with a guided adjustment workflow built around precise filters and real-time previews. It supports layered editing with masks and blend modes, plus non-destructive adjustment stacks for repeatable looks.

Pros
  • +Real-time preview makes tuning exposure, tone, and color fast
  • +Non-destructive adjustment workflow keeps revisions easy to backtrack
  • +Layer masks and blend modes support controlled composites
  • +Batch processing speeds consistent edits across large catalogs
Cons
  • –Advanced compositing tools do not match Photoshop-level depth
  • –Vector workflow coverage is limited for precision illustration edits
  • –Heavy workflows can feel constrained without deeper integration
  • –Preset management and pipelines require careful organization
Use scenarios
  • Social media marketers

    Grade, crop, and export branded social images

    Finished images for social channels

  • Ecommerce content teams

    Batch standardize product photo sets

    More consistent product imagery

Show 2 more scenarios
  • Distributed small teams

    Edit photos directly in the browser

    Faster browser-based photo edits

    Teams make quick adjustments and review changes without relying on a desktop raster workflow.

  • Photographers and visual teams

    Correct exposure, perspective, and lens issues

    Corrected distortion and tonality

    Photographers use geometry controls, lens correction, and histograms to improve tonal balance and alignment.

Best for: Fits when teams need fast, repeatable browser edits for product photos and social assets at scale.

#9

PineTools

SMB

Free online suite of focused image manipulation utilities for color adjustment, filtering, and transformation.

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

Single-purpose web tools for resize, crop, convert, and compress with direct download output.

PineTools groups image operations into focused tools, including resize and crop, image format conversion, and compression-oriented exports. The workflow centers on upload, parameter selection, and a direct downloadable result, which fits teams that need repeatable edits without maintaining a complex editor setup. Image parameter controls typically target common production needs like dimensions and output format rather than multi-step compositing or print-style color management.

Pros
  • +Focused utilities cover common resize, crop, convert, and compress tasks
  • +Upload to output flow keeps operations fast for one-off and repeated jobs
  • +Batch-style conversions reduce manual steps for standardized assets
  • +Outputs download directly after processing
Cons
  • –Thin coverage for layer stack workflows and non-destructive editing
  • –Limited support for advanced color workflows like ICC profile management
  • –No native node-based compositing or macro-style automation surface
  • –Image editing depth is constrained versus desktop pro editors
Use scenarios
  • Content ops teams

    Normalize hero images to web formats

    Faster upload-ready asset pipeline

  • E-commerce merchants

    Generate consistent product thumbnails

    Uniform listings and quicker QA

Show 2 more scenarios
  • Creative assistants

    Prepare images for downstream tools

    Less storage and faster transfers

    Reduce file sizes and convert formats before handing assets to design workflows.

  • Marketing coordinators

    Rapid resize for campaign variants

    Consistent creatives across channels

    Produce standardized banner sizes from the same source image.

Best for: Fits when teams need fast image transformations for web assets, without layer-based editing.

#10

Photoline

SMB

Image editing and layout software with CMYK support, non-destructive layers, and vector tools.

6.6/10
Overall
Features6.6/10
Ease of Use6.7/10
Value6.5/10
Standout feature

Macro recording plus batch execution for repeatable multi-step image editing workflows.

Photoline is an image manipulation application that emphasizes a scriptable workflow for precise edits rather than a purely subscription-based Photoshop replacement.

Pros
  • +Macro recording turns repetitive edits into repeatable sequences
  • +Batch processing supports large volume retouching without manual steps
  • +Layer masks and blend modes cover typical compositing and retouch needs
  • +Color management features help keep output consistent across formats
Cons
  • –Learning curve is steeper than mainstream editor UI conventions
  • –Advanced automation depends more on macros and scripting than panel-level rules
  • –Plugin and ecosystem breadth is smaller than the largest industry incumbents
  • –Some high-end effects workflows require more manual control to match speed
Use scenarios
  • Graphic designers and compositors

    Layered image compositing with masks and blends

    Adjustable layered composite

  • Photographers and production editors

    Batch export using recorded editing steps

    More consistent exports

Show 2 more scenarios
  • Retouchers and portrait photographers

    Non-destructive localized retouching

    Localized, adjustable corrections

    Make precise portrait corrections with selection and masking while keeping edits adjustable.

  • Graphic designers doing mixed media

    Raster and vector layout in one workspace

    Finished composed layout

    Combine raster elements with vector components to create composed layouts in a single editor.

Best for: Fits when retouching shops need repeatable macros, batch runs, and solid layer masking without switching tools each project.

