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Top 10 Best Infographic Software of 2026

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Top 10 Best Infographic Software of 2026

Top 10 best infographic software software tools in one comparison, with use cases and tradeoffs for marketers, designers, and teams picking a fit.

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 rankings. Editorial policy

Infographic software choices shape throughput, formatting consistency, and how data becomes shareable visuals inside real workflows. This comparison targets analysts and operators who must balance template-driven production, data visualization and interactivity, and integration paths like API and automation for tools that fit existing design and publishing stacks.

Marq is the best choice for teams that need controlled, template-based infographic production because template inheritance and guided layouts keep structure consistent while you refresh content from inputs, whereas Canva fits marketing and comms teams better for quick editable drafts generated from prompts or uploaded media.

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

Marq

Marq template inheritance and guided layouts that keep infographic structure consistent while refreshing content from inputs.

Best for: Fits when teams need controlled, template-based infographic production with repeatable updates for stakeholders.

2

Canva

Editor pick

Magic Design generates editable infographic layouts from prompts or uploaded media.

Best for: Fits when marketing and communications teams need repeatable branded infographics without specialist design software.

3

Piktochart

Editor pick

Piktochart AI converts prompts and source text into editable infographic drafts.

Best for: Fits when communications teams need editable infographics from research, survey, or business content.

Comparison Table

1
MarqBest overall
enterprise
9.1/10
Overall
2
8.7/10
Overall
3
vertical specialist
8.6/10
Overall
4
8.3/10
Overall
5
8.1/10
Overall
6
data-first
7.8/10
Overall
7
vertical specialist
7.6/10
Overall
8
7.3/10
Overall
9
6.9/10
Overall
10
6.7/10
Overall
#1

Marq

enterprise

Brand template and document design platform that includes infographic layouts for controlled publishing.

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

Marq template inheritance and guided layouts that keep infographic structure consistent while refreshing content from inputs.

Marq helps teams turn templates into branded infographic deliverables with guided, reusable layouts. It provides a template-driven canvas workflow for building charts, diagrams, and report-style visuals using consistent brand assets.

Marq also supports templated data inputs so updates can flow through the infographic without rebuilding the design from scratch. Export options and publish-ready outputs support sharing outside the editor for review and distribution workflows.

Pros
  • +Template workflows reduce design drift across recurring infographic types
  • +Brand kit controls keep colors, typography, and assets consistent in exports
  • +Data-driven inputs support faster refresh cycles for repeated reporting
  • +Publishing outputs fit review workflows outside the authoring tool
Cons
  • –Limited tolerance for freeform, pixel-level artwork compared with full vector editors
  • –Smarter automation needs careful template structure to avoid inconsistent results
  • –Interactive behaviors are constrained to publishing formats supported by Marq
  • –Chart and diagram customization can feel narrower than dedicated BI design tools
Use scenarios
  • Marketing and sales enablement teams

    Update brochures and sales documents from templates

    Consistent collateral across editions

  • Campaign marketing teams

    Generate poster variants across artboards

    Faster consistent poster production

Show 2 more scenarios
  • Advertising and creative production teams

    Manage revisions for print ad placements

    Approval-ready ad files

    Teams create repeatable ad layouts and route review exports before sending final files to production.

  • Brand and communications teams

    Produce governed formal documents

    Reusable documents with consistent branding

    Organizations maintain letterhead and invitation styling through inherited templates and typography controls.

Best for: Fits when teams need controlled, template-based infographic production with repeatable updates for stakeholders.

#2

Canva

SMB

Template-driven design platform with a large infographic maker and brand asset workflow.

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

Magic Design generates editable infographic layouts from prompts or uploaded media.

Canva’s Visual Suite lets teams reuse content across infographics, presentations, reports, and social posts. Magic Design turns prompts or uploaded media into editable draft layouts. Bulk Create maps spreadsheet columns to repeated text and image fields.

