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Top 10 Best Crop Image Software of 2026

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AI In Industry

Top 10 Best Crop Image Software of 2026

Explore a factual roundup of crop image software options, comparing Adobe Express, ImageResizer.com, and Fotor for common editing needs and tradeoffs.

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

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also 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 our reviews. Editorial policy

Crop image software sits at the center of media pipelines because it standardizes framing through aspect-ratio controls, resizing, rotation, and export settings. This comparison helps analysts and operators weigh browser editors, desktop tools, and automation platforms by how they handle throughput, configuration, and integration paths such as Vision-based classification and API-driven transformations, rather than by basic cropping alone.

Adobe Express is the best pick for small teams cropping inside browser publishing workflows because its template-friendly editor pairs interactive crop guides with fixed aspect-ratio presets for fast, consistent framing, whereas ImageResizer.com suits teams that need repeatable crop derivatives via API for automated CMS and catalog pipelines.

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

Adobe Express

Crop editing inside template-driven workflows, with interactive guides and ratio presets built into the same browser editor.

Best for: Fits when small teams need consistent crop edits inside browser publishing workflows, not automated vision-based cropping.

2

ImageResizer.com

Editor pick

Transformation API that returns cropped derivatives on demand for integration into existing publishing workflows.

Best for: Fits when teams need repeatable crop derivatives via API for catalog, CMS, and landing pages.

3

Fotor

Editor pick

Smart crop guidance that proposes a subject region so users can finalize crops quickly in the editor.

Best for: Fits when marketing teams need fast browser cropping and bulk edits without building an API pipeline.

Comparison Table

1
Adobe ExpressBest overall
SMB
9.1/10
Overall
2
8.9/10
Overall
3
8.8/10
Overall
4
professional
8.5/10
Overall
5
professional
8.3/10
Overall
6
7.9/10
Overall
7
7.5/10
Overall
8
7.0/10
Overall
9
vertical specialist
6.9/10
Overall
10
API-first
6.6/10
Overall
#1

Adobe Express

SMB

Browser-based image editing with dedicated cropping, resizing, and aspect-ratio controls.

9.1/10
Overall
Features9.1/10
Ease of Use9.0/10
Value9.2/10
Standout feature

Crop editing inside template-driven workflows, with interactive guides and ratio presets built into the same browser editor.

Adobe Express is a browser-based image editor that supports quick crop workflows inside design templates and brand kits. Cropping is handled with interactive guides, fixed-ratio options, and manual adjustments that preserve visual intent while preparing assets for social, web, and CMS use.

Exports cover common formats like JPEG, PNG, and WebP, with orientation handling aimed at avoiding rotated outputs. For teams that need repeatable edits across many images, Express works better as part of a broader content workflow than as a dedicated crop-image API service.

Pros
  • +Interactive crop UI with guides and fixed-ratio crop presets for fast alignment
  • +Exports common web formats without requiring separate image-processing tools
  • +Works directly inside browser workflows tied to templates and branded assets
  • +Handles EXIF orientation to reduce rotated exports during publishing
Cons
  • –Batch cropping is limited compared with batch-first crop processors
  • –No public image-transformation API surface focused on crop classification and rules
Use scenarios
  • Creators and small businesses

    Crop photos into social collage posts

    Composed layouts for sharing

  • Marketing teams

    Crop branded images for campaign graphics

    Consistent social campaign assets

Show 2 more scenarios
  • Print marketing teams

    Crop images for flyer PDF exports

    Ready-to-share promotional pages

    Prepare cropped photo assets inside layout templates and export print-ready files in common formats.

  • Freelancers and business teams

    Crop photos for on-brand documents

    Faster on-brand formatting

    Use shared typography and brand kits while cropping images for presentation and document layouts.

Best for: Fits when small teams need consistent crop edits inside browser publishing workflows, not automated vision-based cropping.

#2

ImageResizer.com

specialist

Online image utility platform with crop, resize, rotate, and format-conversion tools.

