Commissioned Research
Top 10 Best Image Software of 2026

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Art Design

Top 10 Best Image Software of 2026

Roundup of top image software options with tradeoffs for photo editing and image creation, with practical guidance for choosing tools.

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 software choices determine edit throughput, file format handling, and workflow fit from RAW conversion to layered design. This comparison helps analysts and operators weigh browser tools like Photopea against desktop editors, especially when deciding between quick iteration, asset management, and automation paths.

Krita is the best choice for illustrators and concept artists who want a layer-heavy painting workflow because its brush engine delivers detailed per-brush dynamics with texture-driven marks, while Capture One is the alternative for studio teams that need consistent RAW-to-export results thanks to tethered capture tied to a disciplined editing catalog.

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

Krita

Krita brush engine supports detailed per-brush behavior, including dynamic input shaping and texture-driven marks.

Best for: Fits when illustrators need a layer-heavy painting workflow with scripting-driven repeatability.

2

GIMP

Editor pick

Script-Fu and plug-in procedures let automation reuse the same image operations as the UI.

Best for: Fits when raster editing workflows need layered control and repeatable automation without vendor lock-in.

3

Capture One

Editor pick

Tethered capture with live view integration into the editing catalog during shoot sessions.

Best for: Fits when studio teams need consistent RAW processing, tethered capture, and disciplined batch exports.

Comparison Table

1
KritaBest overall
SMB
9.1/10
Overall
2
SMB
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
API-first
8.4/10
Overall
5
8.2/10
Overall
6
7.8/10
Overall
7
7.4/10
Overall
8
7.3/10
Overall
9
6.8/10
Overall
10
6.5/10
Overall
#1

Krita

SMB

Free and open-source digital painting application for illustrators and concept artists.

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

Krita brush engine supports detailed per-brush behavior, including dynamic input shaping and texture-driven marks.

Krita is a raster-first image editor aimed at painting and sketching workflows that rely on a full layer stack with non-destructive adjustment layers. Masking, blending modes, and color management support help keep edits organized while preserving consistent color handling across iterations.

For automated and repeatable creation, Krita includes a Python interface for scripting and extensive brush engine controls for repeatable inking and texture styles. A practical tradeoff is that Krita centers on raster editing, so users needing heavy vector tooling may prefer a vector-first editor for layout-heavy tasks.

Pros
  • +Powerful brush engine with per-brush dynamics and texture settings
  • +Layer stack includes masking and blending controls for iterative refinement
  • +Python scripting enables repeatable automation for common production steps
  • +Good drawing workflow with pen-centric canvas performance and shortcuts
Cons
  • –Vector editing is limited compared with dedicated vector editors
  • –RAW pipeline features are basic for pro capture-heavy workflows
  • –Large project navigation can feel slow with many layers and masks
  • –Automation via scripting needs setup for stable repeatable workflows
Use scenarios
  • Portrait artists and editors

    Turn photos into painted sketch interpretations

    Stylized painted portrait set

  • Independent 2D animators

    Paint frame-by-frame animated assets

    Short animation clip

Show 2 more scenarios
  • Comic and graphic novel creators

    Build page-ready layered comic artwork

    Revised pages for lettering

    Creators draw and revise with layered canvases plus reference overlays for inking, shading, and cleanup.

  • Rotoscope artists and designers

    Trace and paint over reference frames

    Manually refined painted frames

    Artists import frames and paint refined overlays using adjustable layers for silhouette edits and corrections.

Best for: Fits when illustrators need a layer-heavy painting workflow with scripting-driven repeatability.

#2

GIMP

SMB

Free and open-source raster graphics editor for image manipulation.

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

Script-Fu and plug-in procedures let automation reuse the same image operations as the UI.

GIMP performs pixel editing by providing a layer stack workflow with masks, blending modes, and selection tools for compositing and retouching. It also supports a RAW-oriented workflow through import dialogs for common camera formats, while retaining non-destructive behavior via layers and masks.