Brand Kits centralize approved logos, colors, and fonts for shared workspaces. Fine vector editing and chart configuration are less granular than dedicated illustration and data-visualization applications. A communications team can produce a branded campaign report without routing every layout through a specialist designer.

Pros
  • +Magic Design produces editable drafts from prompts or uploaded media.
  • +Bulk Create fills repeated designs from spreadsheet rows.
  • +Brand Kits centralize approved logos, colors, and fonts.
  • +Cross-format editing covers infographics, presentations, documents, and social graphics.
Cons
  • –Vector path editing is less granular than Adobe Illustrator or Figma.
  • –Chart controls lack advanced statistical and drill-down features.
  • –Large multi-page files can become difficult to navigate.
  • –Developer APIs do not provide a complete server-side rendering workflow.
Use scenarios
  • Marketing operations teams

    Campaign performance infographic production

    Faster recurring campaign reports

  • Internal communications teams

    Executive update infographic creation

    Consistent leadership communications

Show 1 more scenario
  • Educators and trainers

    Lesson summary visual design

    Clearer instructional materials

    Templates, icons, and charts turn dense lesson content into student-facing visual summaries.

Best for: Fits when marketing and communications teams need repeatable branded infographics without specialist design software.

#3

Piktochart

vertical specialist

Focused visual communication tool built around infographics, reports, and presentations.

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

Piktochart AI converts prompts and source text into editable infographic drafts.

Teams can start with infographic, report, presentation, or poster layouts and adjust text, colors, imagery, and chart elements in one browser workspace. Piktochart supports shared editing and comments for review cycles, while reusable brand assets keep recurring designs consistent. Charts and maps cover common data presentation needs, and uploaded spreadsheet files can populate visualizations.

The editor favors guided composition over low-level vector control, so intricate illustrations and exact shape operations take longer than in Figma or Adobe Express. A communications team can turn survey results into an internal infographic, but recurring reports require manual data replacement because imported datasets do not refresh automatically.

Pros
  • +AI-generated drafts turn source text into editable infographic layouts.
  • +Large template library covers infographics, reports, presentations, and posters.
  • +Charts, maps, icons, and images support data-led visual storytelling.
  • +Shared editing and comments support structured review cycles.
Cons
  • –No documented public API supports automated creation or publishing workflows.
  • –Imported datasets require manual replacement for recurring report updates.
  • –Fine-grained vector editing is less extensive than Figma's.
  • –AI drafts can need substantial cleanup for dense or highly branded layouts.
Use scenarios
  • Communications teams

    Survey results infographic

    Clearer internal research communication

  • Educators

    Classroom explainer posters

    Reusable teaching materials

Show 1 more scenario
  • Marketing teams

    Campaign data reports

    Branded campaign reporting

    Marketers can combine imported figures with explanatory copy for downloadable campaign reports.

Best for: Fits when communications teams need editable infographics from research, survey, or business content.

#4

VistaCreate

SMB

Template-based online design editor that supports infographic layouts and social content production.

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

Brand kit support that propagates approved logos, fonts, and color choices across new infographic templates.

VistaCreate focuses on template-first infographic production with extensive customization inside a browser-based design editor. It supports drag-and-drop layout editing, layer management, and vector-friendly export paths aimed at keeping graphics sharp across common social and print use.

Pros
  • +Template library accelerates full infographic layouts without starting from empty canvases
  • +Vector layers stay editable for typography updates and icon swaps after initial placement
  • +Export includes PNG and PDF for common sharing and print-ready handoffs
  • +Brand kit constraints reduce style drift across multiple related designs
Cons
  • –Advanced diagram behaviors like connector logic are limited for true flowchart automation
  • –SVG export quality varies by template structure and nested elements
  • –Automation and API integrations are limited for data-driven batch infographic generation
  • –Asset licensing and reuse rules require attention when teams share templates
Use scenarios
  • Marketing teams and social managers

    Produce campaign social infographics from templates

    Faster consistent social production

  • Consumers and small organizations

    Customize invitation and card infographic layouts

    Ready-to-share designs

Show 2 more scenarios
  • Content creators and marketers

    Add simple animation to infographic blocks

    Simple animated visuals

    Apply basic motion to marketing layouts for digital campaigns and social publishing.