8.9/10
Overall
Features8.9/10
Ease of Use8.9/10
Value8.9/10
Standout feature

Transformation API that returns cropped derivatives on demand for integration into existing publishing workflows.

ImageResizer.com focuses on repeatable transformations rather than manual editing, so it fits pipelines that need consistent outputs. The tool includes crop selection controls plus output format options like JPEG and PNG, with EXIF orientation handling to avoid rotated results. For automation, the API can generate cropped derivatives on demand without manual downloads.

A key tradeoff is that advanced subject-aware cropping requires specific configuration around the selected modes, and results depend on image content clarity. Batch processing works best when teams can define preset crop dimensions upfront and accept consistent framing across many images.

Pros
  • +API-driven crop and resize transformations for automated CMS pipelines
  • +Fixed-ratio cropping supports consistent layout across templates
  • +Batch cropping reduces manual work for large catalog refreshes
  • +EXIF orientation handling reduces rotated exports
Cons
  • –Smart cropping quality varies with subject contrast and framing
  • –Preset management can feel limited for very granular crop variants
  • –Large batches may require careful selection of output sizes
Use scenarios
  • E-commerce catalog teams

    Generate uniform thumbnails across categories

    Fewer manual edits

  • Headless CMS developers

    Render request-time cropped images

    Lower production overhead

Show 1 more scenario
  • Digital marketing ops

    Maintain consistent creatives per placement

    Faster campaign refresh

    Applies fixed-ratio crop presets to resize assets for ads and social formats.

Best for: Fits when teams need repeatable crop derivatives via API for catalog, CMS, and landing pages.

#3

Fotor

SMB

Online photo editor with crop presets, custom ratios, resizing, and enhancement features.

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

Smart crop guidance that proposes a subject region so users can finalize crops quickly in the editor.

Fotor provides a browser-based crop editor that supports fixed aspect ratio crop, freeform crop, and guided framing to speed up layout decisions for product and thumbnail images. Smart crop helps when subject placement varies across a folder, since the tool proposes a crop region before fine adjustment. Exports are geared toward common publishing formats and preserve common orientation workflows for uploads.

Batch cropping exists for bulk image processing, but it does not offer the same deterministic controls found in dedicated crop services. Fotor fits teams that need fast classification and framing during lightweight review cycles, such as e-commerce catalog updates and marketing asset cleanup, without building an API transformation pipeline.

Pros
  • +Smart crop suggests framing to reduce manual crop adjustments
  • +Aspect ratio presets speed up consistent thumbnail and banner sizing
  • +Browser editor supports quick iteration without desktop installs
  • +Bulk cropping supports high-volume thumbnail refresh workflows
Cons
  • –Limited automation depth compared with API-first crop transformation services
  • –Batch runs are harder to standardize for strict, deterministic cropping rules
  • –Focal-point style guidance can miss small subjects in dense images
  • –Fewer governance controls than admin-first image toolchains
Use scenarios
  • E-commerce content teams

    Standardize product thumbnails

    Faster thumbnail refresh cycles

  • Digital marketing teams

    Create campaign image sizes

    More consistent creative rollout

Show 1 more scenario
  • Photo editors

    Quick subject reframing

    Less time spent cropping

    Editors use smart crop proposals to reduce repeated manual adjustments across similar photos.

Best for: Fits when marketing teams need fast browser cropping and bulk edits without building an API pipeline.

#4

Photopea

professional

Browser image editor with Photoshop-style crop, selection, layer, and export features.

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

EXIF orientation is applied so the crop framing matches the intended view without manual reorientation.

Photopea is a browser-based image editor built around layered raster workflows that matter for cropping-heavy tasks like preflight and resizing. It provides fixed-ratio and freeform crop controls with visual guides, plus transform tools that preserve quality by operating on raster data in a single editing session.