File handling covers common raster formats, and it can automate repetitive edits using batch processing and scriptable procedures. Extensibility is built around plug-ins and an extensible scripting model that exposes image processing operations to automation.

Pros
  • +Layer and mask workflow supports complex compositing without destructive edits
  • +Batch processing and scripts reduce time spent on repetitive raster tasks
  • +Extensible plug-in system adds format support and custom filters
  • +Color tools include curves, levels, and histogram-based adjustment controls
Cons
  • –Non-destructive editing relies on layers and masks rather than true history graphs
  • –Advanced vector editing is limited compared with dedicated vector editors
  • –GPU acceleration is limited in everyday filters and transforms
  • –Automation features require learning the scripting and procedure interfaces
Use scenarios
  • Product photographers and compositors

    Remove backgrounds with mask refinement

    Alpha channel export

  • Digital artists and creators

    Batch-produce consistent image variants

    Repeatable exports

Show 2 more scenarios
  • Print designers and makers

    Prepare raster files for printing

    Export-ready raster graphics

    Clean up bitmap artwork and compose elements, then export print-ready files.

  • Designers and image editors

    Assemble cutouts into composites

    Layered composite or matte

    Isolate subjects with paths and selections, then combine layers for final composites.

Best for: Fits when raster editing workflows need layered control and repeatable automation without vendor lock-in.

#3

Capture One

enterprise

Professional RAW converter and photo editing software for high-end photography.

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

Tethered capture with live view integration into the editing catalog during shoot sessions.

Capture One is built for image software users who handle RAW files with a non-destructive workflow and consistent output for print and web. It supports session-based image review, catalog organization, and controlled color management for teams that need repeatable results. Tethered studio capture lets photographers review images live while keeping session adjustments aligned.

Catalog and selection workflows support organized keepers review before export, which suits busy shoots and commercial delivery pipelines. A tradeoff for some teams is that the workflow centers on RAW processing and calibrated delivery rather than casual image editing for mixed file types. For large sets, shared adjustments help maintain a consistent look across campaigns and portrait sessions.

Pros
  • +Strong RAW processing workflow with consistent tonal and color handling
  • +Tethered capture integrates smoothly into a production editing pipeline
  • +Advanced masking tools for localized adjustments with repeatable results
  • +Reliable catalog-based organization for batch editing and exporting
Cons
  • –Layer stack-style editing is limited versus full raster editors
  • –Workflow customization can feel complex for teams standardizing templates
  • –Some advanced compositing tasks require external pixel editors
  • –GPU acceleration behavior varies by file type and system configuration
Use scenarios
  • Photo teams and freelance photographers

    Select keepers within organized sessions

    Structured path to delivery

  • Commercial photography teams

    Apply shared adjustments across campaigns

    Repeatable campaign image treatment

Show 2 more scenarios
  • Portrait studios

    Maintain consistent color across sessions

    Consistent export-ready sets

    Portrait teams develop RAW files and perform editable cleanup while preserving session color consistency.

  • Studio photographers

    Review images during tethered capture

    Faster on-set decision making

    Photographers capture to a computer and adjust settings while reviewing live output.

Best for: Fits when studio teams need consistent RAW processing, tethered capture, and disciplined batch exports.

#4

Midjourney

API-first

Generative AI image creation platform accessed via Discord and web interface.

8.4/10
Overall
Features8.4/10
Ease of Use8.5/10
Value8.3/10
Standout feature

Prompt-driven image synthesis with reference-image conditioning to steer identity and composition across iterations.

Midjourney generates images from text prompts and reference images, which makes it distinct from raster editors built around a layer stack and pixel tools. Core capabilities center on prompt-driven composition, style control via parameters, and iterative refinement through variations and upscaling.