  • Freelancers and small marketing teams

    Maintain branded infographic systems across campaigns

    More visual consistency

    Apply brand assets like logos, colors, and fonts to keep infographic outputs consistent.

Best for: Fits when teams need fast infographic production from templates with consistent brand styling and basic chart blocks.

#5

Visme

SMB

Content design platform that includes infographic creation, presentations, documents, and data widgets.

8.1/10
Overall
Features8.1/10
Ease of Use8.0/10
Value8.2/10
Standout feature

Data visualization widgets connect directly to chart instances inside infographic layouts for consistent styling and faster updates.

Visme lets users build infographics on a browser-based drag-and-drop canvas with vector-friendly shapes, text, and layout controls. Visme includes data visualization widgets, with chart styling and data-driven updates for dashboard mockups and report layouts.

Pros
  • +Chart widgets include consistent styling controls for infographic data storytelling
  • +Brand kit enforcement supports reusable color, font, and asset standards
  • +Layer management and z-order controls make complex infographic layouts manageable
  • +Exports cover common deliverables like PNG and PDF for distribution
Cons
  • –Advanced vector operations are limited versus dedicated vector graphic editors
  • –Interactive behavior and embed code generation require layout discipline
  • –Data linking workflows can feel constrained for multi-source dashboards
  • –Large projects may slow canvas responsiveness when many elements are added
Use scenarios
  • Marketing and research teams

    Design explanatory data-led infographic visuals

    Faster visual storytelling for stakeholders

  • Small business marketing teams

    Create branded business card artwork

    Consistent cards for every campaign

Show 2 more scenarios
  • Educators and consultants

    Publish concept diagrams and process maps

    Clear diagrams for documentation

    Build diagram templates for workshop outputs and share them as embeddable, reviewable visuals.

  • Independent publishers and planners

    Build recurring multi-page layout plans

    Repeatable layouts for publishing

    Use grids, layers, and reusable modules to assemble planner layouts for print handoff.

Best for: Fits when teams need repeatable infographic creation with consistent branding and chart widgets.

#6

Infogram

data-first

Data visualization platform for infographics, charts, reports, and interactive embeds.

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

Spreadsheet-driven chart widgets with formatting controls that keep data labels, axes, and legend styling aligned across multiple charts.

Infogram is an infographic and chart-focused design tool that pairs a drag-and-drop canvas with a dedicated data visualization workflow. It supports chart widgets fed by CSV upload and connected spreadsheet data, then renders figures as publishable visuals with consistent styling.

Pros
  • +Chart widgets accept spreadsheet data and update the visual styling consistently
  • +Template library covers reports and social-ready infographic layouts for quick starts
  • +Export includes PNG and PDF for print and presentation handoffs
  • +Interactive embed output supports sharing visualizations without rebuilds
Cons
  • –Advanced vector editing stays lighter than dedicated vector graphic editors
  • –Complex multi-source dashboards require manual layout work more often
  • –Automation and API extensibility are limited compared with BI-style platforms
  • –Layout control for dense compositions can feel constrained at small type sizes
Use scenarios
  • Communications teams

    Create data-led infographic blocks

    Faster clearer information sharing

  • Editorial and web teams

    Embed interactive charts in reports

    More engaging web reporting

Show 2 more scenarios
  • Marketing teams and agencies

    Produce recurring campaign reporting charts

    Quicker repeatable reporting

    Agencies update spreadsheet data and regenerate consistently formatted stakeholder visuals.

  • Client services teams

    Assemble board presentation visuals

    Presentation-ready stakeholder updates

    Teams compile polished charts and labels for executive briefings using repeatable layouts.

Best for: Fits when teams need chart-first infographic production from spreadsheets to export and embed-ready visuals.

#7

Easel.ly

vertical specialist

Infographic-focused editor centered on drag-and-drop creation and reusable visual assets.