Pros
  • +Browser editor keeps layered workflows available during crop refinements
  • +Fixed-ratio and freeform crop modes include clear guide overlays
  • +Exports include alpha-capable formats like PNG when transparency is needed
  • +EXIF orientation handling reduces manual rotation before cropping
Cons
  • –No documented API for automated crop classification or batch transformation
  • –Bulk cropping is limited and needs manual review per output
  • –Smart or content-aware crop modes are not a built-in workflow
  • –High-volume throughput depends on user-driven editing sessions
Use scenarios
  • Marketing teams and freelancers

    Layered campaign crops and exports

    Web-ready campaign assets

  • Content creators and web teams

    Resize-crop assets for websites

    Consistently sized assets

Show 2 more scenarios
  • Ecommerce marketing teams

    Clean product images for listings

    Cleaner listing images

    Refine cutouts and crop edited product images for ecommerce placements and campaigns.

  • Support and operations teams

    Redact and crop sensitive screenshots

    Screenshots with removed details

    Select, obscure, and crop screenshots before external sharing with annotated results.

Best for: Fits when teams need fast interactive crops in a browser workflow before handoff to downstream automation.

#5

GIMP

professional

Open-source desktop image editor with crop, transform, layer, and color-management tools.

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

Non-destructive layer editing plus export-time settings lets crop and finalize edits with consistent results across iterations.

GIMP provides desktop crop and resize workflows with manual selections, guides, and transformation tools. It supports precise aspect ratio control, freehand selection crops, and non-destructive style editing layers before exporting common formats like JPEG, PNG, and TIFF.

Pros
  • +Crop via layers and selections before committing final pixels
  • +Aspect ratio and rule-of-thirds guides help consistent composition
  • +Batch processing via built-in batch mode and scripting hooks
  • +Wide format coverage for common export targets
Cons
  • –No native subject-detection or content-aware crop automation
  • –UI workflow can feel heavy for high-throughput teams
  • –Automation needs scripting knowledge for repeatable transformations
  • –Preset management for crop variants is limited compared to DAM tools
Use scenarios
  • Product photographers and compositors

    Crop with alpha cutouts for subjects

    Alpha channel still images

  • Designers and image editors

    Crop and assemble layered composites

    Layered compositions or mattes

Show 2 more scenarios
  • Print designers

    Prepare raster artwork for print export

    Export-ready print graphics

    Use crop and cleanup tools to arrange raster elements and export files for print production.

  • Digital artists and creators

    Batch-crop variants with scripts

    Consistent variants and exports

    Use layers and scripting or extensions to produce repeated crop edits and export outputs consistently.

Best for: Fits when teams need repeatable desktop crop prep with manual control and batch exports, not AI crop automation.

#6

BeFunky

SMB

Online photo editor with crop presets, custom dimensions, collage creation, and retouching.

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

Batch image processing that applies consistent crop dimensions across many files in a browser workflow.

BeFunky is a browser-based image editor focused on practical crop, resize, and basic retouching workflows. Its crop tools include freeform cropping, fixed-ratio crop options, and content-aware style adjustments that help keep key areas in frame.

Pros
  • +Browser-based crop and resize workflow without desktop setup
  • +Freeform and fixed-ratio crop modes for quick layout control
  • +Batch image processing reduces repetitive manual cropping
  • +EXIF orientation handling helps avoid rotated outputs
Cons
  • –No documented, first-class API for automated crop transformations
  • –Smart crop behavior is less transparent than rule-based focal logic
  • –Batch cropping is limited to repeating tasks rather than custom per-image logic
  • –Advanced governance features like RBAC and audit logs are not evident
Use scenarios
  • Small teams and content managers

    Batch crop multiple images to presets

    Consistent dimensions across batches

  • Home photographers and consumers

    Crop and lightly retouch personal photos

    Cleaner personal images

Show 2 more scenarios
  • Freelance photographers

    Crop and fix event portrait distractions

    Polished portraits and events

    Combine retouch brushes and healing tools with cropping to reduce blemishes and distractions.

  • Lean marketing teams

    Crop images inside promo flyer layouts

    Promotional assets for campaigns

    Combine cropped images with reusable layouts to create flyers, banners, and other marketing graphics.

Best for: Fits when teams need fast browser-based cropping and resizing for moderate batch workloads without code.