Conclusion

After evaluating 10 image manipulation software, GIMP 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
GIMP

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 Image Manipulation Software

Which tool is best for preserving PSD layers and masks during edits in a browser workflow?
Photopea supports PSD files with layer structure, blend modes, and masks inside a browser workflow. Adobe Photoshop supports the same concepts in a desktop-first PSD pipeline, but Photopea avoids installing a full editor.
How do layer masks and adjustment layers change day-to-day non-destructive editing across Photoshop, GIMP, and Krita?
Adobe Photoshop uses adjustment layers paired with layer masks to keep color and localized corrections reversible inside one PSD. GIMP covers similar non-destructive-style workflows with layer masks and an alpha channel, while Krita provides a layer stack plus a node-based filter and adjustment stack for effect chains.
Which software handles high-volume batch processing best for repeatable image transformations?
PineTools focuses on single-purpose web utilities with batch-style conversions for resizing, cropping, and compression. PaintShop Pro and Photoline both emphasize repeatability at scale through scripting and batch execution, which is better when the edit sequence must stay consistent.
When does browser-based editing fail compared with desktop layer workflows for selection and retouching?
Polarr can deliver fast masked edits in a browser, but it trades away deeper print and compositing controls compared with desktop editors. Photoshop, GIMP, and Krita stay stronger when a workflow needs complex selection refinement and pixel-level retouching across many layers.
What breaks if a team needs deep color-management control with ICC profiles and consistent output across exports?
Adobe Photoshop includes color-management features that support ICC profiles and consistent output across a pipeline. Krita and Photoline provide color management tools too, but their workflows are less aligned with PSD-first studios that rely on Photoshop as the interchange hub.
How do macros and automation features differ between Photoline, Photoshop, and GIMP?
Photoline combines macro recording with batch execution to standardize multi-step retouching workflows. Photoshop supports macros and scripting via its ecosystem, while GIMP relies on plugin architecture and scripting to repeat tasks across projects.
Which tool is a better fit for pen tablets that require pressure sensitivity and brush dynamics?
Krita supports pressure sensitivity for pen tablets and includes brush dynamics controls with custom brush preset management. Photoshop supports pen input features in its broader workspace, while Krita is more explicit about brush dynamics configuration.
Where does PSD round-tripping fall short when the source uses complex masking behavior?
Photopea retains PSD layers, blend modes, and masks, which helps for common layer-based edits. Photoshop remains the most reliable reference for complex adjustment-layer and mask combinations, while browser-first tools like Pixlr focus on guided effects and lighter compositing depth.
How do admin controls and RBAC typically differ between desktop editors and browser-focused tools like PineTools and Pixlr?
Desktop tools such as Photoshop, GIMP, and Krita are usually deployed with standard endpoint governance and user-level access patterns rather than built-in workspace RBAC. Browser utilities like PineTools and Pixlr generally align with file-based sharing and simpler collaboration, which limits fine-grained admin controls at the application layer.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Image Manipulation Software

In image manipulation software, the real differences show up in how reliably changes stay organized and editable through your workflow, and how well the app manages selection and layer handling when you push pixels hard. Pay close attention to non-destructive editing and selection tools quality, then check export behavior for your output needs.

Non-destructive editing

Why it matters

Non-destructive editing matters when you expect to revisit decisions later, like adjusting tones after you’ve already cleaned edges. It also reduces rework when client feedback changes direction late in the process.

How to check

Import a test photo, do a couple of edits (crop, color change, and a retouch), then undo/redo and alter one step. Export the final and confirm you can change earlier settings without starting over.

Selection tools quality

Why it matters

Selection tools quality is what separates quick fixes from messy halos and jagged edges when objects overlap complex backgrounds. If selections don’t refine well, every downstream step becomes harder.

How to check

Try cutting out a subject with hair-like edges or fine details using the product’s main selection options. Spend a few minutes refining the selection and check boundary smoothness in a zoomed preview.

Layer and mask workflow

Why it matters

Layer and mask workflow controls how you organize edits across multiple elements without losing context. Strong mask handling keeps local changes targeted instead of contaminating the whole image.

How to check

Create two layers, apply a local adjustment, and then hide/reveal parts using masks. Toggle visibility and adjust mask boundaries to see whether results update predictably.

File format round-tripping

Why it matters

File format round-tripping matters when you move between tools or revisit projects later. Good compatibility reduces data loss in layers, selections, and edit history.

How to check

Export a working file to a common editable format, then reopen it after closing the app. Also test import of a common layered project from another editor and verify layers and mask data survive.

Automation and batch support

Why it matters

Automation and batch support matters when you process many images consistently, like event photos or product shots. It keeps throughput steady and reduces manual mistakes.

How to check

Set up a repeatable action (resize, one correction, a consistent naming rule) and run it on a small folder. Verify that the result matches your single-image edits and that outputs are correctly named and saved.

Red flags

  • Edits become destructive and you can’t revisit earlier decisions
  • Selections leave obvious edge artifacts after refinement
  • Exported files lose layers or masks on reopen

Fit by situation

  • If you revisit work weeks later and expect to change tone or cleaning choices, prioritize non-destructive editing.
  • If your projects rely on accurate cutouts like people, hair, or intricate product edges, prioritize selection tools quality.
  • If you’re finishing many similar images in one run, prioritize automation and batch support.
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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