7.6/10
Overall
Features7.6/10
Ease of Use7.6/10
Value7.6/10
Standout feature

Easelly's infographic-first editor organizes editable storytelling layouts around replaceable visual elements.

Easelly provides a focused template library for timelines, comparisons, processes, statistics, and educational visuals. Users can replace template elements, upload images, adjust colors, and arrange objects through a drag-and-drop canvas. Basic chart tools support common comparisons without requiring separate design software.

Pros
  • +Infographic-specific templates reduce layout work
  • +Custom image uploads support branded diagrams
  • +Built-in charts handle basic data comparisons
  • +Focused editor avoids unrelated design features
Cons
  • –No documented public API for automated generation
  • –Advanced chart customization remains limited
  • –Recurring data updates require manual revisions
  • –Complex layouts can require repetitive alignment
Use scenarios
  • Training and education teams

    Course concepts into visual summaries

    Clearer instructional materials

  • Marketing communications teams

    Campaign statistics into shareable graphics

    Consistent campaign visuals

Show 1 more scenario
  • Internal operations teams

    Process steps into visual guides

    Faster process comprehension

    Operations staff map procedures with numbered stages, labels, shapes, and supporting screenshots.

Best for: Fits when teams need clear infographics for reports, lessons, presentations, and internal communications.

#8

Venngage

SMB

Infographic-first design software with templates for business, HR, training, and data storytelling.

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

Brand kit compliance that propagates selected fonts, colors, and logos across pages without manual reformatting.

Venngage targets infographic creation with a template-first workflow and chart-centric layout tools. It supports data visualization widgets, automated style consistency via brand assets, and exports in common publishing formats.

Pros
  • +Template library tailored for reports, posters, and shareable infographic layouts.
  • +Chart and table widgets reduce manual alignment and labeling work.
  • +Brand kit enforcement keeps colors, fonts, and elements consistent across pages.
  • +Vector-friendly asset handling enables clean scaling in PNG and SVG exports.
Cons
  • –Advanced illustration controls are thinner than dedicated vector editors.
  • –Multi-step automation and API-led publishing require external engineering.
  • –Complex interactive outputs like HTML5 dashboards depend on built-in embed limits.
  • –Layer management is less granular than pro design tool workflows.
Use scenarios
  • Marketing research and comms teams

    Turn metrics into shareable infographic layouts

    Consistent shareable infographic assets

  • Business communicators and researchers

    Export charts for presentations and documents

    Clear visuals for slides

Show 2 more scenarios
  • Nonprofit program and ops teams

    Produce recurring reports with branding

    Uniform report visuals

    Reusable layouts and brand styling keep periodic reports consistent across reporting cycles.

  • Small business event promoters

    Customize flyers and posters from templates

    Campaign-ready promotional materials

    Template-driven design supports announcements, campaigns, and events for print or digital sharing.

Best for: Fits when teams need fast infographic layouts with consistent branding and chart widgets for reporting.

#9

DocHipo

SMB

Online document and graphic design software with specific support for infographic templates.

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

Template-driven infographic composition that keeps layout structure consistent across updates and exports.

DocHipo is an infographic design app focused on turning templates into export-ready visuals without building everything from scratch. It offers a browser-based drag-and-drop canvas for laying out elements, managing layers, and controlling typography and brand styling across slides and posters.

Pros
  • +Template-first workflow reduces time spent on layout from scratch
  • +Layer management helps keep multi-element infographics aligned and editable
  • +Typography controls support consistent headings, labels, and body text
  • +Export to PNG and PDF fits typical sharing and print workflows
Cons
  • –Advanced vector editing depth is limited versus full vector graphic editors
  • –Complex interactive infographic behaviors are not designed for web interactivity
  • –Data visualization support is oriented around templates rather than full chart modeling
  • –Extensibility through public API or developer automation is not prominent
Use scenarios
  • Marketing teams and business communicators

    Template infographics for reports and slides

    Repeatable visual explanations

  • Office administrators and small businesses

    Editable letterheads with organization details

    Reusable branded stationery

Show 2 more scenarios
  • Event organizers and retail teams

    Schedules and in-store signage from templates

    Coordinated event handouts

    Create coordinated event or location materials by editing reusable layouts and exporting final visuals.