#7

Canva

SMB

Design software with image cropping, preset dimensions, background tools, and layout editing.

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

Rule-of-thirds and crop grid guides update live inside the editor while adjusting both fixed and freeform crop.

Canva pairs a browser-based editor with built-in crop tools that are aimed at visual layout work rather than standalone image transformation pipelines. The editor supports freeform and fixed-ratio crops, grid-based guides, and subject-friendly framing workflows that reduce manual trial-and-error.

Pros
  • +Crop presets and guides speed up consistent framing for social and ads
  • +Freeform and fixed-ratio crop modes cover common aspect ratio layout needs
  • +Orientation-aware importing reduces sideways exports from camera sources
  • +Export supports typical share formats used in marketing workflows
Cons
  • –No first-class crop-image API for programmatic crop classification workflows
  • –Batch cropping via an automation interface is limited compared with dedicated tools
  • –Smart crop style behavior can be inconsistent across varied subjects
  • –Advanced governance controls for shared edit workflows are thin
Use scenarios
  • Small ecommerce businesses

    Crop product visuals for listing creatives

    Product creative assets

  • Event organizers

    Crop photos into template-based collages

    Shareable collage or event design

Show 2 more scenarios
  • Small businesses and print creators

    Crop images for labels and flyers

    Print-oriented design output

    Create print materials by cropping and placing photos within customizable print templates.

  • Webcomic creators

    Crop panels for vertical story pages

    Consistently styled page sequence

    Assemble webtoon pages using reusable panels and consistent cropped visual assets.

Best for: Fits when teams need frequent browser-based cropping for design layouts more than automated crop inference.

#8

Picsart

SMB

Creative image editor with cropping, templates, effects, and social-content tools.

7.0/10
Overall
Features7.0/10
Ease of Use7.0/10
Value7.0/10
Standout feature

Face-aware smart cropping in the web editor that re-centers framing on detected facial regions.

Picsart is a browser-based crop image editor that combines manual framing with automated assistance for faster composition changes.

Pros
  • +Browser editor keeps crop adjustments and previews in one workflow
  • +Supports multiple crop modes with quick transitions between aspect setups
  • +Orientation-aware handling reduces manual rotation before cropping
  • +Batch-like multi-image selection speeds repetitive crop work
Cons
  • –No dedicated API for crop transformations limits automation depth
  • –Smart cropping can miss edge subjects on busy backgrounds
  • –Fine control over crop boxes is less precise than desktop tools
  • –Less consistent results across mixed lighting and angled portraits
Use scenarios
  • SMB ecommerce teams

    Crop products and create listing variants

    More consistent product imagery

  • Designers and creative teams

    Crop and iterate campaign concept visuals

    Multiple editable concepts

Show 2 more scenarios
  • Social marketers

    Crop still images for animated posts

    Animated assets for social

    Prepare cropped still frames and then apply movement effects for short-form publishing.

  • Clubs and community organizations

    Crop and compose collaged team cards

    Composite layouts from source images

    Isolate subjects, arrange headshots in layered layouts, and add recurring badges and graphics.

Best for: Fits when teams need fast web crop adjustments for social publishing with limited automation requirements.

#9

Croppola

vertical specialist

Automated online cropping tool that analyzes image composition and suggests crop areas.

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

Subject-aware crop positioning that holds key content inside fixed output framing during batch runs.

Croppola’s core workflow starts from crop presets and applies smart positioning to keep key content inside the target framing. Batch processing supports bulk image operations and produces predictable results across many inputs. Exports preserve orientation and generate common raster outputs suitable for downstream resizing. Admin workflows are oriented around configuring reusable presets rather than interactive non-destructive editing.