Pros
  • +Fast prompt-to-image iteration for concepting and visual exploration
  • +Reference-image conditioning helps maintain subject consistency across generations
  • +Parameter controls support repeatable style and composition targets
  • +Upscaling workflow yields higher-resolution outputs for sharing
Cons
  • –Not designed for non-destructive editing workflows on existing image files
  • –Fine-grained pixel-level control and masking workflows are limited
  • –Reproducibility can drift between prompt revisions
  • –Designed around generation loops more than batch post-processing
Use scenarios
  • Social media creators

    Generate themed posts for weekly content calendars

    Campaign visuals for scheduled posts

  • Designers and creative researchers

    Study historical styles from curated references

    Reusable style reference images

Show 2 more scenarios
  • Creative teams and clients

    Approve concepts from sketches and references

    Faster concept feedback cycles

    Convert written ideas and reference images into shared frames to compare creative directions quickly.

  • Marketing teams and agencies

    Draft fashion-forward ad concepts pre-retouch

    Rapid campaign framing directions

    Produce advertising composition options that communicate styling, lighting, and layout before final production.

Best for: Fits when teams need rapid concept images from prompts and reference inputs, not in-depth retouching.

#5

Canva

SMB

Web-based design platform for creating graphics presentations and social media content.

8.2/10
Overall
Features8.2/10
Ease of Use8.3/10
Value8.1/10
Standout feature

Brand Kit and Magic Studio background removal work together to keep templates on-brand while cutting manual cutout work.

Canva combines a browser-first design workspace with templated layouts, reusable brand kits, and a large asset library for creating images and social graphics. It supports layer-based editing, background removal tools, and export formats tailored for web and print workflows.

Pros
  • +Brand Kit centralizes fonts, colors, and logos for consistent outputs
  • +Template-driven canvas speeds repeatable social and marketing formats
  • +Built-in background removal reduces the need for external tools
  • +Commenting and version history support review cycles on the same design
Cons
  • –Limited RAW pipeline and histogram-level controls for color-critical work
  • –Export options for print need careful preset selection by the creator
  • –Batch processing is minimal for high-volume image production workflows
  • –Precise masking and adjustment-layer depth are less granular than raster editors
Use scenarios
  • Small ecommerce sellers

    Create product visuals for online listings

    Online-ready product assets

  • Founders and business teams

    Draft and revise templated pitch slides

    Branded pitch deck

Show 2 more scenarios
  • Marketing teams and small businesses

    Produce campaign posts with brand assets

    Cohesive campaign graphics

    Combine templates and reusable brand kits to keep social graphics consistent across campaigns.

  • Print-material creators

    Design labels and flyers using templates

    Print-oriented exports

    Build print layouts with customizable templates and export for production or review.

Best for: Fits when teams need fast, consistent image production with review and brand controls built in.

#6

Pixlr

SMB

Cloud-based photo editing suite with AI-powered tools for quick image adjustments.

7.8/10
Overall
Features7.8/10
Ease of Use7.7/10
Value7.9/10
Standout feature

Pixlr Suite unifies Pixlr E, Pixlr X, Remove BG, Batch Editor, and AI tools in one browser workspace.

Content teams producing social graphics, product images, and campaign variants can work directly in a browser without installing a desktop editor. Pixlr E supports a layer stack, cutouts, liquify, curves, and blend modes, while Pixlr X offers templates and quick adjustments. AI features cover background removal, generative fill, image expansion, and text-to-image creation.

Pros
  • +Pixlr X supplies templates for social and marketing layouts.
  • +Pixlr E supports layered compositing, selections, curves, and blend modes.
  • +Batch Editor handles repeated resizing and format changes.
  • +Generative Fill and Expand address common object and canvas adjustments.
Cons
  • –Pixlr provides no documented public API for external image-processing automation.
  • –Advanced print preparation lacks CMYK proofing.
  • –Browser performance can decline with large files and limited device hardware.
  • –Project organization and team governance are lighter than desktop design suites.
Use scenarios
  • Social media teams

    Creating campaign variants quickly

    Faster social asset production

  • Ecommerce content teams

    Removing product backgrounds

    Cleaner catalog imagery

Show 2 more scenarios
  • Small design agencies

    Producing client graphics in browser

    More client variations

    Pixlr E handles layered composites while Pixlr X speeds template-driven deliverables.