  • Business teams and educators

    Consistent presentation visuals for slides

    Consistent slide visuals

    Build supporting graphics from templates so layouts and typography stay uniform across presentation content.

Best for: Fits when teams need repeatable infographic layouts and fast export for internal posts and printed handouts.

#10

Snappa

SMB

Simple graphic design tool with templates and editor features for infographics and marketing visuals.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Brand kit compliance flow that applies consistent logo, colors, and typography across new infographic templates.

Snappa provides a browser-based infographic design workflow built around a large template library and a simplified vector editor for quick banner, post, and report visuals. The canvas supports layer management, alignment tools, and SVG or PNG export for resolution-independent and raster output.

Pros
  • +Template-driven infographic creation reduces time spent on layout setup
  • +Layer tools support precise stacking, grouping, and element positioning
  • +Exports include PNG and SVG for raster and vector deliverables
  • +Brand kit elements help keep fonts and colors consistent across designs
Cons
  • –Chart and data visualization support is narrower than spreadsheet-linked design tools
  • –Collaboration features are limited for teams that need comment threads and review states
  • –Advanced print controls like CMYK previews are not part of the core workflow
  • –API and automation options are not built to cover governed publishing at scale
Use scenarios
  • Marketing communications teams

    Convert campaign notes into infographics

    Deliver readable visual explanations

  • Advertising teams and small businesses

    Create social and sign graphics

    Produce consistent campaign variations

Show 2 more scenarios
  • Franchise-style marketing teams

    Maintain branded templates for promotions

    Stay visually consistent across campaigns

    Teams update recurring layouts with shared fonts, colors, and logos to reduce repeated design work.

  • Freelancers and small marketers

    Prepare flyer files for print partners

    Send usable print-ready exports

    Users export fixed-canvas flyer and poster designs in common formats without desktop publishing setups.

Best for: Fits when marketing teams need fast infographic production with template layouts and predictable exports.

Conclusion

After evaluating 10 infographic software, Marq 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
Marq

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 Infographic Software

How do Easel.ly and Marq handle template structure when content needs to update repeatedly?
Easel.ly uses an infographic-first editor where replaceable visual elements stay in place while text, images, and charts are swapped. Marq focuses on template inheritance with guided layouts that keep infographic structure consistent while inputs refresh from update-driven fields.
Which tool is better for turning spreadsheet data into chart-ready infographic widgets, Infogram or Visme?
Infogram maps spreadsheet inputs into dedicated chart widgets, then applies formatting so axes, legends, and data labels stay aligned across multiple figures. Visme supports chart styling and data visualization widgets on its drag-and-drop canvas, but the workflow centers on interactive infographic layout rather than spreadsheet-driven chart instance rendering.
When infographic outputs need both interactive embeds and static exports, how do Piktochart and Visme differ?
Visme supports shareable interactive outputs for web embedding alongside PNG and PDF export from the same canvas workflow. Piktochart is built around browser editing and export to common formats, and its standout workflow is AI-generated drafts converted into editable infographic layouts.
What tradeoff appears when choosing Canva or Venngage for infographic-heavy production?
Canva expands beyond infographics by combining infographic creation with presentations, documents, video, and websites, which changes layout governance compared with a chart-centric infographic editor. Venngage stays template-first and chart-centric, which can accelerate reporting layouts but limits vector tooling depth compared with general-purpose design canvases.
How does data-to-design automation work in Piktochart compared with Infogram?
Piktochart automates early drafts by converting prompts or source text into editable infographic designs that can be refined in the browser editor. Infogram automates later stages by driving chart instances from CSV or connected spreadsheet data so the visual stays synchronized with data and chart formatting.
Which app is best for brand-kit driven consistency across many infographic pages, Venngage or Snappa?
Venngage propagates selected fonts, colors, and logos across pages through brand kit compliance, reducing manual reformatting during iteration. Snappa also applies brand kit style constraints, but its workflow emphasizes a simplified template library and predictable banner, post, and report layouts.
How do Snappa and DocHipo compare for exporting print-ready visuals from templates?
Snappa supports SVG and PNG export from a browser-based canvas, which fits common digital and raster print workflows. DocHipo centers on template-driven composition and exports to PNG and PDF for internal posts and printed handouts while keeping element behavior consistent during edits.
What breaks if an infographic workflow relies on governed, chart instance styling, and the chosen tool is template-first without widget binding?
In tools like Easel.ly and VistaCreate, changing data later may require manual updates to the visuals because their emphasis is on editable layouts and widget insertion rather than tightly bound data-to-chart instances. In contrast, Infogram and Visme maintain consistent chart styling through widget-centric workflows where formatting and data labels are managed at the chart instance level.
How do admins control access and review workflows in Venngage compared with VistaCreate?
Venngage organizes collaboration and governance around shared workspaces with controlled access designed for design review cycles. VistaCreate emphasizes template-driven production with brand kit constraints inside the editor, which supports repeatable outputs but relies less on workspace-oriented governance patterns.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Infographic Software