Pros
  • +Preset-driven transformations reduce per-image manual cropping time.
  • +Batch processing supports high-volume crop generation for catalog images.
  • +Smart positioning keeps salient content within fixed framing areas.
  • +Export outputs plug into resize and delivery pipelines without extra tooling.
Cons
  • –Preset-first controls limit fine-grained per-image adjustments.
  • –Complex workflows may require building additional automation around exports.
Use scenarios
  • Ecommerce merchandising teams

    Generate listing crops at scale

    Fewer manual retouches

  • Content operations teams

    Standardize crops for CMS templates

    More consistent page visuals

Show 2 more scenarios
  • Performance engineering teams

    Prepare delivery-ready hero crops

    More stable image delivery

    Automated crop generation supports predictable image sizes for faster front-end rendering.

  • Agency production teams

    Create campaign crop variants

    Shorter turnaround time

    Batch outputs produce multiple framed versions for ad creatives and landing pages.

Best for: Fits when teams need consistent crop outputs from large image libraries for web templates.

#10

Cloudinary

API-first

Media platform with URL-based image cropping, gravity settings, transformations, and delivery automation.

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

Cloudinary smart cropping uses subject detection to keep salient regions inside the requested crop rectangle.

Cloudinary processes and transforms images through its image transformation API, including crop operations and format conversion for delivery. It provides content-aware cropping and smart subject detection that can reposition the crop to keep relevant regions in frame.

Pros
  • +Smart crop guidance improves framing without manual focal-point selection
  • +Transformation API supports deterministic crop parameters for production pipelines
  • +EXIF orientation handling reduces incorrect rotations after resizing
  • +Batch transformations support high-throughput bulk image processing
Cons
  • –Fine-grained crop control depends on specifying parameters consistently
  • –Complex crop rules can increase integration work in custom front ends
Use scenarios
  • Product and commerce teams

    Serve cropped product images in formats

    Consistent size and format

  • Web and mobile development teams

    Request responsive crop variants

    Channel-appropriate media variants

Show 2 more scenarios
  • Marketing and creative operations

    Generate repeatable renditions across channels

    Reuse consistent campaign assets

    Store campaign media and generate consistent crop renditions for websites and campaigns.

  • Backend integration developers

    Sync crop results via media webhooks

    Apps react without polling

    Trigger downstream workflows when uploads and transformations update media assets through webhooks and APIs.

Best for: Fits when teams need API-driven cropping and resizing for media-heavy apps.

Conclusion

After evaluating 10 crop image software, Adobe Express 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
Adobe Express