  • Marketing operations teams

    Resizing campaign assets in batches

    Consistent asset dimensions

    Batch Editor applies repeated dimensions and output formats across multiple images.

Best for: Fits when marketers need browser-based editing, AI image tools, and rapid campaign asset production.

#7

ACDSee Photo Studio

SMB

Digital asset management and photo editing software for Windows and Mac.

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

Integrated catalog browsing tied to batch processing for consistent edits and exports across an entire photo library.

ACDSee Photo Studio imports RAW files and edits photos using a layer stack workflow with adjustment controls.

Pros
  • +Batch workflows cover ingest, naming, and export from the library view.
  • +Layer-based editing supports masking for localized adjustments.
  • +Catalog browsing keeps metadata and previews usable across large folders.
  • +RAW pipeline handles common camera formats with practical editing controls.
Cons
  • –Advanced compositing tools feel lighter than dedicated node-based editors.
  • –Vector editing is not the focus for precision typography workflows.
  • –Tethered capture workflows are limited compared with dedicated capture suites.
  • –Color proofing workflows for CMYK output can require extra steps.
Use scenarios
  • Product photographers and studio teams

    Prepare consistent product image sets

    Repeatable prep process

  • Photographers and image archivists

    Find tagged photos by metadata

    Faster image retrieval

Show 2 more scenarios
  • Studio photographers and production teams

    Review captures and organize immediately

    Capture decisions stay connected

    Teams can tag and organize during capture so catalog decisions stay tied to managed assets.

  • RAW photographers and photo editors

    Iterate RAW edits with history

    Reversible iterative edits

    RAW adjustment workflows keep edit history available for later revisions during iterative review.

Best for: Fits when photographers need RAW editing plus batch export and library browsing without switching tools often.

#8

Skylum Luminar Neo

SMB

Creative photo editor driven by AI-powered editing tools and presets.

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

AI sky and structure enhancement tools that generate editable masks for targeted refinement.

Skylum Luminar Neo uses AI-assisted tools to accelerate common photo edits like sky replacement, structure enhancement, and portrait retouching.

Pros
  • +AI guided fixes for sky, portraits, and structure reduce time to results
  • +Non-destructive adjustment flow keeps edits revisable across an editing session
  • +GPU accelerated viewing maintains responsiveness on large RAW files
  • +Batch processing supports repeating edits across folders
Cons
  • –Advanced layer compositing and masking depth lag specialized editors
  • –Export and color output controls feel less granular than pro alternatives
  • –AI results can require careful manual cleanup for edge cases
  • –Workflow depends on Luminar Neo tools more than custom pipelines
Use scenarios
  • Event photographers and content teams

    Apply saved looks across image batches

    More consistent gallery delivery

  • Freelance photographers and creators

    Generate editable creative variations fast

    Multiple directions for clients

Show 2 more scenarios
  • E-commerce photo teams

    Sharpen portraits and product details

    Clearer product presentation

    Apply masked sharpening and detail enhancement to keep focus on specific areas.

  • Real estate and landscape photographers

    Replace skies and improve scene structure

    More refined scene imagery

    Relight image regions and enhance structure for balanced landscape and interior results.

Best for: Fits when photographers need fast, AI-assisted RAW edits with consistent exports and light retouching.

#9

Photopea

SMB

Web-based photo editor supporting PSD AI and Sketch file formats.

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

Browser-based PSD compatibility preserves layered documents, smart objects, masks, text, and paths without requiring desktop installation.

Photopea reproduces much of the Photoshop document model inside a browser tab. PSD import and export preserve layered compositions, editable text, smart objects, layer styles, and paths. The editor also opens formats such as Sketch, XD, CDR, SVG, PDF, WebP, and RAW images.