In infographic software, the real differentiator is how reliably you can reuse and export your artwork when requirements change mid-project. We focus on criteria like export formats, data handling, and automation depth so your next edit doesn’t break deliverables.

Export formats and output quality

Why it matters

Export formats and output quality determine whether your infographic holds up in slides, web pages, and printed assets. If exports are inconsistent, the redesign work repeats.

How to check

Create the same infographic at two canvas sizes, then export using the available common formats. Inspect text sharpness, line weight, and colors after export, especially for small labels.

Typical range

Not provided

Template reuse without layout drift

Why it matters

Template reuse without layout drift matters when you update numbers or brand elements across multiple infographics. Drift forces manual cleanup and breaks timelines.

How to check

Start from an existing layout, swap a few sections with new content, and observe spacing and alignment. Update one element like a title length or icon size and confirm the layout stays consistent.

Typical range

Not provided

Data import and update workflow

Why it matters

A smooth data import and update workflow keeps charts and labels synchronized when figures change. Manual relabeling defeats the point of automation.

How to check

Use the import path the product supports, then update the source values and re-run the update inside the tool. Verify that labels, categories, and chart ordering stay correct.

Typical range

Not provided

Chart customization and styling control

Why it matters

Chart customization and styling control affects whether your visuals match editorial rules without rework. Limits here push you to replace charts with manual shapes.

How to check

On a demo infographic, change color mapping and label formatting rules for the same dataset. Confirm you can adjust the look without re-building the chart from scratch.

Typical range

Not provided

Review workflow for shared edits

Why it matters

Review workflow for shared edits matters when multiple stakeholders comment and request revisions. Without clear revision states, approvals stall.

How to check

Invite a second user or simulate review mode, then perform a change and track how it appears to reviewers. Ask how you resolve conflicting edits or iterate without losing prior versions.

Typical range

Not provided

Automation and API surface

Why it matters

Automation and API surface matters when infographics are produced repeatedly with controlled inputs. The more you can trigger creation and updates, the less work you do by hand.

How to check

In a demo, ask what programmatic actions exist for importing data, generating assets, or exporting outputs. Check whether there is a documented way to authenticate and run these actions in a sandbox or test environment.

Typical range

Not provided

Red flags

  • Exports change layout, fonts, or colors in a way you can’t control
  • Updating data causes mismatched labels or broken chart structure
  • Collaboration makes it unclear what changed or what reviewers approved

Fit by situation

  • If you need deliverables for slides and print, prioritize export formats and output quality.
  • If your infographics rely on changing figures, prioritize data import and update workflow.
  • If you produce infographics regularly from the same inputs, prioritize automation and API surface.
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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