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 Crop Image Software

Which tools are designed for API-driven crop transformations rather than editor workflows?
ImageResizer.com and Cloudinary run crop and resize operations through transformation APIs so production pipelines can request derivatives on demand. ImageResizer.com returns cropped outputs through a transformation API for CMS and catalog workflows. Cloudinary handles crop and format conversion through delivery URLs and SDKs, which fits app-driven media delivery.
Which tools support subject-aware cropping that holds key content inside a fixed output frame during batch runs?
Croppola uses subject-aware crop positioning to keep key content inside fixed framing when processing large image sets. Cloudinary applies smart subject detection to reposition the crop rectangle around salient regions. These behaviors reduce the need for manual re-framing compared with purely fixed-ratio crops.
How does EXIF orientation handling affect crop framing when the source files are rotated?
Photopea applies EXIF orientation so the crop frame matches the intended view without manual reorientation. GIMP also uses EXIF orientation so edited previews reflect the correct rotation before exports. If EXIF orientation is ignored, crops can appear offset because the editor rotates for display but exports using a different coordinate basis.
When batch cropping many images, where does ImageResizer.com differ from a browser-only approach like BeFunky or Canva?
ImageResizer.com performs server-side crop transformations with fixed output dimensions and exposes an API for triggering batches from integrations. BeFunky and Canva focus on browser-based editing with batch processing that still depends on the in-browser workflow rather than an external crop API pipeline. This difference matters for throughput when crop requests must scale without human sessions.
What breaks if a workflow requires strict enterprise governance and admin controls for crop settings?
Fotor is geared toward quick browser edits and offers limited enterprise control compared with API-driven crop pipelines like ImageResizer.com and Cloudinary. Teams that need provisioning controls and auditable configuration changes often find browser-first editors harder to standardize at scale. The mismatch shows up when crop rules must be centrally enforced across many automated jobs.
How do preset-based fixed-ratio exports compare with freeform crop outputs for maintaining layout consistency?
ImageResizer.com and Croppola support fixed-ratio cropping so output dimensions stay consistent across derivatives for templates and catalog layouts. Fotor and Photopea also support aspect ratio presets, but the emphasis shifts toward interactive editing and guidance rather than production API orchestration. Freeform crop tools can preserve composition more flexibly, but they can produce layout drift when the same ratio must be enforced across a dataset.
How should teams handle data migration when moving existing cropped assets into an API-first pipeline?
ImageResizer.com is positioned for repeatable derivatives, so migrated content can be re-processed by re-triggering transformation requests and rebuilding the target derivative set. Cloudinary’s format conversion and delivery URLs help map old exports into a consistent delivery schema for CMS and applications. The migration step typically includes cataloging current output dimensions and crop modes so the new pipeline requests the same target geometry.
Where does batch cropping fall short when the crop decision depends on face-aware framing?
Picsart provides face-aware smart cropping in the web editor that re-centers framing on detected facial regions, which makes results depend on how each image’s detection performs. Automated services like ImageResizer.com and Cloudinary can automate crop generation, but face-aware behavior only applies if subject detection covers faces in the same way the editor workflow expects. If faces are detected inconsistently due to lighting or angle, face-centric framing can vary across images.
When content-aware or smart cropping is required for web catalogs, which tool behavior best matches fast crop classification with AI vision?
Croppola focuses on subject-aware crop positioning so fixed framing contains key content during batch runs. Cloudinary’s smart subject detection keeps salient regions inside the requested crop rectangle through its image transformation API. ImageResizer.com complements these workflows with fixed-dimension transformation outputs, but it centers repeatability over AI-driven subject re-positioning.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Crop Image Software

Options separate on how predictably they crop in real workflows. The biggest differences show up in batch cropping, export behavior, and update frequency—especially when you reuse the same settings across many images.

Batch cropping reliability

Why it matters

Batch cropping matters when we need the same crop logic across a library without manual fixes. If it breaks on certain image sizes, it slows the whole workflow.

How to check

In a demo or free sample, load a small folder with mixed orientations and sizes, then run a batch with the same crop framing. Verify whether outputs keep the intended crop area and whether any images fail or revert.

Export size and format handling

Why it matters

Export size and format handling matters because the crop is only useful once it lands in the next tool. If dimensions or orientation shift, we end up redoing edits.

How to check

Crop the same source image and export using the options you expect to use later. Compare the output dimensions and orientation against what you see in the editor before export.

Non-destructive editing workflow

Why it matters

A non-destructive workflow matters because crops often need iteration after layout feedback. If edits overwrite the source without a recoverable history, reversibility disappears.

How to check

Make a crop, then change the crop box or framing again after other edits. Ask whether the tool keeps a history or preserves the original so you can revert to the earlier crop state.

Focal framing consistency

Why it matters

Focal framing consistency matters when we rely on automated cropping across many similar images. If the results jump unpredictably, we lose trust and need manual correction.

How to check

Run the crop tool on a set of images with clear subjects and some cluttered backgrounds. Check whether the framing stays on the subject as you switch between images or adjust the strength.

Update frequency for fixes

Why it matters

Update frequency matters because crop bugs often show up only with certain image types or edge cases. More recent maintenance reduces the chance you hit known defects mid-project.

How to check

On the product page, look for a changelog and recent release notes mentioning image handling or export/crop fixes. Ask whether there have been changes to crop behavior in the last few updates.

Red flags

  • Batch jobs silently skip images or revert crops
  • Exports change orientation or unexpected dimensions
  • History is missing, so you cannot revert crop changes

Fit by situation

  • If you process many files at once, prioritize batch cropping reliability.
  • If you hand crops to downstream layout tools, prioritize export size and format handling.
  • If you expect to revise crops after feedback, prioritize non-destructive editing workflow.
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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