Pros
  • +Opens and exports PSD files without desktop installation
  • +Keeps ordinary editing local to the browser session
  • +Supports smart objects, layer styles, paths, and editable text
  • +Provides iframe messaging and scripting for embedded workflows
Cons
  • –Browser performance declines with very large documents or many layers
  • –RAW adjustments are less extensive than in dedicated photo applications
  • –No native desktop application supports OS-level file integration
  • –Batch workflows depend on scripts rather than a visual queue
Use scenarios
  • Freelance designers

    Editing client PSD files on laptops

    Faster client revisions

  • Marketing teams

    Preparing campaign assets in browser

    Quicker asset production

Show 2 more scenarios
  • Design education programs

    Teaching layer-based image editing remotely

    Consistent class access

    Instructors can assign PSD exercises that students open in browsers across mixed operating systems.

  • Web developers

    Automating image conversions through API

    Repeatable asset conversion

    The iframe API accepts files and scripts for repeatable format conversion inside custom workflows.

Best for: Fits when teams need Photoshop-compatible editing in a browser with local file handling.

#10

Corel PaintShop Pro

SMB

Windows-based photo editing and graphic design software.

6.5/10
Overall
Features6.5/10
Ease of Use6.5/10
Value6.5/10
Standout feature

Batch processing that reuses saved edit settings for repeatable corrections across folder sets.

PaintShop Pro supports a full layer stack with blending modes, adjustment options, and non-destructive workflows using editable layers and masks. RAW pipeline support includes conversion controls that affect contrast, color, and sharpening before rendering to raster. Batch processing can apply saved settings to folders, which helps when the same correction needs to be repeated across a shoot. Built-in tools for retouching, resizing, and sharpening reduce the need to switch apps for standard photo cleanup.

Pros
  • +Layer and masking workflow stays usable for everyday photo retouching
  • +RAW conversion includes adjustable tone and color controls before rendering
  • +Batch processing applies consistent edits across folder-based image sets
  • +Export presets cover common print and web output needs
Cons
  • –Advanced vector illustration workflows are limited versus dedicated vector editors
  • –Non-destructive behavior depends on keeping edits as editable layers
  • –GPU acceleration benefits vary by effect and image complexity
  • –Automation is mostly preset-driven instead of API-first extensibility
Use scenarios
  • Wedding photographers

    Apply identical edits across proof galleries

    Faster turnaround for consistent look

  • Real estate photo teams

    Standardize exports for listings

    More consistent listing imagery

Show 2 more scenarios
  • Portrait retouch artists

    Retouch with layer-based masks

    Higher control over revisions

    Masking and editable layers support targeted cleanup without destroying the base.

  • Small studios

    RAW conversions for mixed lighting

    More predictable color across sets

    RAW conversion controls help normalize tone and color before compositing.

Best for: Fits when photographers need consistent RAW-to-export editing without switching tools.

Conclusion

After evaluating 10 image software, Krita 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
Krita

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 Software

Which tools handle PSD-compatible layered editing without requiring a desktop install?
Photopea edits layered PSD content directly in a browser while preserving masks, text, and paths. This keeps teams in Photopea for browser-based iteration instead of switching to a local Photoshop workflow.
How does Capture One manage non-destructive RAW work across a production session?
Capture One processes RAW with a non-destructive edit model that stays tied to the catalog. Its tethered capture connects the shoot session to catalog organization and export-ready results without rewriting files mid-session.
Which tool best fits batch-driven RAW-to-export workflows with reusable edit settings?
Corel PaintShop Pro supports repeatable batch processing by reusing saved edit settings across folder sets. ACDSee Photo Studio also runs batch operations, but its catalog browsing focus keeps previews and metadata tied to library work.
When teams need design collaboration and brand governance inside image creation, where does Canva fit?
Canva combines in-app commenting and version history with brand kit controls for consistent outputs during review cycles. This fits social and marketing graphics work where advanced pixel-level control is less critical than guided layout consistency.
What tradeoff appears when using Canva for color-critical raster edits versus a dedicated raster editor?
Canva’s export and editing controls support web and print oriented workflows, but advanced raster and color-critical operations are less granular than in Krita or GIMP. Krita and GIMP provide deeper layer and adjustment workflows for masking and compositing refinements.
How does GIMP support automation for repeatable image operations?
GIMP automation can be built through Script-Fu and plug-in procedures that reuse the same operations accessible in the UI. This supports scripted batch processing for consistent layer-based edits across many images.
Which tool uses GPU acceleration for interactive AI-assisted editing on RAW files?
Skylum Luminar Neo runs GPU-accelerated workflows for interactive edits and AI-assisted corrections. It adds AI sky and structure enhancement that generates editable masks, which reduces manual masking time compared with a pure retouch workflow.
Where does Krita fall short for vector-centric design, and what does it do well instead?
Krita is raster-first and focuses on a layer-heavy painting workflow, so it does not aim to replace vector editors for bezier-based illustration. It does excel with a detailed brush engine and non-destructive adjustment workflows for illustration production.
What breaks if a workflow requires editing existing files with non-destructive adjustments instead of generating new outputs?
Midjourney generates images from prompts and reference inputs, so it does not function like Photopea’s PSD layer editing or Capture One’s non-destructive RAW pipeline. Work shifts to prompt iteration loops and output generation rather than layer stack adjustments on an existing document.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Image Software

In image software, options mainly diverge by how you control edits and outputs across common workflows. Look closely at adjustment latitude, RAW handling, export fidelity, and update frequency so the tool matches your real files.

Non-destructive edit controls

Why it matters

Non-destructive edit controls let us revisit changes without losing quality, which matters when we iterate on color and contrast for the same image. It also affects how predictable results stay over time.

How to check

Open a sample photo, make a couple of edits, then toggle their visibility or change their order. Export both the final and the intermediary states (if available) and compare whether reverting edits restores the original-looking result.

RAW file workflow behavior

Why it matters

RAW file workflow behavior determines whether edits stay flexible through development and whether the tool can interpret the camera’s settings consistently. If RAW support is limited, we may lose detail or see inconsistent color.

How to check

Use a RAW sample from a modern camera, adjust exposure/white balance, and check whether the software shows changes instantly without forcing a destructive convert. Ask the demo to show how the app stores or rebuilds the RAW adjustments (not just a flattened preview).

Color-managed export fidelity

Why it matters

Color-managed export fidelity helps us keep the look we preview, especially when sharing to web, print labs, or different devices. Mismatches often show up as shifted skin tones or dull contrast.

How to check

Export the same edited image in at least two target formats (for example, one common web format and one print-ready option). Compare the results using a second viewer or a lab/online proof workflow if the product offers it, and look for noticeable shifts in neutrals and saturated colors.

Layer and mask composition

Why it matters

Layer and mask composition is what lets us combine subjects, fix backgrounds, and apply selective edits while keeping edits editable. When this is weak, we end up with compromises or hard-to-repair mistakes.

How to check

In the demo, rebuild a simple composite: add one foreground element, mask its edges, and adjust it after the fact. Confirm we can move or refine the mask without flattening and that multiple elements stay independently editable.

Export formats and output controls

Why it matters

Export formats and output controls affect how well we can meet different destinations without repeated manual tweaking. Better control reduces rework and keeps workflows consistent.

How to check

Prepare one image with your typical edits and run an export for two different destinations (web/social and print or document use). Check for the ability to set resolution, output sizing, and compression quality, and verify the tool previews those changes before finalizing.

Update frequency and changelog clarity

Why it matters

Update frequency and changelog clarity matter because file formats, camera RAW variants, and compatibility evolve. Frequent, transparent updates reduce the chance we’ll get stuck when we switch devices.

How to check

Review the last few releases in the changelog and look for notes about camera RAW support, compatibility fixes, and export/import issues. In the demo, ask whether recent versions address any problems with files similar to yours.

Red flags

  • Edits don’t stay editable after we reopen the file
  • RAW adjustments flatten too early or rebuild inconsistently
  • Exports look right in-app but shift noticeably elsewhere

Fit by situation

  • If we revise edits over several days, prioritize non-destructive edit controls.
  • If our camera output is mostly RAW, prioritize RAW file workflow behavior.
  • If we deliver to both web and print, prioritize Color-managed export fidelity.
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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FOR SOFTWARE VENDORS

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